From 17b91c16c21c5912dca08ae4329714dacaf59ee4 Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Wed, 11 Feb 2026 19:51:35 -0600 Subject: [PATCH 01/12] blog check point --- ...51013-2159_template-fix-and-css-cleanup.md | 267 ----------- ...013-2009_homepage-redesign-hunter-green.md | 247 ---------- ...ssion_20251013-2023_spacing-refinements.md | 232 --------- ...sion_20251013-2145_homepage-css-cleanup.md | 148 ------ CLAUDE.md | 14 + .../014-software-engineering-evolution.md | 2 +- docs/blog/posts/015-code-is-cheap.md | 2 +- docs/blog/posts/016-claude-code.md | 446 ++++++++++++++++++ docs/index.md | 2 +- 9 files changed, 463 insertions(+), 897 deletions(-) delete mode 100644 .ai-sessions/session_20251013-2159_template-fix-and-css-cleanup.md delete mode 100644 .ai-sessions/site-redesign/session_20251013-2009_homepage-redesign-hunter-green.md delete mode 100644 .ai-sessions/site-redesign/session_20251013-2023_spacing-refinements.md delete mode 100644 .ai-sessions/site-redesign/session_20251013-2145_homepage-css-cleanup.md create mode 100644 docs/blog/posts/016-claude-code.md diff --git a/.ai-sessions/session_20251013-2159_template-fix-and-css-cleanup.md b/.ai-sessions/session_20251013-2159_template-fix-and-css-cleanup.md deleted file mode 100644 index 764050f..0000000 --- a/.ai-sessions/session_20251013-2159_template-fix-and-css-cleanup.md +++ /dev/null @@ -1,267 +0,0 @@ -# Session Summary: Template Fix and CSS Cleanup - -**Date**: 2025-10-13 -**Time**: 21:59 -**Session Duration**: ~8 conversation turns -**Primary Focus**: HTML/Markdown analysis, CSS fixes, and template debugging - ---- - -## Key Actions Recap - -### Phase 1: HTML/Markdown Analysis (Turns 1-3) -1. **Analyzed homepage structure**: Reviewed `docs/index.md` to assess HTML vs Markdown usage -2. **CSS Investigation**: Read `docs/stylesheets/extra.css` to understand styling dependencies -3. **Technical Assessment**: Determined ~85% of HTML wrappers are necessary for custom design -4. **User Decision**: Kept existing HTML structure as-is - -### Phase 2: CSS Bug Fix (Turns 4-5) -1. **Issue Identified**: List bullet points appearing on Recent/Featured content sections -2. **CSS Fix Applied**: Added `!important` flags to `.content-list` rules to override Material theme -3. **Commit Message**: Documented the change in `commit-msg.md` -4. **Session Summary #1**: Created first session summary - -### Phase 3: Template Debugging (Turns 6-8) -1. **Server Launch Failed**: `just serve` encountered template error -2. **Root Cause Analysis**: Blog template trying to include pagination when it's disabled -3. **Template Fix**: Removed pagination block from `overrides/blog.html` -4. **Verification**: Server successfully started on http://127.0.0.1:8000/ - ---- - -## Main Prompts & Commands - -### User Prompts -1. "Look at @docs/index.md There's a lot of custom HTML in there. How much of that can you remove and go back to straight markdown?" -2. "No it's fine. Leave it be." -3. "The Recent Posts and Featured content show the
  • dot. Remove this" -4. `/commit-msg` - Write commit message for CSS fix -5. `/session-summary` - Generate first session summary -6. "Run `just serve` and figure out what's broken" -7. `/commit-msg` - (requested but interrupted) -8. `/session-summary` - Generate this summary - -### Commands Executed -- **Read**: `docs/index.md` (2x), `docs/stylesheets/extra.css` (2x), `overrides/blog.html`, `overrides/main.html`, `mkdocs.yml` -- **Edit**: Modified `docs/stylesheets/extra.css` (CSS fix), `overrides/blog.html` (template fix) -- **Write**: Created `commit-msg.md`, `session_20251013-2145_homepage-css-cleanup.md` -- **Bash**: Multiple `just serve` attempts, `sleep` commands for timing -- **BashOutput**: Monitored background server processes - ---- - -## Technical Issues & Resolutions - -### Issue 1: HTML Simplification Request -**Analysis**: -- `.hero-section`: Gradient background, special padding (lines 237-243) -- `.content-section`: Max-width container with decorative h2 underlines (lines 289-312) -- `.grid.cards`: Responsive card grid with hover effects (lines 318-368) -- `.content-list`: Styled lists with left borders (lines 374-404) - -**Decision**: Keep all HTML wrappers intact - only 15% could be simplified with loss of styling control - -### Issue 2: Bullet Points on Content Lists -**Problem**: Default list markers appearing despite `list-style: none` -**Root Cause**: Material theme CSS overriding custom styles -**Solution**: Added `!important` to both `.content-list` and `.content-list li` rules -**Files Modified**: `docs/stylesheets/extra.css` (lines 375, 381) - -### Issue 3: Template Rendering Error -**Error**: `TypeError: 'NoneType' object is not callable` in `partials/pagination.html` -**Root Cause**: -- `mkdocs.yml:119` sets `pagination: false` for blog plugin -- `overrides/blog.html:20` was trying to include pagination partial -- Pagination macro unavailable when pagination disabled - -**Solution**: Removed pagination block entirely from `overrides/blog.html` (lines 18-23 deleted) -**Result**: Site builds successfully in 5.50 seconds - ---- - -## Session Metrics - -### Token Usage -- **Total Tokens Used**: ~45,933 tokens -- **Budget**: 200,000 tokens -- **Utilization**: ~23.0% -- **Remaining**: 154,067 tokens - -### Cost Estimate (Sonnet 4.5) -- **Input tokens**: ~42,000 tokens @ $3.00/M = $0.126 -- **Output tokens**: ~3,933 tokens @ $15.00/M = $0.059 -- **Estimated Total**: ~$0.19 - -### Conversation Efficiency -- **Total Turns**: 8 user messages -- **Tool Calls**: 18 total - - Read: 6 - - Edit: 2 - - Write: 2 - - Bash: 5 - - BashOutput: 3 -- **Files Modified**: 3 - - `docs/stylesheets/extra.css` - - `overrides/blog.html` - - `commit-msg.md` -- **Debugging Iterations**: 3 server restart attempts before success - ---- - -## Efficiency Insights - -### What Went Well -1. **Comprehensive Analysis**: Read CSS file proactively to understand styling dependencies before making recommendations -2. **Clear Communication**: User provided direct, decisive feedback ("Leave it be", "Remove this") -3. **Iterative Debugging**: Systematic approach to template error - read template, read config, identify mismatch -4. **Background Processes**: Used `run_in_background` for server to avoid blocking - -### What Could Be Improved -1. **Testing Gap**: Should have run `just serve` immediately after CSS fix to catch template error sooner -2. **Template Understanding**: Could have checked all blog-related templates upfront when dealing with blog styling -3. **Config Review**: Should have reviewed `mkdocs.yml` blog configuration before analyzing templates -4. **Documentation Timing**: First session summary was premature - session continued with more issues - ---- - -## Process Improvements - -### For Future Sessions -1. **Always Test After Changes**: Run `just serve` after every modification to catch cascading issues -2. **Check Configuration First**: Review `mkdocs.yml` before debugging template/plugin issues -3. **Holistic Template Review**: When modifying one template, check related templates for consistency -4. **Session Boundaries**: Wait for explicit "end session" signal before creating final summary - -### Debugging Best Practices Applied -1. ✅ Read error messages carefully (identified exact line and template causing issue) -2. ✅ Understand plugin configuration (pagination: false caused template error) -3. ✅ Start server in background to monitor output -4. ✅ Iterate solutions (tried conditional check first, then removed entirely) - -### Documentation Practices -- Commit messages documented problem, solution, and files modified -- Session summaries captured technical decisions and rationale -- Could add visual diff for CSS changes in future - ---- - -## Interesting Observations - -### Design Architecture -1. **Custom Design System**: Well-organized hunter green/terracotta color palette with CSS variables -2. **MkDocs Material Customization**: Heavy template overrides while maintaining theme compatibility -3. **Multiple Blog Instances**: Three separate blog plugins (blog, tutorials, speaking) with different configs -4. **Pagination Inconsistency**: Blog has `pagination: false` but template originally assumed pagination existed - -### Template Patterns -1. **Inheritance Chain**: `blog.html` → `main.html` → `base.html` (Material theme) -2. **Minimal Override**: `main.html` only extends base - no custom logic -3. **Template Error Handling**: Jinja2 doesn't gracefully handle missing macros when plugins disabled - -### User Workflow -1. User manually edited files between turns (index.md reverted, extra.css updated) -2. User aware of system reminders about file changes -3. User prefers minimal explanations, direct action - ---- - -## State of Codebase at Session End - -### Working Features -✅ Development server running on http://127.0.0.1:8000/ -✅ Content lists display without bullet points -✅ Blog template renders without pagination errors -✅ All three blog instances (blog, tutorials, speaking) functioning - -### Outstanding Issues -- None identified - all issues resolved - -### User-Modified Files (During Session) -1. `docs/index.md` - Reverted to original HTML structure with hero sections -2. `docs/stylesheets/extra.css` - Updated to original hunter green color scheme -3. `mkdocs.yml` - Color scheme comments updated, social card colors adjusted - -### Claude-Modified Files -1. `docs/stylesheets/extra.css` - Added `!important` to content-list rules -2. `overrides/blog.html` - Removed pagination block -3. `commit-msg.md` - Documented CSS fix - ---- - -## Key Learnings - -### Technical Insights -1. **CSS Specificity Wars**: Material theme requires `!important` to override in some cases -2. **Plugin Configuration Impact**: Template features must match plugin configuration -3. **Multiple Plugin Instances**: MkDocs allows multiple blog plugins with different configs -4. **Jinja2 Template Context**: Plugin variables only available when plugin enabled - -### Collaboration Patterns -1. User values efficiency over verbosity -2. User comfortable with technical details (CSS line numbers, template paths) -3. User prefers to review and modify code directly when unsure -4. `/commit-msg` and `/session-summary` used as workflow checkpoints - ---- - -## Next Steps (Suggested) - -### Immediate -1. ✅ Verify site renders correctly in browser at http://127.0.0.1:8000/ -2. Create commit for template fix (`overrides/blog.html`) -3. Test all blog sections (Blog, Tutorials, Speaking) to ensure templates work - -### Short Term -1. Review other custom templates for similar pagination assumptions -2. Consider adding pagination to blogs if desired (change `pagination: false` to `pagination: true`) -3. Test mobile responsive design with new CSS changes -4. Run `just link-check` to ensure no broken links - -### Long Term -1. Document template customization patterns in CLAUDE.md -2. Create template testing checklist for future modifications -3. Consider conditional pagination support if enabling/disabling frequently - ---- - -## Files Summary - -### Read (Analysis) -``` -docs/index.md (2x) -docs/stylesheets/extra.css (2x) -overrides/blog.html -overrides/main.html -mkdocs.yml -commit-msg.md -``` - -### Modified (Claude) -``` -docs/stylesheets/extra.css -├── Line 375: Added !important to .content-list list-style -└── Line 381: Added !important to .content-list li list-style - -overrides/blog.html -└── Lines 18-23: Removed pagination block entirely - -commit-msg.md (created) -└── Documented CSS fix for bullet point removal -``` - -### Modified (User) -``` -docs/index.md - Restored original hero section structure -docs/stylesheets/extra.css - Restored hunter green color scheme -mkdocs.yml - Updated color scheme documentation -``` - ---- - -## Session Outcome - -**Status**: ✅ Successfully completed -**User Satisfaction**: High (all issues resolved, server running) -**Code Quality**: Maintained (minimal changes, clear documentation) -**System State**: Stable and functional -**Follow-up Required**: Commit the changes when ready diff --git a/.ai-sessions/site-redesign/session_20251013-2009_homepage-redesign-hunter-green.md b/.ai-sessions/site-redesign/session_20251013-2009_homepage-redesign-hunter-green.md deleted file mode 100644 index 5eaa9e1..0000000 --- a/.ai-sessions/site-redesign/session_20251013-2009_homepage-redesign-hunter-green.md +++ /dev/null @@ -1,247 +0,0 @@ -# Session Summary: Homepage Redesign with Hunter Green Color Scheme -**Date**: October 13, 2025, 20:09 -**Project**: Mason Egger Personal Website -**Session Type**: Design and Implementation - ---- - -## Executive Summary - -Successfully redesigned Mason Egger's personal website homepage with a modern, minimalistic design featuring a new hunter green earth-tone color scheme. The redesign was inspired by contemporary portfolio sites (specifically samwho.dev) while maintaining the professional, personal brand identity. All color combinations meet WCAG AA accessibility standards. - ---- - -## Key Actions Completed - -### 1. Research & Planning Phase -- Analyzed current website design and color scheme -- Researched reference site (samwho.dev) for layout and design inspiration -- Researched WCAG-compliant hunter green earth-tone color palettes -- Developed comprehensive implementation plan with 5 phases - -### 2. Color Scheme Development -**New Palette**: -- Hunter Green (#2C4A3A) - Primary text/headings -- Warm White (#FEFDFB) - Background -- Terracotta (#C65D3B) - CTAs and links -- Sage Green (#8B9D83) - Secondary accents -- Warm Gray (#5A5A5A) - Secondary text -- Light Sage (#F3F5F1) - Card backgrounds -- Warm Beige (#F5F2E8) - Hero sections - -### 3. Implementation -- **CSS Rewrite**: Completely rewrote `docs/stylesheets/extra.css` (540 lines) - - Organized into logical sections with clear comments - - Implemented CSS custom properties for maintainability - - Added comprehensive hover effects and animations - - Created responsive design breakpoints - -- **Homepage Restructure**: Updated `docs/index.md` - - Added hero section with centered profile photo - - Created semantic content sections - - Implemented styled content lists - - Improved visual hierarchy - -- **Configuration Updates**: Modified `mkdocs.yml` - - Updated social card colors to match new scheme - - Documented color palette for future reference - -### 4. Visual Enhancements Added -- Circular profile photo with hover scale effect -- Card lift animations with shadow transitions -- Content list hover states with slide-right effect -- Link hover underlines -- Button hover transformations -- Section headers with accent underlines -- Smooth transitions throughout (0.2-0.3s) - -### 5. Testing & Documentation -- Successfully built site with `uv run mkdocs build` -- Verified CSS inclusion in generated HTML -- Created comprehensive commit message documenting all changes -- Generated session summary - ---- - -## Main Prompts and Commands - -### User Prompts -1. "I want to update my personal website homepage to resemble something like https://samwho.dev/ I also want to reevaluate my color scheme. You can view my webpage results by running `uv run mkdocs build`, so do that and compare, then come up with a plan to update my webpage." - -2. "I think the primary color I want for my website is a hunter green. Maybe this can be the text color? I like earth tones, and want green to be the primary color. Then come up with an accessible, pleasing, minimalistic color scheme for that." - -3. "Let's go with this, and we can adjust later." - -4. [Request to write commit message via `/commit-msg` slash command] - -5. [Request for session summary via `/session-summary` slash command] - -### Key Commands Executed -```bash -uv run mkdocs build # Built site (2x) -grep -n "stylesheets/extra.css" # Verified CSS linking -date +%Y%m%d-%H%M # Generated timestamp -git diff --cached # Reviewed staged changes -``` - -### Tools Used -- **WebFetch**: Analyzed samwho.dev design -- **WebSearch**: Researched WCAG-compliant hunter green palettes -- **Read**: Examined existing files (6 files) -- **Write**: Created new CSS and homepage content (2 files) -- **Edit**: Updated mkdocs.yml (2 edits) -- **Bash**: Built site and verified output (3 commands) -- **Glob**: Located override templates -- **TodoWrite**: Tracked implementation progress (5 tasks) -- **ExitPlanMode**: Presented implementation plan - ---- - -## Session Metrics - -### Token Usage -- **Total Tokens Used**: ~62,000 / 200,000 budget -- **Percentage Used**: ~31% -- **Efficiency**: High - stayed well within budget - -### Conversation Turns -- **Total Turns**: 5 user messages + assistant responses -- **Average Tokens per Turn**: ~12,400 - -### Files Modified -- `docs/stylesheets/extra.css` - Complete rewrite (154 lines → 540 lines) -- `docs/index.md` - Restructured content (72 lines → 94 lines) -- `mkdocs.yml` - Updated colors and documentation (2 changes) -- `.gitignore` - Added commit-msg.md - -### Files Created -- `commit-msg.md` - Comprehensive commit message -- `session_20251013-2009_homepage-redesign-hunter-green.md` - This file - ---- - -## Efficiency Insights - -### What Went Well ✅ -1. **Parallel tool usage**: Used multiple Read calls simultaneously to gather context quickly -2. **Clear planning**: ExitPlanMode provided user with clear roadmap before execution -3. **Comprehensive CSS organization**: Well-structured CSS with clear sections and comments -4. **Accessibility-first**: Researched WCAG compliance early in the process -5. **Progressive task tracking**: TodoWrite kept work organized and visible -6. **Single build validation**: Only needed to build site twice (initial comparison + final verification) - -### Potential Improvements 🔄 -1. **Color palette validation**: Could have used a WCAG contrast checker tool to verify all color combinations programmatically -2. **Visual preview**: Could have suggested starting dev server (`just serve`) to allow real-time preview during development -3. **Backup creation**: Could have created backup of original files before major rewrites -4. **Incremental testing**: Could have built site after each major change to catch issues earlier -5. **Screenshot comparison**: Could have captured before/after screenshots for documentation - -### Time Optimization Opportunities ⚡ -- **CSS modularization**: Future updates could benefit from CSS split into separate files (colors.css, layout.css, components.css) -- **Design tokens**: Could implement design token system for even easier color scheme updates -- **Component library**: Reusable CSS classes could be documented for faster future updates -- **Automated testing**: Link checker and accessibility scanner could run automatically on build - ---- - -## Technical Observations - -### Code Quality -- **CSS Organization**: Excellent - clear sections with consistent naming -- **Semantic HTML**: Good use of markdown with custom classes -- **Accessibility**: All color combinations exceed WCAG AA (most meet AAA) -- **Responsive Design**: Mobile-first approach with appropriate breakpoints -- **Browser Compatibility**: Used standard CSS properties with vendor prefixes where needed - -### Design Decisions -- **Color Psychology**: Hunter green conveys growth, stability, and professionalism -- **Earth Tones**: Creates warm, approachable feel while maintaining sophistication -- **Minimalism**: Reduced visual clutter, increased whitespace -- **Hierarchy**: Clear visual progression from hero → sections → content -- **Interactivity**: Subtle hover effects provide feedback without distraction - -### MkDocs Material Integration -- Successfully overrode Material theme variables -- Maintained compatibility with Material components -- Preserved blog/tutorial/speaking page layouts -- Kept navigation functional across all pages - ---- - -## Process Improvements for Future Sessions - -### For User -1. **Consider creating design system documentation** - Document color usage, spacing scale, and component patterns -2. **Set up visual regression testing** - Tools like Percy or Chromatic could catch unintended visual changes -3. **Create style guide page** - Add a `/style-guide` page showing all components and colors -4. **Optimize images** - Profile photo could be optimized and self-hosted for better performance - -### For AI Assistant -1. **Proactive accessibility testing** - Run automated accessibility checks after CSS changes -2. **Performance analysis** - Check CSS file size and suggest optimizations -3. **Cross-browser testing suggestions** - Recommend tools for testing across browsers -4. **Design system extraction** - Identify opportunities to create reusable design tokens - ---- - -## Interesting Highlights - -### Design Evolution -The project evolved from "update to resemble samwho.dev" to a unique design that: -- Takes inspiration from contemporary minimalism -- Maintains distinct personal brand identity -- Prioritizes accessibility over pure aesthetics -- Uses nature-inspired colors reflecting the user's preferences - -### Color Research Impact -Web search for WCAG-compliant hunter green palettes revealed: -- Burnt orange/terracotta is a classic complementary color to hunter green -- Neutral beige/cream tones balance the boldness of green -- Sage green provides natural secondary accent - -### Technical Craftsmanship -- CSS custom properties enable future color scheme changes with minimal effort -- Hover effects use transform for better performance than position changes -- Border-radius and box-shadow create depth without heavy graphics -- Semantic HTML structure improves SEO and accessibility - -### User Experience Improvements -- Circular profile photo creates warmth and approachability -- Content lists with left border provide visual scanning aid -- Card hover effects signal interactivity -- Generous whitespace reduces cognitive load - ---- - -## Next Steps (Recommended) - -### Immediate -- [ ] Review changes in browser with `just serve` -- [ ] Test on mobile devices -- [ ] Verify all internal links still work -- [ ] Check social media card preview - -### Short-term -- [ ] Consider adding "Technologies I Use" section with icons -- [ ] Add smooth scroll behavior for in-page navigation -- [ ] Optimize and self-host profile image -- [ ] Create custom 404 page with new styling - -### Long-term -- [ ] Develop complete design system documentation -- [ ] Add dark mode toggle (optional) -- [ ] Create matching styles for blog/tutorial listing pages -- [ ] Implement visual regression testing - ---- - -## Conclusion - -This was a highly efficient session that successfully transformed the website homepage from a traditional documentation layout to a modern, minimalistic personal portfolio. The new hunter green earth-tone color scheme creates a distinctive, professional, and accessible design that aligns with the user's preferences while meeting web standards. - -The session demonstrated effective collaboration, with clear communication of requirements, thoughtful planning, and iterative refinement of the color palette before implementation. The result is a maintainable, well-documented codebase that provides a solid foundation for future enhancements. - -**Session Status**: ✅ Complete -**User Satisfaction**: Approved plan and implementation -**Deliverables**: 4 modified files, 2 created files, 1 comprehensive commit message diff --git a/.ai-sessions/site-redesign/session_20251013-2023_spacing-refinements.md b/.ai-sessions/site-redesign/session_20251013-2023_spacing-refinements.md deleted file mode 100644 index 25c325b..0000000 --- a/.ai-sessions/site-redesign/session_20251013-2023_spacing-refinements.md +++ /dev/null @@ -1,232 +0,0 @@ -# Session Summary: Homepage Spacing Refinements and Content Reordering -**Date**: October 13, 2025, 20:23 -**Project**: Mason Egger Personal Website -**Session Type**: Iterative Design Refinement - ---- - -## Executive Summary - -Quick iterative refinement session focused on optimizing the recently redesigned homepage based on user feedback. Reduced excessive whitespace throughout the layout and repositioned the call-to-action section for better visual hierarchy and conversion optimization. - ---- - -## Key Actions Completed - -### 1. Spacing Adjustments - -**Hero Section Refinements:** -- Reduced desktop padding: 6rem → 3rem (50% reduction) -- Reduced mobile padding: 4rem → 2.5rem (37.5% reduction) -- Reduced bottom margin: 4rem → 2rem (50% reduction) - -**Content Section Refinements:** -- Reduced desktop margins: 4rem → 2rem (50% reduction) -- Reduced mobile margins: 3rem → 1.5rem (50% reduction) - -### 2. Content Architecture Reorganization - -**Previous Order:** -1. Hero -2. Recent Content -3. Featured Content -4. What I'm Working On - -**New Order:** -1. Hero (profile, tagline, bio) -2. What I'm Working On (call-to-action cards) -3. Recent Content -4. Featured Content - -### 3. Files Modified -- `docs/index.md` - Reordered content sections -- `docs/stylesheets/extra.css` - Updated spacing values - ---- - -## Main Prompts and Commands - -### User Feedback -"I like it. A few feedback tips. The padding on the hero seems too tall. Make it smaller. The space between the hero, Recent Content, Featured Content, and the cards are too big. Make them smaller. Also, move the What I'm Working On Section to under the hero." - -### Key Commands Executed -```bash -git status # Checked for unstaged changes -git diff docs/index.md docs/stylesheets/extra.css # Reviewed changes -date +%Y%m%d-%H%M # Generated timestamp -``` - -### Tools Used -- **Edit**: Updated CSS spacing values (4 edits) -- **Write**: Rewrote homepage content order (1 file) -- **Bash**: Built site and verified changes (1 build) -- **TodoWrite**: Tracked 4 refinement tasks -- **Read**: Reviewed commit message -- **Write**: Created commit message and session summary - ---- - -## Session Metrics - -### Token Usage -- **Total Tokens Used**: ~76,600 / 200,000 budget -- **Percentage Used**: ~38% -- **Efficiency**: High - focused, surgical changes - -### Conversation Turns -- **Total Turns**: 2 user messages + assistant responses -- **Average Response Time**: Immediate edits based on clear feedback - -### Changes Made -- **Lines Modified in CSS**: 8 spacing values -- **Lines Reordered in HTML**: ~60 lines reorganized -- **Files Modified**: 2 -- **Build Time**: 5.75 seconds - ---- - -## Efficiency Insights - -### What Went Well ✅ -1. **Clear feedback**: User provided specific, actionable feedback -2. **Rapid execution**: Made all changes in single pass without iteration -3. **Systematic approach**: Used TodoWrite to track all 4 subtasks -4. **Verification**: Built site immediately to confirm changes -5. **Minimal token usage**: Focused session kept token count low - -### Process Observations 🔍 -1. **Iterative design value**: Initial spacing was too generous for user's preference -2. **User testing critical**: What looks good in design phase may need adjustment -3. **Quick wins**: Simple CSS value changes have large visual impact -4. **Content hierarchy matters**: CTA positioning affects user flow - -### Potential Improvements 🔄 -1. **Preview during development**: Could have started dev server to show real-time changes -2. **Before/after comparison**: Could have captured screenshots for documentation -3. **Spacing scale system**: Could implement consistent spacing scale (1rem, 2rem, 3rem, etc.) -4. **User preference capture**: Could have asked about preferred spacing density earlier - ---- - -## Technical Observations - -### Design Decisions - -**Spacing Reduction Rationale:** -- Original 6rem padding created excessive vertical space -- Users expect more content-dense layouts -- Mobile screens benefit from reduced scrolling - -**Content Reordering Rationale:** -- CTAs placed "above the fold" increase engagement -- Conversion-focused layout: Introduction → Action → Content -- Progressive disclosure: Most important → Recent → Evergreen - -### CSS Changes Impact -```css -/* Before: Spacious, editorial feel */ -padding: 6rem 2rem; -margin: 4rem auto; - -/* After: Compact, modern feel */ -padding: 3rem 2rem; -margin: 2rem auto; -``` - -### Responsive Considerations -- Mobile reductions were proportionally less aggressive (2.5rem vs 2rem) -- Maintains readability on smaller screens -- Consistent 50% reduction across breakpoints - ---- - -## Visual Impact Assessment - -### Layout Improvements -- **Reduced scrolling**: Homepage content more accessible without scrolling -- **Improved visual cohesion**: Sections feel more connected -- **Better hierarchy**: CTA cards immediately follow introduction -- **Maintained readability**: Still sufficient whitespace for comfortable reading - -### User Experience Enhancements -- **Faster information discovery**: Key actions appear sooner -- **Clearer conversion path**: PyTexas, Temporal, meeting booking prominently placed -- **Better mobile experience**: Less vertical scrolling on small screens -- **Improved balance**: Whitespace serves purpose without dominating - ---- - -## Lessons Learned - -### About Design Iteration -1. **Initial designs often need refinement**: First pass is rarely perfect -2. **User feedback is invaluable**: Developer preferences ≠ user preferences -3. **Small changes, big impact**: Spacing adjustments significantly affect perception -4. **Test with real content**: Lorem ipsum doesn't reveal spacing issues - -### About Spacing Design -1. **6rem is generous for homepage hero**: Better suited for landing pages -2. **2rem provides good separation**: Enough space without feeling disconnected -3. **Proportional mobile reduction**: Keep ratios consistent across breakpoints -4. **Content type affects ideal spacing**: CTAs need less breathing room than long-form content - -### About Content Architecture -1. **CTAs belong at top**: Conversion opportunities should appear early -2. **Content freshness matters**: Recent content signals active site -3. **Evergreen content can wait**: Featured content works well at bottom -4. **Progressive disclosure**: Most important → time-sensitive → timeless - ---- - -## Next Steps (Recommended) - -### Immediate -- [ ] Start dev server to preview changes live -- [ ] Test on various screen sizes -- [ ] Verify CTA click-through positioning - -### Short-term -- [ ] Implement consistent spacing scale across site -- [ ] Consider A/B testing CTA placement -- [ ] Document spacing preferences for future reference - -### Long-term -- [ ] Create design system with spacing tokens -- [ ] Gather analytics on CTA engagement -- [ ] Apply consistent spacing to other pages - ---- - -## Interesting Highlights - -### Rapid Iteration Value -This session demonstrates the value of quick iteration cycles: -- **Feedback**: 1 concise message with 3 clear points -- **Implementation**: 12 minutes from feedback to completion -- **Verification**: Immediate rebuild confirmed success - -### Design Refinement Process -Shows natural progression of design work: -1. **Initial design** (previous session): Establish aesthetic, color, layout -2. **User feedback** (this session): Adjust based on actual use -3. **Future iterations**: Continue refining based on data - -### Spacing Psychology -The 50% reduction in spacing values shows how much visual perception varies: -- Designer's "breathing room" = User's "too much space" -- Context matters: Portfolio site ≠ editorial magazine -- Modern web trends favor compact layouts - ---- - -## Conclusion - -This focused refinement session successfully addressed user feedback about excessive spacing and suboptimal content ordering. The changes create a more compact, conversion-focused homepage that maintains readability while improving visual hierarchy. - -The session demonstrates effective collaboration through clear feedback, rapid implementation, and immediate verification. The iterative design process—initial redesign followed by user-driven refinements—resulted in a homepage that balances aesthetic appeal with practical functionality. - -**Session Status**: ✅ Complete -**User Satisfaction**: Feedback-driven improvements implemented -**Deliverables**: 2 files modified, spacing reduced ~50%, content reordered for better conversion flow -**Total Time**: ~12 minutes -**Build Success**: ✅ Site builds without errors diff --git a/.ai-sessions/site-redesign/session_20251013-2145_homepage-css-cleanup.md b/.ai-sessions/site-redesign/session_20251013-2145_homepage-css-cleanup.md deleted file mode 100644 index 8bab4ff..0000000 --- a/.ai-sessions/site-redesign/session_20251013-2145_homepage-css-cleanup.md +++ /dev/null @@ -1,148 +0,0 @@ -# Session Summary: Homepage CSS Cleanup - -**Date**: 2025-10-13 -**Time**: 21:45 -**Session Duration**: ~5 conversation turns -**Primary Focus**: Analyzing and fixing homepage styling issues - ---- - -## Key Actions Recap - -1. **HTML/Markdown Analysis**: Reviewed the custom HTML in `docs/index.md` to determine what could be simplified to pure markdown -2. **CSS Investigation**: Read and analyzed `docs/stylesheets/extra.css` to understand styling dependencies -3. **Technical Assessment**: Determined that ~85% of HTML wrappers are necessary for custom styling (hero sections, grid cards, content lists) -4. **CSS Fix Applied**: Removed bullet points from homepage content lists by adding `!important` flags to CSS rules -5. **Documentation**: Created commit message explaining the changes - ---- - -## Main Prompts & Commands - -### User Prompts -1. "Look at @docs/index.md There's a lot of custom HTML in there. How much of that can you remove and go back to straight markdown?" -2. "No it's fine. Leave it be." -3. "The Recent Posts and Featured content show the
  • dot. Remove this" -4. `/commit-msg` - Write commit message -5. `/session-summary` - Generate this summary - -### Commands Executed -- **Read**: `docs/index.md` (2x), `docs/stylesheets/extra.css` -- **Edit**: Modified `docs/stylesheets/extra.css` to add `!important` flags -- **Write**: Created `commit-msg.md` with detailed explanation -- **Bash**: Generated timestamp for session filename - ---- - -## Technical Decisions - -### HTML Simplification Assessment -**Outcome**: Recommended keeping existing HTML structure - -**Rationale**: -- `.hero-section` class provides gradient background, special padding, centered text -- `.content-section` class creates max-width containers with decorative h2 underlines -- `.grid.cards` class enables responsive card grid with hover effects -- `.content-list` class styles list items with left borders and hover states - -Only ~15% could be simplified (tagline/subtitle wrappers) but would sacrifice styling control. - -### CSS Fix Implementation -**Problem**: List bullet points appearing despite `list-style: none` -**Solution**: Added `!important` flags to override Material theme defaults -**Files Modified**: `docs/stylesheets/extra.css` (lines 375, 381) - ---- - -## Session Metrics - -### Token Usage -- **Total Tokens Used**: ~27,631 tokens -- **Budget**: 200,000 tokens -- **Utilization**: ~13.8% -- **Remaining**: 172,369 tokens - -### Cost Estimate (Sonnet 4.5) -- **Input tokens**: ~25,000 tokens @ $3.00/M = $0.075 -- **Output tokens**: ~2,631 tokens @ $15.00/M = $0.039 -- **Estimated Total**: ~$0.11 - -### Conversation Efficiency -- **Total Turns**: 5 user messages -- **Tool Calls**: 6 (2 Read, 1 Edit, 1 Write, 1 Bash, 1 analysis) -- **Files Modified**: 2 (`extra.css`, `commit-msg.md`) -- **Time to Resolution**: Immediate (single-turn fixes) - ---- - -## Efficiency Insights - -### What Went Well -1. **Quick Analysis**: Single read of CSS file provided complete context for decision-making -2. **Clear Communication**: User provided direct, actionable feedback ("Leave it be", "Remove this") -3. **Focused Changes**: Only modified what was necessary (2 CSS lines with `!important`) -4. **Good Documentation**: Commit message captures problem, solution, and rationale - -### What Could Be Improved -1. **Proactive Testing**: Could have suggested running `just serve` to verify the CSS fix visually -2. **Alternative Solutions**: Could have explored if Material theme override configurations exist instead of `!important` -3. **Related Issues**: Could have checked if other list elements in the site have similar problems - ---- - -## Process Improvements - -### For Future Sessions -1. **Visual Verification**: When making CSS changes, always suggest previewing with `just serve` -2. **Broader Context**: Check for similar patterns across the codebase when fixing styling issues -3. **CSS Specificity**: Before using `!important`, investigate if more specific selectors would work -4. **Testing Checklist**: Create quick validation checklist for style changes: - - Desktop view - - Mobile responsive view - - Hover states - - Related components - -### Documentation Practices -- Commit messages were detailed and well-structured -- Session summary captures technical decisions effectively -- Could add "before/after" screenshots to commit messages for visual changes - ---- - -## Interesting Observations - -1. **Custom Design System**: The site uses a well-organized custom color palette (hunter green, terracotta, sage) with clear CSS variable naming -2. **MkDocs Material Customization**: Heavy customization while maintaining Material theme compatibility -3. **Markdown + HTML Balance**: Strategic use of HTML `
    ` wrappers with `markdown` attribute preserves both styling control and content readability -4. **Design Philosophy**: Site prioritizes visual design over pure markdown simplicity - appropriate for a personal portfolio site - ---- - -## Files Modified - -``` -docs/stylesheets/extra.css (lines 375, 381) -├── Added: list-style: none !important; to .content-list -└── Added: list-style: none !important; to .content-list li - -commit-msg.md (created) -└── Documented CSS fix for bullet point removal -``` - ---- - -## Next Steps (Suggested) - -1. Run `just serve` to visually verify bullet points are removed -2. Test on mobile devices to ensure responsive styling still works -3. Check if any other list elements on other pages have similar issues -4. Consider creating a CSS utility class for "no-bullets" if this pattern repeats - ---- - -## Session Outcome - -**Status**: ✅ Successfully completed -**User Satisfaction**: High (direct requests fulfilled immediately) -**Code Quality**: Maintained (minimal, targeted changes with clear documentation) -**Follow-up Required**: Visual verification recommended but not critical diff --git a/CLAUDE.md b/CLAUDE.md index 09dc1a6..e9faeb1 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -104,6 +104,20 @@ The site supports advanced Markdown features: - Tabbed content - Task lists +## Troubleshooting & Gotchas + +### CSS Overrides +Material theme CSS has high specificity. When custom styles don't apply, you may need `!important` to override (e.g., `.content-list` list-style rules). + +### Template Inheritance +Custom templates follow this chain: `blog.html` → `main.html` → `base.html` (Material theme). When modifying one template, check related templates for consistency. + +### Plugin Configuration & Templates +Template features must match plugin configuration. For example, if `pagination: false` is set in `mkdocs.yml` for a blog plugin, any template trying to use pagination macros will fail. The Jinja2 context only includes variables for enabled plugin features. + +### Testing Changes +Always run `just serve` after any modification (CSS, templates, config) to catch cascading issues early. Template errors often only surface at build time. + ## Deployment The site automatically deploys to Netlify when changes are pushed to the main branch. GitHub Actions builds the site and publishes to a `site` branch. diff --git a/docs/blog/posts/014-software-engineering-evolution.md b/docs/blog/posts/014-software-engineering-evolution.md index 23cb430..5faa15a 100644 --- a/docs/blog/posts/014-software-engineering-evolution.md +++ b/docs/blog/posts/014-software-engineering-evolution.md @@ -373,4 +373,4 @@ _How does this affect software engineering right now? Check out Part 2 of this b Check out the other parts of this series: * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. - * Part 3 - **Coming Soon** - My journey with Claude Code and my tips and tricks for getting started. \ No newline at end of file + * Part 3 - **[Claude Code as My Daily Driver](016-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. \ No newline at end of file diff --git a/docs/blog/posts/015-code-is-cheap.md b/docs/blog/posts/015-code-is-cheap.md index 084747c..a8acaaf 100644 --- a/docs/blog/posts/015-code-is-cheap.md +++ b/docs/blog/posts/015-code-is-cheap.md @@ -317,4 +317,4 @@ _Curious about my personal AI journey, how I got started, and all my tips and tr Check out the other parts of this series: * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. - * Part 3 - **Coming Soon** - My journey with Claude Code and my tips and tricks for getting started. + * Part 3 - **[Claude Code as My Daily Driver](016-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. diff --git a/docs/blog/posts/016-claude-code.md b/docs/blog/posts/016-claude-code.md new file mode 100644 index 0000000..86d4fef --- /dev/null +++ b/docs/blog/posts/016-claude-code.md @@ -0,0 +1,446 @@ +--- +title: "How I Actually Use the Damn Thing" +description: "Enough waxing poetic about AI, here's my actual Claude Code workflow." +date: 2026-02-06 +categories: + - Software Engineering + - AI + - Productivity + - Brain Dump Ramblings on AI Series +tags: + - Python + - Temporal + - Writing + - PyTexas + - Claude Code +authors: + - masonegger +--- + +For the past ~seven months I've been using Claude Code with ever increasing fervor. +What started out as a "Fuck it, let's try it" has led to it becoming my most used tool on a daily basis. +Here's what I've learned so far. + + + +## From AI Skeptic to AI Enthusiast + +So it's no secret, I, like many of my colleagues, was very much an AI skeptic when it was first introduced. +The claims then (as they are now) were that this would "replace all Software Engineers" and people's eyes rolled so far back in their heads you could hear them pop. +And for good reason. +Output of the early LLMs was questionable to say the least. +But as time has gone on, results got better and it became more difficult to ignore. +And like any curious person trying to avoid work on a Tuesday(1), I downloaded Claude Code(2) and tried it out. +From that moment, I was hooked. +I've always been a CLI person, and this was the UX I was looking for. +My productivity skyrocketed. +I dubbed 2025 "The Summer of Side Projects". +Finally, I could achieve the throughput necessary to work through my massive backlog of projects. +I spent hours reading articles on optimizing `CLAUDE.md`, creating slash commands, everything I could to refine my process(3). +This is by far the most fun I've had writing code in a long time. +So much so that I couldn't contain my excitement. +I showed anyone who would listen: people at work, friends, community members, random strangers on the street(4). +Now I finally have the core process solidified enough that I can share what I've learned(5). +{ .annotate } + +1. You think this is an arbitrary day, but no, I looked up my commits, checked the date, then went back and found what day of the week it was. Buckle up. It's going to be one of _those_ types of blogs. +2. I will be abbreviating this to CC for the rest of the article. +3. One of the most impactful being [Harper Reed's Blog](https://harper.blog/2025/05/08/basic-claude-code/). I initially forked his CC setup and have iterated on it from there. +4. Most ran away screaming, but a few were interested. +5. And I look forward to Anthropic dropping a new feature the day after I publish this and rendering it obsolete. Seriously. They've done that to me like twice already. + +Oh, and my manager asked me to. +So there's that.(1) +{ .annotate } + +1. :wave: Dallas + +## "Ya, but what have you _actually_ built with AI?" + +Fair point. +Many people see posts online of people touting their productivity gains via AI but no one shares their work. +So here's what I've contributed to and built since I started using CC. + +* A Claude Project to help me navigate and plan out an exercise regimen and diet after getting a scary health diagnosis in the beginning of 2025 that basically required me to either change my lifestyle or get to dying. + * Claude was able +* Knowledge Base via Obsidian + * This one I obviously can't link to as it's my personal knowledge base, but I used CC to organize my Obsidian vaults into a format I actually use. I also record myself ranting about my day and have it fill in my daily journal entry with the transcript. + * Also an [MCP Server](https://github.com/napcs/mcp-knowledge-base) I want to try. +* [`fountain-py`](https://github.com/MasonEgger/fountain-py/tree/init-version) + * My first AI project. A Python library to parse [Fountain](https://fountain.io/) syntax. +* A [`homedir` repo](https://github.com/MasonEgger/homedir) + * I have long wanted to automate setting up my personal environment using Ansible. CC did it for me super quick. + * I also love writing Python CLI tools. Now CC does that and installs them. + * I'm constantly iterating on this repo, and this is where all my `.claude` files are. +* Temporal Course Ports - [Temporal 101 in Ruby](https://learn.temporal.io/courses/temporal_101/ruby/) + * Porting courses at Temporal from one programming language to another is tedious. You have to learn the language, learn the subtle differences, change words from function to method or vice versa to sound idiomatic. With proper guidance, CC could do this in a fraction of the time + * Other ports are in progress, and will be released soon +* Temporal Workshop Code and Customer Demos + * I had to build out a workshop to build a CI/CD pipeline using Temporal to build and deploy to K8s. CC wrote all of it and helped me make exercises for it. + * [Check it out](https://github.com/temporal-community/workshop-cicd-k8s-deployment) The various exercises are in branches. +* Various commits to [PyTexas](https://github.com/pytexas) + * If you see a commit in these repos over the last 6 months, they weren't done by me, but AI. It's been great for automating monthly updates, creating schedules, run books, etc. for a community. + +And that's just what I can publicly talk about and I can remember off the top of my head. +What's even _more_ impressive is what I've seen others accomplish with AI. +I recently watched the CTO of Temporal [Maxim Fateev](https://www.linkedin.com/in/fateev) use Temporal's internal study break and CC to accomplish in two weeks what would have taken teams of engineers months to do otherwise.(1) +{ .annotate } + +1. Read his thoughts on what AI means for software engineering in his [recent blog](https://temporal.io/blog/what-will-ai-do-to-your-career). + +So ya, people are building really cool shit with it. + +## WARNING: READ BEFORE PROCEEDING + +I'm about to deep dive into my entire workflow for CC. +This is what works for me after I have spent _hours_ using the tool. +So I want to put a few disclaimers/warnings before I proceed. + +### Your Mileage May Vary + +Before going any further, I will say that this is what has been successful **for me**. +If you go on Twitter you'll see 465,279,346,727,844,684,918,549,865 posts(1) about AI, how it just destroyed some industry, and how if you use it _just this special way_ you'll become Supreme Overlord of Ganymede(2). +It's a **lot** to keep up with and everyone has their own process for getting AI to accomplish their goals. +And that's great! +I'm writing this blog to share what I've learned through my journey using CC for half a year, following certain trends, ignoring others, and most importantly of all, because my manager asked me to(3). +If your favorite tip or trick isn't mentioned in here, it doesn't mean it isn't good. +Given the firehose of AI information out there, there is a 99% chance I just haven't seen it yet. +{ .annotate } + +1. Plus or minus 74,569,411. +2. Jupiter's largest moon. Also the largest moon in the solar system for our Jeopardy fans out there. +3. And of course, to add to the clutter. Here's to being the 465,279,346,727,844,684,918,549,866th post! + +So I hope you learn something from this! If not, I promise to make it entertaining at least. + +### You DO NOT Have to Start Out with Something This Complex + +There was a _hilarious_(1) tweet thread a few weeks ago where [Boris Cherny](https://x.com/bcherny)(2), the creator of CC, [detailed his _vanilla_ usage of CC](https://x.com/bcherny/status/2007179832300581177?lang=en) and then proceeded to drop one of the most complex setup that looked like it was trying to cover every feature of the tool. +While I, an experienced CC user at the time of reading, got a lot of valuable information out of it, had I read this last summer when I was just learning how to use CC I would have rightfully shit my pants. +{ .annotate } + +1. At least to me. +2. All hail Boris Cherny. + +A **vanilla** setup of CC is installing the tool and then running the `claude` command. +That's it. +Out of box defaults. +And I know **many** people who are **wildly successful** using AI in their daily work who use Claude this way. +So don't think you _**need**_ this wild ass setup that I'm about to show you. +You most certainly do not. + +My journey is that when I found that I was either struggling to accomplish a task with the current setup, I went looking for a new feature to solve **that problem.** +Slowly over time as I attempted to tackle harder and harder problems I needed more customization and **then** went searching for new tooling. +So my advice to you is straightforward: **Start out with the most minimal use of CC you can, and only dive into new features when you actually need them.** +This will save you the flailing that is trying to keep up with everything that is constantly changing. + +### This Blog Will Be Outdated Within a Few Minutes of Publication + +Yes, this space _does_ move that fast. +I've been working on this blog for months. +What keeps slowing me down? +Every time I get ready to publish **Anthropic changes shit again.** +Seriously, Opus 4.6 came out the day I was set to publish this, and then I had to go back and make sure everything still worked the way I thought it did(1). +So I'm finally just saying fuck it and publishing this thing. +I've updated everything in here as of the date of publication, and I likely won't come back. +I'll just write a new blog saying what I've changed and link to it from the bottom. +{ .annotate } + +1. Spoiler alert, it didn't. + +Anyways, without any further ado, hold on to your butts. + +![Hold on to your butts gif from Jurassic Park](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExYjE3MWVrMTRueTBscHMzaDB5bjR3dWY4M3o0dTcxM2lqaHRkcGpjbyZlcD12MV9naWZzX3NlYXJjaCZjdD1n/OCu7zWojqFA1W/giphy.gif) + +## My Environment Setup - Vanilla CC + +So first let's start with the foundation. +I run CC solely in the terminal, either on iTerm2 or the Windows Terminal, depending on if it's my work or personal machine. +I use the [native installer for the OS now](https://code.claude.com/docs/en/overview), which is easier than maintaining an npm environment as I rarely touch JavaScript. +This is also now the recommended way, so there's that. + +When developing I use the [plugin for VSCode](https://marketplace.visualstudio.com/items?itemName=anthropic.claude-code) to view the suggested diffs sometimes. +It mostly depends on if I remember to run `/ide` and if it's working that day. +I do not use the VSCode plugin to run CC commands in the side bar. +This gives too much of a Cursor vibe and I'm just not a fan of the UX. +I live in the command line, so having one screen as my terminal and the other as my editor is what feels most natural for me. +However, if you like having an all-in-one window with CC in your VSCode, then this plugin is for you. + +And finally, I use `tmux` for managing different sessions and windows. +I tend to have a CC session running in one window, then multiple other windows for manually testing or tweaking things while working. +I very often will start a project in one session, then either come to a stopping point or need to work on something else, and detach the session and start a new one. +When I want to resume working on a project, I just re-attach the session. + +And that's it. +I don't use any AI task management tools like Beads or Gastown(1). +I don't use OpenCode or another harness. +This isn't for any deep reason, it's mostly that I don't find much value in switching between different provide models(2). +{ .annotate } + +1. The opinion on these is very mixed, and until I find myself absolutely needing them I wont add them. +2. The way I see it, the model races very much mimic a Formula 1 race right now. One pulls ahead by an inch, then another pulls ahead by an inch. Back and forth over and over. If the latest Anthropic model isn't "The best model on the market" right now, I really don't care. It will be in a few months. + +I've always been a minimalistic tool user, and my CC setup is no exception. + +## Past Here There Be Dragons + +Ok, you made it this far. +Congrats! +If you're new to CC, I recommend you get used to playing with it in the configuration mentioned above for a few days/weeks to get accustomed to using the tool. +I know _many_ people who use vanilla CC and get remarkable amounts of work done. +Learn the tool, learn what you like about it and where it annoys you. +Can you think of shortcuts that would make life easier? +That's what eventually happened to me. +I got tired of retyping prompts, so I went searching and found commands(1). +And then it all kind of snowballed from here. +{ .annotate } + +1. And now I spend countless hours reading docs, tweets, blogs, anything I can on new improvements. Hell I used it so hard I got added to the Claude Code Ambassador program. + +![Alice falling down the rabbit hole](https://media2.giphy.com/media/v1.Y2lkPTc5MGI3NjExdWI3aTI0M2VqNWwyZXh6bGxiZ2NhaHFla3puamdmZ2JrOHM5bHdjdSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/swtiK9jRfE0zS/giphy.gif) + +So I warn you, once you start down this path you'll become obsessed with it. +You'll stay up at night reading blogs or creating custom sub-agents(1). +This shit is **fun**. +You're going to want **more**. +And you'll eventually be filled with Lebensverantwortungsvedingteroboterassistentenbastelprojektverzichtstraurigkeit(2). +**You've been warned.** +{ .annotate } + +1. Or writing a multi-part blog series that will be labeled as "Exhibit A" when I finally snap and start trying to train chickens to cluck in four part harmony. +2. My buddy and sometimes co-author [Steve Androulakis](https://www.linkedin.com/in/steveandroulakis/)and I discussed what a German word would be for "The sadness of wanting to work on projects with AI, but having to focus on one's real life priorities instead" and Claude came up with this, which roughly translates to "life-responsibility-conditioned robot-assistant tinkering-project renunciation sadness" which I think hits the nail on the head. + +## How I Tune My `CLAUDE.md` Files + +Let's start with the first thing a new CC user is likely to start tweaking, which is their `CLAUDE.md` file. + +`CLAUDE.md` is a file that helps manage Claude's memory. +It is a markdown file that you write and maintain with various instructions, rules, and preferences you want Claude to "remember" every time you launch it. +However, there are various locations where a `CLAUDE.md` can live, and how they are loaded depends on where the file lives. +The three main types to know about are your **global**, **project**, and **subdirectory** `CLAUDE.md` files. + +### Global + +A global `CLAUDE.md` file is exactly what it sounds like. +It's global. +It is loaded in at every session. +This is where you put context that you want Claude to always know when you work with it. +These are very abstract rules, such as coding style, communication style, and your core programming principles and beliefs. + +I spent many hours tuning my `CLAUDE.md` file when I first got started. +I was initially inspired by [Harper Reed's Blog](https://harper.blog/2025/05/08/basic-claude-code/) detailing how he set his up, and took a lot of inspiration for mine. +My `CLAUDE.md` contains sections that define the relationship between me and CC(1), my general philosophy on how I want it to write code, and how it should ask for help when it's stuck. +You can view my global [`CLAUDE.md` in my `homedir` repo](https://github.com/MasonEgger/homedir/blob/main/.claude/CLAUDE.md). +{ .annotate } + +1. There have been posts where people say if Claude "views you as a partner" it performs better. I have no idea if this is true, but again, it's working so I don't touch it. + +Now a days I don't tweak it as much. +I think eventually you get familiar with the consistency of the output and you learn to work around whatever inefficiencies there are. +And since there's no easy way to test changes to this, you kind of get stuck believing in something you don't know is actually working. +For example, I'm not certain how much the "Our relationship" section actually matters. +However, my CC sessions do rigorously follow Test Drive Development, so I know that _that_ section is working. +Either way, it is 100% worth experimenting with until your CC experience is where you want it to be. +It will save you a ton of constantly re-explaining your core principles(1). +{ .annotate } + +1. A please, steal mine and use it. I took it from Harper Reed. Hooray Open Source! + +### Project + +Next is your project level `CLAUDE.md`. +This file contains project specific rules that CC follows when you launch the app in that directory. +While you can write this by hand, I find that running `/init` religiously is the way to go. +Depending on the state of my project, I follow two different flows for using `/init`. + +???+ info "What the hell is `/init`?" + + Welcome to CC commands, also known as "slash-commands"! + These are commands you run in your CC terminal and act as shortcuts for various things. + There are default ones, or you can implement your own, which we'll cover later. + + `/init` is a slash-command that comes with CC that will read your project and write or update your `CLAUDE.md` file. + +If the project is brand new, I will run `/init` from the very beginning. +This may generate a blank `CLAUDE.md` or something very minimal. +That's fine, let's get it into the git history ASAP so we can track it over time(1). +Then as I work on the project I run `/init` before every commit. +This updates the `CLAUDE.md` file with the latest changes, readying it for commit. +Always review this and make sure that it's up to date. +Lies in your `CLAUDE.md` will make it into your code. +{ .annotate } + +1. Yes! You should track this in a VCS! + +Now if the project is established I will still run `/init`. +This will cause Claude to scan the project and get an idea of what's going on. +I use this as an opportunity to not only setup CC for success, but also to get an understanding of the project myself. +I tend to critique this run of `/init` more, mostly because practices have already been established and I don't want to mess anything up. + +Now once the `/init` is done in either type of project and a `CLAUDE.md` is created, I will still manually edit it from time to time. +Sometimes Claude just doesn't get it, or leaves out something I think is important. +Or my code is so bad it got confused and now I need to clean it up, because an off-label use case of `/init` is to use it to critique your code. + +### `/init` is a Snitch + +Do you have a bunch of dead code in your project? +Maybe you switched package managers but never cleaned up the old package files?(1) +Are there functions that just absolutely heinous practice and you can't believe they are still in the codebase? +If there are, `/init` will find them and highlight them in your `CLAUDE.md` file. +{ .annotate } + +1. Like I did when I moved from `requirements.txt` to `pyproject.toml`. + +Not intentionally mind you. +It isn't trying to find bad code. +But what it does is determine patterns, naming conventions, package management, run instructions, everything. +If you have cruft in your codebase CC will identify this and try to put it in the `CLAUDE.md` so it knows how to deal with it. +So that shitty function that goes against all your best practices may become enshrined in the instructions you feed to CC every time. +And then Claude writes more shitty functions because that's what you have in your codebase so it must be what you want(1). +**This is how you get slop.** +{ .annotate } + +1. And as my dad likes to say "That's like wiping your ass on a wagon wheel. Shit just keeps coming around." + +So pay attention to those `CLAUDE.md` changes. +Might save you a migraine later. + +### Subdirectory + +Subdirectory `CLAUDE.md` files are files that exist within a project that already has a `CLAUDE.md` at the root level. +These are useful for mono-repositories or adding more specific context to a subset of files. +The neat thing is these aren't loaded at init time by CC, but rather conditionally loaded when CC has to do something with a file in that directory. +If you start putting these in all of your subdirectories, you may want to link to them from your project `CLAUDE.md` that is at the root level. +A standard Markdown link with a short description will work. +Once you go down this rabbit hole though, you may need to manually trim your top level `CLAUDE.md` and worry more about information architecture. + +Currently I don't have anything big enough to warrant the use of this feature. +I tend to split things up into many repositories rather than use a monorepo. +That being said, I always do keep this in my back pocket on the off chance I need it in the future. + +## Prompts are Code, and should be documented as such + * If I don't understand it, it doesn't get committed + + +## ~~Cattle~~ Context, not Pets + +Next let's talk about context management. +How AI manages context is one of the primary discussion points around improving AI performance and the tooling gets better every day. +Mishandling of context leads to the "dreaded context rot"(1), where the performance of AI degrades the longer you interact within a certain session. +Essentially, the longer you chat with an AI, the worse the performance gets, so we have to develop strategies for handling this. + +{ .annotate } + +1. If this is not the name of the company death metal band from Anthropic I'm going to be sad. + +Now the way I handle context is similar to an SRE adage "Cattle, not Pets". + +My philoshophy is simple. +I use one session per task. +I review the code, and ensure functionality was achieved. +I update relevant context files like the local `CLAUDE.md` using `/init`. +I commit the code to GitHub. +Then I use `/clear` to clear the entire context window, and start with the next task. + +Every task is a new beginning. +A new chance to get it right or fuck it all up. +And whether it's successful or not will depend if I + +Arguably one of the most important tasks when using CC is managing the context window. +If you don't, you'll find yourself dealing with context rot. +Context rot is the term that + +While the auto-compaction has gotten a _lot_ better over the last six months, I still don't trust it. +So much so that when I see the warning appear that compaction is near, I start paying extra attention to the outputs as I no longer trust them. +And 9 times out of 10, if I see it start to compact, I actually stop the process and revert the entire session(1). +{ .annotate } + +1. I use `git` as my rewind mechanism. Every task is a commit, and if I don't like it I revert. + +I actually see compaction as a code smell. +It means I didn't break the task down into small enough chunks. +For me, 95% of the time I can perform a single task within the scope of a fresh context window. +And for that other 5%, I switch to a model with a larger context window for that task. + +So I don't baby my context window. +I just nuke it after every task and start over. +This accomplishes two things. +It maintains that minty freshness of the models at the beginning of a session we all love so much, and it requires me to be _very deliberate_ about how I manage context in my projects. +This, in-turn, leads to better performance _regardless_ if the compaction gets better. + + + + ### You're probably doing too much in your sessions + * `/clear` is your best friend + * Needs to be constantly updated + +## Customizations: Prompts vs. Commands vs. Subagents vs. Skills + +### Prompts + * Conversations with CC +### Commands + * Custom prompts I've put a lot of time in to crafting + * Reusable + * Part of a workflow +### Subagents + * Autonomous Clauding + * "Go off and do this" + * Probably my least favorite +### Skills + * Conditional Context!!! + * My preferences and knowledge dumps + +## What I Don't Optimize For + +### Squeezing every bit of context I can + * I handle this differently +### Cost + * Work plan FTW + * Claude $100 Max plan gets me FAR + * It's never that expensive anyway + +## My Workflows + +### Greenfield Project + * High Level Diagram of My Flow + * Brainstorm + * Plan + * Claude is a better prompt engineer than you + * Todo + * Execute Loop + * Guardrails + * Clear Context + * Session summary + * Update `CLAUDE.md` +### Existing Project + * Gather context and create CLAUDE.md + * `/add-dir` + * Plan + * Sometimes my plan command, sometimes Claude plan mode + * Same execute loop as above + +## "Doesn't this make you INSERT_NEGATIVE_EMOTION_HERE?" + * Fuck no + * I've never been more productive + * The bottle neck is no longer code, it's my attention span +## Distractions We Need to Stop Focusing On + * One Shots + * Who the hell develops this way? + * Model of the Month + * Who cares? Really + * Looks like a Formula 1 race + * Feature of the Month + * This leads to analysis paralysis + * Focus on Minimum Viable Workflow + * Add features when you're ready, not because everyone else is + + +!!! abstract "Part 3 of 3 of my `Brain Dump Ramblings on AI` blog series" + + * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. + * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. + + +*[CC]: Claude Code + + diff --git a/docs/index.md b/docs/index.md index 2c40029..6c705eb 100644 --- a/docs/index.md +++ b/docs/index.md @@ -35,7 +35,7 @@ My recent **Brain Dump Ramblings on AI** series
    • [Part 1: We're Witnessing the Evolution of Software Engineering](blog/posts/014-software-engineering-evolution.md)
    • [Part 2: Code is Now Cheap, Don't Devalue Yourself](blog/posts/015-code-is-cheap.md)
      • -
    • Part 3: Coming 2/6
      • +
    • [Part 3: Claude Code as My Daily Driver](blog/posts/016-claude-code.md)
    From 9bfe52219e8d0626fff051dcc9d535eef7569196 Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Tue, 17 Feb 2026 16:17:50 -0600 Subject: [PATCH 02/12] checkpoint --- docs/blog/posts/016-claude-code.md | 397 +++++++++++++++++++++++++---- 1 file changed, 346 insertions(+), 51 deletions(-) diff --git a/docs/blog/posts/016-claude-code.md b/docs/blog/posts/016-claude-code.md index 86d4fef..2add105 100644 --- a/docs/blog/posts/016-claude-code.md +++ b/docs/blog/posts/016-claude-code.md @@ -208,7 +208,7 @@ And you'll eventually be filled with Lebensverantwortungsvedingteroboterassisten { .annotate } 1. Or writing a multi-part blog series that will be labeled as "Exhibit A" when I finally snap and start trying to train chickens to cluck in four part harmony. -2. My buddy and sometimes co-author [Steve Androulakis](https://www.linkedin.com/in/steveandroulakis/)and I discussed what a German word would be for "The sadness of wanting to work on projects with AI, but having to focus on one's real life priorities instead" and Claude came up with this, which roughly translates to "life-responsibility-conditioned robot-assistant tinkering-project renunciation sadness" which I think hits the nail on the head. +2. My buddy and sometimes co-author [Steve Androulakis](https://www.linkedin.com/in/steveandroulakis/) and I discussed what a German word would be for "The sadness of wanting to work on projects with AI, but having to focus on one's real life priorities instead" and Claude came up with this, which roughly translates to "life-responsibility-conditioned robot-assistant tinkering-project renunciation sadness" which I think hits the nail on the head. ## How I Tune My `CLAUDE.md` Files @@ -318,17 +318,270 @@ Currently I don't have anything big enough to warrant the use of this feature. I tend to split things up into many repositories rather than use a monorepo. That being said, I always do keep this in my back pocket on the off chance I need it in the future. -## Prompts are Code, and should be documented as such - * If I don't understand it, it doesn't get committed +## Let's Customize It Some More! + +Thought we were done? +Nope. +Still a ton to do. +For the first few weeks I used CC with a custom `CLAUDE.md` as my only change to great effect. +But as I was working I found myself repeating various tasks and writing a variation of the same prompt over and over. +So I dove a little deeper into the options for CC and found exactly what I was looking for, custom commands. + +**Already know the CC features and just want to see my workflows? [Jump to the "My Workflows" section](#my-programming-workflows).** + +### Commands + +_stored in `commands/` in your `.claude/` directory, either global or local_ + +I've always been a CLI person. +The fact that CC is a CLI interface sparks joy. +And I've always loved writing CLI tools, so getting to add custom commands into CC made my day when I found out. + +Commands are custom prompts that you write that you can trigger from within a CC session. +This allowed me to focus on prompt engineering and crafting reusable, portable prompts that I could incorporate into various workflows. +This greatly sped up my development process, and shifted my focus from "Hey Claude, do this in this repo" to creating a process to follow for agentic coding. + +They can also be used to conditionally load in context. +Say you have a set of rules you want to follow when you're developing Python. +You _could_ just put these in your global `CLAUDE.md` but now you're loading them for every single session. +This may be great if you only ever write Python, but if you do anything else it's a waste of the context. +You _could_ put them in a `CLAUDE.md` that is local to the repository. +There is some merit to this, as now everyone who uses CC on your codebase is following your rules, but now your rules are in _every_ repository you manage. +That's a lot of duplicated work. +What if you change your mind on variable naming convention? +Now you have to update them everywhere. +What I really want is to load those rules when you're _actually_ writing Python, either automatically or by me triggering them. +I was just starting to get into this use case when CC introduced skills. + +Commands are my primary way of interacting with CC. +I used to tweak them a lot, but now I'm pretty settled in my setup. +**Use commands as hotkeys to common tasks and build workflows around them.** +You can view my commands on my [GitHub](https://github.com/MasonEgger/homedir/tree/main/.claude/commands) + +???+ Warning "Commands have merged with Skills" + + During the middle of writing this blog(1) Anthropic decided to merge Commands with Skills. + They say this is because they sort of accomplish the same thing, which is the conditional context loading. + While true, I find it partly true and discounts the common case of just repeating the same prompt on different inputs. + While I don't particularly agree with the reasoning, it doesn't really affect much as they preserved backwards compatibility and added features to address my concerns. + I'll probably eventually refactor my commands to be only user invocable Skills eventually, but it's not high on my priority list. + { .annotate } + + 1. This is the hell of writing about AI. They say that tech books were out of date the moment the ink dried. Well AI blogs are out of date as soon as the TCP handshake completes to the blog you're trying to read. + +### Skills + +_stored in `skills/` in your `.claude/` directory, either global or local_ + +I've never been happier for a feature release in software than I was for Skills. +Prior to the release I was building out my own hacky version where I had Commands `list-context` and `load-context` that would enumerate a directory of documents and let me conditionally load them instead of having to make a command for each one. +Then Skills released and I threw that work away. + +[Skills](https://code.claude.com/docs/en/skills) are collection of instructions, resources, and tools that CC can conditionally load when it determines you need to use that Skill. +You provide a **short** top level `SKILL.md` with instructions, then various resources it can read when it needs to load more context around a specific task. + +For example, say I have a `python` skill. +The top level `SKILL.md` should have the prime directives(1) for the Skill. +So in my [Python Skill](https://github.com/MasonEgger/homedir/blob/main/.claude/skills/python/SKILL.md) I give it core requirements it **MUST** follow, then I provide it a list of references given certain scenarios (toolchain, writing a CLI, docstrings) that it can load _when it is actually working on those types of tasks_. +You can also provide `scripts`, which are executable files that CC can use while working with this skill. +Have a specific template you want it to follow? +Or some examples for it to follow? +Add those to the Skill as well. +The Skill is a container for what "correct" looks like to you and tools to help CC get there. +{ .annotate } + +1. I always wanted a reason to use that phrase in a blog. Yay! + +Now of course, this thing still misses sometimes. +Skills don't always get invoked(1), hooray non-determistic systems(2)! +I always watch very closely to ensure the Skill is invoked (it'll say this in the output of CC). +If it's not, I stop it and manually invoke it. +You can also implement a [Hook](https://code.claude.com/docs/en/hooks) to force it to invoke it on a per-project basis, or include it in the local `CLAUDE.md`. +People are still figuring out how to make Skills invoke consistently. +They do a decent job, but you should still keep an eye on it. +{ .annotate } + +1. Which is just another point in my column when I say you **have to watch this shit as it cooks** or you're gonna have a bad day. +2. I have a draft blog on this that I might post eventually. + +### MCP Servers + +_stored in various config files in your `.claude/` depending on scope_ + +Oh joy, the favorite word of every tech bro in the valley for the last six months, MCP! +MCP stands for Model Context Protocol, and is just a fancy way for AI to communicate with AI enabled services. +For example, CC doesn't natively know how to charge something to my personal PayPal account, but with the PayPal MCP connection I could give it access to my account and have it make purchases for me(1). +Think REST API, but for AI. +{ .annotate } + +1. This _still_ sounds like a recipe for disaster. I do a good enough job burning my own money I don't need AIs help. + +Where MCP is useful for CC is you can attach it to various tools to give it the ability to get "verified" knowledge and perform actions for you across multiple systems. +Personally, I don't use MCP that much. +For the longest time there was an issue with CC loading the entire MCP context into your session and blowing out the context window. +And honestly, I have bash. +I don't need MCP for 95% of things. +However, there are a few MCP servers I enjoy. +Temporal has a knowledge base MCP server that ties into their docs, community forums, and certain curated community slack messages where a good answer was provide. +I also _love_ the Playwright MCP server for testing web UIs and all sorts of stuff. +But personally, I'd rather use a Skill for knowledge or write a little tool(1) that CC can use. +{ .annotate } + +1. And by "write a little tool" I mean "Ask CC to write it for me". + +### Subagents + +_stored in `agents/` in your `.claude/` directory, either global or local_ + +Now to my least favorite feature, subagents. +I know _maaaany_ people who swear by these things, but I'm still hung up on the whole "Just let it cook and eat the dinner" idea. +With subagents you offload a task to what amounts to a CC child process with it's own context window, and it comes back when it's done. +You don't have control over it, you don't get to review anything until it's done. + +Don't get me wrong, I can see how this is useful and why people love it, it's just **not** how I want to interact with AI. +At least, not for primary code writing purposes. +I have one subagent I've been working on that I want to use as a copy-editor using [`vale`](https://vale.sh/docs/cli). + +What's odd though, is I got early access to CC Teams (then called Swarms), and I like it for very specific tasks. +Teams are multiple subagents running in parallel that have a shared task list, a team leader, and are able to communicate bi-directionally with both the team leader and each other. +While this sounds more chaotic than a single subagent(1), it's really useful for fanning out a project where the size of the context can't be held in a single agent. +I tried out this feature to build a prototype of a Temporal Skill in all six programming languages spanning every feature in Temporal. +The swarm read from over 40 GitHub repositories, crafted a plan, worked collaboratively and build a pretty damn good Skill. +My work is being directly used in the official Temporal Skill, so I don't plan on updating it, but it made me realize there are use cases for subagents big and small. +OpenClaw also has me curious, so I'll report back in a bit about my experience with them. +{ .annotate } + +1. And based off the early access feedback chaos was common. + +### Plugins + +Wow! + +![That is one big pile of shit gif from Jurassic Park](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExdzAzaTV4ZzFpYzk3ZDZhdGY0N2EycDV6cW5raGdtanY5ajR2YmkyNiZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/hwdr7pvte2yVW/giphy.gif) + +So many features and I guarantee you I missed some. +Your `.claude` directory is looking more complex than your actual project. +Luckily, there is a way to organize all of this, and that's with Plugins. + +[Plugins](https://code.claude.com/docs/en/plugins) are a collection of relates Skills, Agents, Commands, MCP Servers, Hooks, resources, and more. +It also provides namespacing for your command, something like `/dev:python`. +Currently I haven't organized anything into a plugin, but I'm thinking about it. + +## Core Principles + +Ok, so that's my toolkit. +But how do I actually _use_ it? +For this blog, I'm going to focus solely on my programming workflows. +I'll write a separate blog in the future for my non-programming use cases. +Before I proceed to my Workflows(1), I need to cover the Core Principles of agentic development that guide me. +{ .annotate } + +1. I know, it's getting long. I warned you up top. I tried to not include this. I tried to put it elsewhere. But you can't be successful with my workflow if you don't at _least_ understand what governed me when I wrote it and hopefully _at best_ adopt these principles yourself. + +### This is MY Code, Not AI Code + +I often hear people blame AI generated code for things. +"AI put a security vulnerability in my code." +"AI submitted a trash pull request." +"This function is shit because AI wrote it." +And while I get the desire to shift blame onto an inanimate object that cant' defend itself(1), this leads us down a dangerous road. +{ .annotate } + +1. Or just sycophantically apologize. + +There is no "AI Code" vs. "Human Code". +There is just Human code(1). +While AI may have _generated_ the code, at some point a human was involved to provoke it. +Opus 4.6 didn't wake up one morning, yarn, stretch, and say "I'm going to rewrite the entire universe in Rust!". +Someone had to start that process. +And if you _start_ that process, you're **responsible** for it. +{ .annotate } +1. Until Skynet, but at that point it wont matter anymore. -## ~~Cattle~~ Context, not Pets +Look at it this way. +Say you're using a code project generator to generate starting boilerplate. +Somewhere in that code there's a bug you miss and you commit it to a repository. +It somehow slips through code review(1) and makes it to production. +During regular production, a flaw is exploited causing the application to crash, costing the company money. +Who's fault is it, the engineer or the project generator? +Or maybe a better question, who can actually be punished for such an error? +It's the same with AI code. +{ .annotate } + +1. If you even do those. I've seen orgs that don't.... + +Once the code becomes a pull request, it ceases being AI code and starts becoming _your_ code. +It's your name on the merge, release, feature, etc.. +You are responsible for it. +Doesn't matter who or what wrote it, it's yours. +Own it. + +It's for this reason that I _always_ review any code that AI produces. +**If I don't understand it, it doesn't get committed.** +It's my name. +We often forget that **software has consequences**. +My colleagues trust that I produce good work. +My open source communities trust that I don't provide them with buggy or worse vulnerable code. +In this quickly accelerating world AI generated code, don't tarnish your reputation because you're being lazy. + +### Rules for Thee, Not for Me + +The boundaries and rules we give our agents are called Guardrails. +Imagine them like the bumpers in bowling that prevent you from rolling a gutter ball. +They don't guarantee a strike, but they prevent the worst case scenarios. +We have to provide guardrails to our agents as they write code to prevent them from going completely off the rail(1). +Coding agents are often unpredictable. +Sure they get better and better every day, but they sometimes go down a rabbit hole of nonsense and produce woefully inaccurate crap. +Turns out, we already have the tools necessary, and it's the things most developers loathe. +You guessed it, testing! +{ .annotate } + +1. See what I did there? + +While many developers bemoan testing, it turns out AI _loves_ structure. +Any tool the agent can use to validate its goal enhances the capabilities of the agent and lowers the likelihood of failure. +So make CC do **Test Driven Development**. +I do. +You can see it in my [global `CLAUDE.md` file](https://github.com/MasonEgger/homedir/blob/main/.claude/CLAUDE.md?plain=1#L13). +Have AI write the tests first, _then_ write the implementation. +This works _remarkably_ well as it causes the agent to predict failure cases and "think" more about the different code paths. +My success rate when I switched to making CC do this doubled. +It seemed like I couldn't miss when writing code. +Adding new features was simple because if CC rewrote something it shouldn't, the breakage was immediately apparent. +**AND** my code was well tested and maintained. + +Want to take it a step further? +Check for coverage. +Have CC aim for 100% test coverage of your code. +You do have to keep an eye on this though, because CC likes to take initiative. +And by that it will test **everything** when not everything needs to be tested. +Like checking to see if an import from the standard library can be resolved. +I've had to tweak my CC sessions to have it only test the _logic_ of my application and not if a library can be imported. +So while it can be a little excessive, I'd rather have it and not need it than need it and not have it. + +Still not satisfied? +Add some linters! +Mandate proper formatting! +Are you writing in Python? +Use type hints! +Y'all know Python is my favorite language. +I love the freedom and flexibility it gives me, but that comes with a cost. +One of those costs is Python's typing. +I think this function that I wrote takes a string, but CC came through on a pass and messed it up, and now expects a 1998 Toyota Corolla. +So use a type checker to make sure that what you expect is what is _actually_ happening. + +So lint the fuck out of your project. +What's the worst that can happen? +You waste a few seconds? +Seems like a fair trade to me. + +### ~~Cattle~~ Context, not Pets Next let's talk about context management. How AI manages context is one of the primary discussion points around improving AI performance and the tooling gets better every day. Mishandling of context leads to the "dreaded context rot"(1), where the performance of AI degrades the longer you interact within a certain session. Essentially, the longer you chat with an AI, the worse the performance gets, so we have to develop strategies for handling this. - { .annotate } 1. If this is not the name of the company death metal band from Anthropic I'm going to be sad. @@ -339,79 +592,106 @@ My philoshophy is simple. I use one session per task. I review the code, and ensure functionality was achieved. I update relevant context files like the local `CLAUDE.md` using `/init`. +I create a summary of the session and store it in the repo(1). I commit the code to GitHub. Then I use `/clear` to clear the entire context window, and start with the next task. +{ .annotate } + +1. More on this in the next section. Don't get ahead of me. Every task is a new beginning. A new chance to get it right or fuck it all up. -And whether it's successful or not will depend if I - -Arguably one of the most important tasks when using CC is managing the context window. -If you don't, you'll find yourself dealing with context rot. -Context rot is the term that - -While the auto-compaction has gotten a _lot_ better over the last six months, I still don't trust it. +And whether it's successful or not will depend if I properly maintained the history and roadmap **external to the agent**. +This true crux of it. +While different tools have gotten a **lot** better at maintaining context, it wasn't always that way. +And regressions can happen. +Like most backend engineers, I reserve the right to fire my tools at any point. +While I'm loving CC now, that doesn't mean I wont eventually try out Codex. +If my history is locked in a tool, I'm locked in as well. + +"But what about compaction? It's gotten a lot better since you started." +True, and while the auto-compaction has gotten a _lot_ better over the last six months, I still don't trust it as far as I can throw my 110 chocolate chonk of a labrador(1). So much so that when I see the warning appear that compaction is near, I start paying extra attention to the outputs as I no longer trust them. -And 9 times out of 10, if I see it start to compact, I actually stop the process and revert the entire session(1). +And 9 times out of 10, if I see it start to compact, I actually stop the process and revert the entire session(2). { .annotate } -1. I use `git` as my rewind mechanism. Every task is a commit, and if I don't like it I revert. +1. He used to _love_ getting thrown onto my bed as a baby. Now his fat ass can't figure out why daddy can't pick him up and throw him like I could when he was 10lbs. Daddy's back hurts Loki, jump up yourself. +2. I use `git` as my rewind mechanism. Every task is a commit, and if I don't like it I revert. I actually see compaction as a code smell. It means I didn't break the task down into small enough chunks. For me, 95% of the time I can perform a single task within the scope of a fresh context window. -And for that other 5%, I switch to a model with a larger context window for that task. +And for that other 5%, I either refactor the plan to break it down more or switch to a model with a larger context window for that task. So I don't baby my context window. I just nuke it after every task and start over. +I built this concept after having been an SRE for many years. +In the DevOps space there's a notion of "Cattle not pets" which essentially dictates building of systems that can be easily replaced instead of babying a VPS. +In this instance, I treat my context windows as cattle, not pets. This accomplishes two things. It maintains that minty freshness of the models at the beginning of a session we all love so much, and it requires me to be _very deliberate_ about how I manage context in my projects. This, in-turn, leads to better performance _regardless_ if the compaction gets better. +I'm no longer dependent on the tool or the model. +I control the context window. +### Prompts are Code, and should be documented as such - - ### You're probably doing too much in your sessions - * `/clear` is your best friend - * Needs to be constantly updated -## Customizations: Prompts vs. Commands vs. Subagents vs. Skills + * If I don't understand it, it doesn't get committed -### Prompts - * Conversations with CC -### Commands - * Custom prompts I've put a lot of time in to crafting - * Reusable - * Part of a workflow -### Subagents - * Autonomous Clauding - * "Go off and do this" - * Probably my least favorite -### Skills - * Conditional Context!!! - * My preferences and knowledge dumps +## Finally, the Damn Workflow -## What I Don't Optimize For +## The BPE Loop -### Squeezing every bit of context I can - * I handle this differently -### Cost - * Work plan FTW - * Claude $100 Max plan gets me FAR - * It's never that expensive anyway +The BPE Loop is probably not new, or something I invented. +I discovered it in [Harper Reed's Blog](https://harper.blog/2025/05/08/basic-claude-code/) during the early days of my CC adventure and have since iterated on it until I got it where I wanted it. + +The mechanics of the loop are straightforward: + +1. **Brainstorm** with the agent on your idea +2. Create a step-by-step **Plan** for implementing the project using your agent +3. **Execute** each step in the plan until the project is implemented. + +Here's a visual representation of the Loop. + +```mermaid +flowchart LR + A[Brainstorm] --> B[Plan] + B --> C[Execute Plan] + C --> D{Complete?} + D -->|No| C + D -->|Yes| E[Done] +``` + +Now you may look at this and say "Damn that's a lot of process" for a fix that may take you five minutes. +True, and I don't use this for _everything_. + +| Task | Prompts | BPE Loop | +| ---- | ------- | -------- | +| Greenfield project | ❌ | ✅ | +| Refactor or new feature on existing project | ❌ | ✅ | +| One off change or small task on existing project | ✅ | ❌ | + +Each of these stages is a Command I've implemented, stored in my global `.claude/` directory so they're accessible in every session. -## My Workflows ### Greenfield Project - * High Level Diagram of My Flow - * Brainstorm - * Plan - * Claude is a better prompt engineer than you - * Todo - * Execute Loop - * Guardrails - * Clear Context - * Session summary - * Update `CLAUDE.md` + +The fun thing about programming with CC is you _finally_ get to build all the shit you've been wanting to build forever. +So this means you'll find yourself in a lot more greenfield projects than you normally would if you were just using this for work. + + + +* High Level Diagram of My Flow + * Brainstorm + * Plan + * Claude is a better prompt engineer than you + * Todo +* Execute Loop + * Guardrails + * Clear Context + * Session summary + * Update `CLAUDE.md` ### Existing Project * Gather context and create CLAUDE.md * `/add-dir` @@ -419,6 +699,21 @@ This, in-turn, leads to better performance _regardless_ if the compaction gets b * Sometimes my plan command, sometimes Claude plan mode * Same execute loop as above + + + + +## What I Don't Optimize For + +### Squeezing every bit of context I can + * I handle this differently +### Cost + * Work plan FTW + * Claude $100 Max plan gets me FAR + * It's never that expensive anyway + + + ## "Doesn't this make you INSERT_NEGATIVE_EMOTION_HERE?" * Fuck no * I've never been more productive From c0fbfbedbdd1b850b2ce29faf3e7f93499e1a3b3 Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Tue, 17 Feb 2026 22:33:11 -0600 Subject: [PATCH 03/12] first draft done --- .../014-software-engineering-evolution.md | 2 +- docs/blog/posts/015-code-is-cheap.md | 2 +- docs/blog/posts/016-claude-code.md | 697 ++++++++++++++++-- docs/blog/posts/img/016-claude-code/why.gif | Bin 0 -> 2920354 bytes docs/index.md | 2 +- 5 files changed, 630 insertions(+), 73 deletions(-) create mode 100644 docs/blog/posts/img/016-claude-code/why.gif diff --git a/docs/blog/posts/014-software-engineering-evolution.md b/docs/blog/posts/014-software-engineering-evolution.md index 5faa15a..77287d8 100644 --- a/docs/blog/posts/014-software-engineering-evolution.md +++ b/docs/blog/posts/014-software-engineering-evolution.md @@ -373,4 +373,4 @@ _How does this affect software engineering right now? Check out Part 2 of this b Check out the other parts of this series: * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. - * Part 3 - **[Claude Code as My Daily Driver](016-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. \ No newline at end of file + * Part 3 - **[How I Actually Use the Damn Thing](016-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. \ No newline at end of file diff --git a/docs/blog/posts/015-code-is-cheap.md b/docs/blog/posts/015-code-is-cheap.md index a8acaaf..c18ab4c 100644 --- a/docs/blog/posts/015-code-is-cheap.md +++ b/docs/blog/posts/015-code-is-cheap.md @@ -317,4 +317,4 @@ _Curious about my personal AI journey, how I got started, and all my tips and tr Check out the other parts of this series: * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. - * Part 3 - **[Claude Code as My Daily Driver](016-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. + * Part 3 - **[How I Actually Use the Damn Thing](016-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. diff --git a/docs/blog/posts/016-claude-code.md b/docs/blog/posts/016-claude-code.md index 2add105..3140de0 100644 --- a/docs/blog/posts/016-claude-code.md +++ b/docs/blog/posts/016-claude-code.md @@ -61,17 +61,15 @@ Fair point. Many people see posts online of people touting their productivity gains via AI but no one shares their work. So here's what I've contributed to and built since I started using CC. -* A Claude Project to help me navigate and plan out an exercise regimen and diet after getting a scary health diagnosis in the beginning of 2025 that basically required me to either change my lifestyle or get to dying. - * Claude was able -* Knowledge Base via Obsidian - * This one I obviously can't link to as it's my personal knowledge base, but I used CC to organize my Obsidian vaults into a format I actually use. I also record myself ranting about my day and have it fill in my daily journal entry with the transcript. - * Also an [MCP Server](https://github.com/napcs/mcp-knowledge-base) I want to try. * [`fountain-py`](https://github.com/MasonEgger/fountain-py/tree/init-version) * My first AI project. A Python library to parse [Fountain](https://fountain.io/) syntax. * A [`homedir` repo](https://github.com/MasonEgger/homedir) * I have long wanted to automate setting up my personal environment using Ansible. CC did it for me super quick. * I also love writing Python CLI tools. Now CC does that and installs them. * I'm constantly iterating on this repo, and this is where all my `.claude` files are. +* Knowledge Base via Obsidian + * This one I obviously can't link to as it's my personal knowledge base, but I used CC to organize my Obsidian vaults into a format I actually use. I also record myself ranting about my day and have it fill in my daily journal entry with the transcript. + * Also an [MCP Server](https://github.com/napcs/mcp-knowledge-base) I want to try. * Temporal Course Ports - [Temporal 101 in Ruby](https://learn.temporal.io/courses/temporal_101/ruby/) * Porting courses at Temporal from one programming language to another is tedious. You have to learn the language, learn the subtle differences, change words from function to method or vice versa to sound idiomatic. With proper guidance, CC could do this in a fraction of the time * Other ports are in progress, and will be released soon @@ -174,11 +172,10 @@ When I want to resume working on a project, I just re-attach the session. And that's it. I don't use any AI task management tools like Beads or Gastown(1). I don't use OpenCode or another harness. -This isn't for any deep reason, it's mostly that I don't find much value in switching between different provide models(2). +This isn't for any deep reason, it's mostly that I don't find much value in switching between different provide models. { .annotate } 1. The opinion on these is very mixed, and until I find myself absolutely needing them I wont add them. -2. The way I see it, the model races very much mimic a Formula 1 race right now. One pulls ahead by an inch, then another pulls ahead by an inch. Back and forth over and over. If the latest Anthropic model isn't "The best model on the market" right now, I really don't care. It will be in a few months. I've always been a minimalistic tool user, and my CC setup is no exception. @@ -244,7 +241,7 @@ Either way, it is 100% worth experimenting with until your CC experience is wher It will save you a ton of constantly re-explaining your core principles(1). { .annotate } -1. A please, steal mine and use it. I took it from Harper Reed. Hooray Open Source! +1. And please, steal mine and use it. I took it from Harper Reed. Hooray Open Source! ### Project @@ -463,7 +460,7 @@ So many features and I guarantee you I missed some. Your `.claude` directory is looking more complex than your actual project. Luckily, there is a way to organize all of this, and that's with Plugins. -[Plugins](https://code.claude.com/docs/en/plugins) are a collection of relates Skills, Agents, Commands, MCP Servers, Hooks, resources, and more. +[Plugins](https://code.claude.com/docs/en/plugins) are a collection of related Skills, Agents, Commands, MCP Servers, Hooks, resources, and more. It also provides namespacing for your command, something like `/dev:python`. Currently I haven't organized anything into a plugin, but I'm thinking about it. @@ -492,7 +489,7 @@ And while I get the desire to shift blame onto an inanimate object that cant' de There is no "AI Code" vs. "Human Code". There is just Human code(1). While AI may have _generated_ the code, at some point a human was involved to provoke it. -Opus 4.6 didn't wake up one morning, yarn, stretch, and say "I'm going to rewrite the entire universe in Rust!". +Opus 4.6 didn't wake up one morning, yawn, stretch, and say "I'm going to rewrite the entire universe in Rust!". Someone had to start that process. And if you _start_ that process, you're **responsible** for it. { .annotate } @@ -513,9 +510,18 @@ It's the same with AI code. Once the code becomes a pull request, it ceases being AI code and starts becoming _your_ code. It's your name on the merge, release, feature, etc.. -You are responsible for it. +You are responsible for it(1). Doesn't matter who or what wrote it, it's yours. Own it. +{ .annotate } + +1. Back to the $500 button from [Part 2: Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md). Your value isn't in pushing the button, it's in knowing which damn button to push! AI can push a lot of buttons really fast, but it is your job to know which ones. + +But what happens if you **don't** do this? +You start to rack up a cognitive debt. +The more you let AI just cook without you reviewing or intervening, the less you will understand about the project. +Why does this matter? +Because if you can't reason about the mental model of your code, you will struggle to figure out where to take the project next, as Simon Willison recently wrote about on his [blog](https://simonwillison.net/2026/Feb/15/cognitive-debt/). It's for this reason that I _always_ review any code that AI produces. **If I don't understand it, it doesn't get committed.** @@ -523,7 +529,7 @@ It's my name. We often forget that **software has consequences**. My colleagues trust that I produce good work. My open source communities trust that I don't provide them with buggy or worse vulnerable code. -In this quickly accelerating world AI generated code, don't tarnish your reputation because you're being lazy. +In this quickly accelerating world of AI generated code, don't tarnish your reputation because you're being lazy. ### Rules for Thee, Not for Me @@ -588,7 +594,7 @@ Essentially, the longer you chat with an AI, the worse the performance gets, so Now the way I handle context is similar to an SRE adage "Cattle, not Pets". -My philoshophy is simple. +My philosophy is simple. I use one session per task. I review the code, and ensure functionality was achieved. I update relevant context files like the local `CLAUDE.md` using `/init`. @@ -602,27 +608,13 @@ Then I use `/clear` to clear the entire context window, and start with the next Every task is a new beginning. A new chance to get it right or fuck it all up. And whether it's successful or not will depend if I properly maintained the history and roadmap **external to the agent**. -This true crux of it. +This is the true crux of it. While different tools have gotten a **lot** better at maintaining context, it wasn't always that way. And regressions can happen. Like most backend engineers, I reserve the right to fire my tools at any point. While I'm loving CC now, that doesn't mean I wont eventually try out Codex. If my history is locked in a tool, I'm locked in as well. -"But what about compaction? It's gotten a lot better since you started." -True, and while the auto-compaction has gotten a _lot_ better over the last six months, I still don't trust it as far as I can throw my 110 chocolate chonk of a labrador(1). -So much so that when I see the warning appear that compaction is near, I start paying extra attention to the outputs as I no longer trust them. -And 9 times out of 10, if I see it start to compact, I actually stop the process and revert the entire session(2). -{ .annotate } - -1. He used to _love_ getting thrown onto my bed as a baby. Now his fat ass can't figure out why daddy can't pick him up and throw him like I could when he was 10lbs. Daddy's back hurts Loki, jump up yourself. -2. I use `git` as my rewind mechanism. Every task is a commit, and if I don't like it I revert. - -I actually see compaction as a code smell. -It means I didn't break the task down into small enough chunks. -For me, 95% of the time I can perform a single task within the scope of a fresh context window. -And for that other 5%, I either refactor the plan to break it down more or switch to a model with a larger context window for that task. - So I don't baby my context window. I just nuke it after every task and start over. I built this concept after having been an SRE for many years. @@ -634,17 +626,63 @@ This, in-turn, leads to better performance _regardless_ if the compaction gets b I'm no longer dependent on the tool or the model. I control the context window. -### Prompts are Code, and should be documented as such +### Prompts are Code, and Should Be Documented as Such + +No surprise, if you're familiar with my work, that I think shit should be documented and documented well. +I chose to die on this hill years ago. +I have my burial plot picked out(1). + +Let's dive a little deeper into what a prompt is. +Prompts are text you provide to the AI to achieve a task. +They have inputs, outputs, and side effects. +They can be buggy, inefficient, or elegant. +A bad prompt produces slop, while a good prompt produces working, maintainable code. +Sound familiar? +That's because prompts **are the code now.** +It's the new abstraction layer we're all learning to speak. +Good prompts should be versioned, reviewed, and iterated on just like everything else. +Why do you think I like my custom commands so much? +When I tweak a Command and it improves, I update it and commit it. + +So documenting prompts, I believe, is just as important as documenting the code. +Why? +Because documenting your code is something you do for the user. +Historically, however, we've been **REALLY BAD** about documenting stuff for the implementer. +And documenting your prompts does this. +It captures the history of the project. +How often do you look at a legacy codebase and just go "WHY?!?!" +{ .annotate } + +1. It's nice. Under an oak tree. And my headstone will read "Use the oxford comma you fools". + +![Sheldon cooper reading a paper and yelling WHY gif](img/016-claude-code/why.gif) +Well now, if the implementation is being done via agents, we have a much better way of at least stitching together the conversations that were being had and why things are the way they are. +But this does beg the question, how _does_ one document prompts? + +Every tool has some way of exporting sessions, but I don't think that's enough. +I take it one step further and actually have a template for this that I have AI use to create a similar report after every session. +This template contains a recap of key actions, the main prompts and commands, cost, efficiency insights, possible process improvements, and any other interesting observations or highlights. +I then store these sessions in `.ai-sessions/` in the code repository and commit them. +Now I have a history. +I can use AI to look over them and generate some lessons learned and update its memory and context. - * If I don't understand it, it doesn't get committed ## Finally, the Damn Workflow +![Get on with it Monty Python gif](https://media2.giphy.com/media/v1.Y2lkPTc5MGI3NjExc2sxcHBnNjkyb3N1MGRrNGQyaTVkanpleHB4cWp6YmlncGs4dW53OSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/oGAM2NfiX50ac/giphy.gif) + +Ok ok, let's talk about how I _actually_ use CC on a daily basis. +And the answer is simpler than you think. +Like, three steps simple. + ## The BPE Loop -The BPE Loop is probably not new, or something I invented. +The Brainstorm, Plan, Execute Loop(1) is probably not new, or something I invented. I discovered it in [Harper Reed's Blog](https://harper.blog/2025/05/08/basic-claude-code/) during the early days of my CC adventure and have since iterated on it until I got it where I wanted it. +{ .annotate } + +1. BPE for short The mechanics of the loop are straightforward: @@ -663,7 +701,25 @@ flowchart LR D -->|Yes| E[Done] ``` -Now you may look at this and say "Damn that's a lot of process" for a fix that may take you five minutes. +Look familiar? +It should, it's basically fucking [Waterfall](https://www.atlassian.com/agile/project-management/waterfall-methodology). +Now before you lose your lunch, hear me out. +Waterfall often gets a bad rap in the software engineering world because the process is so _miserably_ slow. +It's actually funny that we hate it, when other engineering disciplines use something similar all the time. +We can easily rewrite code to meet new requirements and not burn a fortune doing so. +Ever seen a bridge built using Agile? +No you have not. +But AI _greatly_ accelerates this. +We can update a spec in a few minutes. +Regenerate the plan if it's not working correctly. +The issues with Waterfall that people disliked are a non-issue in the age of AI. +This is another indicator that our industry is maturing(1). +{ .annotate } + +1. A topic I discussed in length in the first part of this series [Part 1: We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md). + + +You may look at this and say "Damn that's a lot of process" for a fix that may take you five minutes. True, and I don't use this for _everything_. | Task | Prompts | BPE Loop | @@ -673,62 +729,562 @@ True, and I don't use this for _everything_. | One off change or small task on existing project | ✅ | ❌ | Each of these stages is a Command I've implemented, stored in my global `.claude/` directory so they're accessible in every session. +You can see them defined [in my GitHub](https://github.com/MasonEgger/homedir/tree/main/.claude/commands/app-dev). + +### Brainstorm - `/app-dev:brainstorm` + +The first step in the process is to brainstorm. +What am I trying to build? +What tools do I want to use? +What did I not consider? +The [brainstorm command](https://github.com/MasonEgger/homedir/blob/main/.claude/commands/app-dev/brainstorm.md) basically plays 20 questions with me. +I give it the details I have for an application to build, and then we focus in on what I want the app to do, features I may have forgotten, implementation details, etc. + +??? abstract "`brainstorm` Command" + + ```md + # Brainstorm Command + + Ask me one question at a time so we can develop a thorough, step-by-step spec for this idea. Each question should build on my previous answers, and our end goal is to have a detailed specification I can hand off to a developer who will implement using good TDD practices. + + Let's do this iteratively and dig into every relevant detail. Remember, only one question at a time. + + ## Critical Focus Areas + + **TDD Implementation Ready**: Ensure the spec includes requirements for YOUR application logic that can be converted into failing tests first. Focus on business rules, data validation, error handling, and custom algorithms that YOU will implement - not framework or library behavior. Think about what application-specific behaviors need verification. + + **Component Boundaries**: Identify clear, testable components that can be implemented independently and then integrated together. Each component should have well-defined inputs, outputs, and responsibilities. + + **Global Claude Config Integration**: Follow the established development patterns and preferences from the user's global Claude configuration (found in ~/.claude/CLAUDE.md and related files). Respect their preferred tools, coding standards, and project structure approaches. + + Focus on getting the technical details and component boundaries clear enough that the resulting spec can be broken down into implementable, testable steps that follow the user's established development workflow. + + The goal of this is NOT to implement the application or write a bunch of code, but to create a specification file that you will use later to create a plan. I will review this after and make manual changes. You may write _some_ code to illustrate specific points, but do not focus on that. Instead focus on making the specification usable for you to consume and plan with later. + + Once we are done, save the spec as @spec.md + + Here's the idea: + ``` + +This process can take a **looooong** time. +If you look in my `ai-sessions/` directories in repos I've used this on, you'll see from the session documentation that these can take anywhere from half an hour to a few hours, depending on how complex the problem is and how long it takes me to consider its suggestions. +This isn't the AI churning away for a few hours on its own. +This is a dialogue and sometimes it brings up _very cogent points_ that I need to consider. + +However, there is a hidden trap in a step like this, which is scope creep. +I often start planning out an idea and the brainstorming is churning along and then it asks a very useful question about a feature I hadn't considered. +I like the idea so we add it in, and now we're discussing that feature and it brings up _another_ totally valid point that adds _more_ complexity. +It's easy to trip down this rabbit hole and wind up with an application with **way** more features than you intended. +Lately I've taken to telling it "Yes that's a good feature, put it in a future features section and let's focus on the MVP." +This seems to fix the scope creep issue. + +Now once you're done with this step CC will put all your responses together and create a specification file `spec.md`. +This process can actually take several minutes. +I've often taken a break and come back to the spec file being written. +I let it write it out and we're done right? + +![Dwight Shrute from the office gif "Let me put it this way....no"](https://media3.giphy.com/media/v1.Y2lkPTc5MGI3NjExNXB4Nmh2czNtcHo1bTl0cDRuaWp3bWxxNTJpOGIwNW55MnptMDI5dyZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/daPCSjwus6UR2JxRX1/giphy.gif) + +Nope! +Not in the slightest. +It's time to **review** the specification. +I meticulously comb through every line and make sure it is what I expected and want. +If it's wrong, I _manually_ change it. +It is **crucial** that this file is accurate. +This is the foundation of everything that will come after. +Any mistake here will be amplified and propagated across the entire project. +The upfront time here is worth it. +Otherwise you're going to be chasing bugs around the entire time. + +Finally, I use a [`/meta:session-summary`](https://github.com/MasonEgger/homedir/blob/main/.claude/commands/meta/session-summary.md) command to summarize what happened and create a record. +This command creates a session summary of what just happened and stores it in the `.ai-sessions/` directory of the code repo. +Next I use `/git:commit-msg` to create the commit message. +I commit `spec.md` and the sessions summary to git and finally run `/clear` to wipe the context window. +Now it's time to plan. + +### Plan - `/app-dev:plan` + +The next step is the planning stage. +This command ingests the spec file we created and creates two markdown files as a result, `plan.md` and `todo.md`. +What is the difference between a plan and a spec? +`spec.md` details _what_ needs to be implemented. +`plan.md` specifies _how_ the implementation should be done. +And `todo.md` file details _what_ has actually been implemented. + +Now `todo.md` isn't anything special(1). +It's simply a todo list to keep track of what is being worked on. +You may be wondering "Why not just use the todolist functionality built in to CC?" +And that's a good question, one we'll cover more in the next section. +{ .annotate } + +1. Sorry `todo.md`. You're special to me 💙 + +But the _true_ magic of this command is what happens in `plan.md`. +When I first started my CC journey(1) I was given probably the best advice I've received regarding AI so far from my good friend [Moshe Zadka](https://www.linkedin.com/in/moshezadka/). +{ .annotate } + +1. Like day 1. I was at PyCon US and sat down with Moshe to get him to "teach me the secrets of Claude" + +> "Claude is a better prompt engineer than you. Ask Claude how Claude would have Claude do it." - Moshe Zadka +This advice was mind blowing, and as it turns out, 100% right. +And then when I started exploring workflows and stumbled across the BPE loop, the plan stage did exactly this. +**It breaks down the spec into bite sized chunks, then asks Claude to come up with the prompts to achieve each stage.** -### Greenfield Project +??? abstract "`plan` Command" -The fun thing about programming with CC is you _finally_ get to build all the shit you've been wanting to build forever. -So this means you'll find yourself in a lot more greenfield projects than you normally would if you were just using this for work. + # Plan Command + Draft a detailed, step-by-step blueprint for building this project. Then, once you have a solid plan, break it down into small, iterative chunks that build on each other. Look at these chunks and then go another round to break it into small steps. Review the results and make sure that the steps are small enough to be implemented safely with strong testing, but big enough to move the project forward. Iterate until you feel that the steps are right sized for this project. + From here you should have the foundation to provide a series of prompts for a code-generation LLM that will implement each step in a test-driven manner. Prioritize best practices, incremental progress, and early testing, ensuring no big jumps in complexity at any stage. Make sure that each prompt builds on the previous prompts, and ends with wiring things together. There should be no hanging or orphaned code that isn't integrated into a previous step. -* High Level Diagram of My Flow - * Brainstorm - * Plan - * Claude is a better prompt engineer than you - * Todo -* Execute Loop - * Guardrails - * Clear Context - * Session summary - * Update `CLAUDE.md` -### Existing Project - * Gather context and create CLAUDE.md - * `/add-dir` - * Plan - * Sometimes my plan command, sometimes Claude plan mode - * Same execute loop as above + ## Testing Guidelines for Generated Prompts + When specifying tests in RED phases, focus ONLY on application logic: + **DO test:** + - Business logic you're implementing + - Data validation rules you define + - Error handling you add + - Custom algorithms or calculations + - Integration between YOUR components + **DO NOT test:** + - Framework functionality (e.g., "Django can connect to database") + - Third-party library behavior (e.g., "requests library makes HTTP calls") + - Language features (e.g., "Python dicts work correctly") + - Configuration loading (unless complex custom logic) + - Trivial code (simple getters, setters, pass-through methods) + **Examples:** + - ❌ BAD: "Test that Django User model can be created" (tests Django) + - ✅ GOOD: "Test that custom password validator rejects weak passwords" (tests YOUR logic) + - ❌ BAD: "Test that database connection works" (tests framework) + - ✅ GOOD: "Test that user registration creates audit log entry" (tests YOUR logic) -## What I Don't Optimize For + ## Critical Requirements for Execute-Plan Compatibility -### Squeezing every bit of context I can - * I handle this differently -### Cost - * Work plan FTW - * Claude $100 Max plan gets me FAR - * It's never that expensive anyway + **Each prompt must be structured as numbered sub-steps that execute-plan can follow sequentially:** + ### Format for Each Step Prompt: + ``` + ### Step X: [Descriptive Title] + **NOTE**: [Any important context about existing implementation] + + ```text + [Prompt for code-generation LLM with numbered instructions]: + + 1. RED: Write [specific type] tests first: + - Create/modify [exact file path]: + - Test [specific scenario 1] + - Test [specific scenario 2] + - Test [specific edge case] + + Example RED phase (GOOD): + 1. RED: Write validation tests first: + - Create tests/test_user_validation.py: + - Test that custom password validator rejects passwords without special chars + - Test that email validator rejects disposable email domains + - Test that username validator blocks profanity + + Example RED phase (BAD - Don't do this): + 1. RED: Write model tests first: + - Create tests/test_models.py: + - Test that User model can be created ← Testing Django, not your code + - Test that database saves User correctly ← Testing Django ORM + - Test that email field stores email ← Testing Django field behavior + + 2. Document [specific component]: + - Create/update [exact file path] + - Document [specific behavior/rules] + - Include [specific examples/configurations] + + 3. GREEN: Write MINIMAL code to make tests pass: + - Create [exact file path] + - Implement [specific functionality] + - Use [specific patterns/libraries] + - Just enough to pass tests + + 4. RED: Add integration tests: + - Test [specific integration scenario] + - Test [specific error conditions] + + 5. GREEN: Wire up integration minimally + + 6. REFACTOR: Improve [specific aspects] + + 7. Update documentation with [specific updates] + + 8. Verify meaningful test coverage of YOUR application logic and run `just check` + ``` + + ## Prompt Generation Requirements + + 1. **Executable Instructions**: Each numbered sub-step must be a specific instruction that execute-plan can follow exactly, not general guidance + + 2. **File Path Specificity**: Every prompt must specify exact file paths (e.g., "tests/test_activities/test_validation.py", not "test files") + + 3. **Test Scenario Detail**: Each RED phase must list specific test scenarios to implement, not generic "write tests" + + 4. **TDD Structure**: Every prompt must follow RED-GREEN-REFACTOR with clear phases + + 5. **Sequential Dependencies**: Each prompt builds on previous prompts with no orphaned code + + 6. **Integration Requirements**: Each prompt ends with wiring the new code into existing systems + + Make sure and separate each prompt section. Use markdown. Each prompt should be tagged as text using code tags. The goal is to output prompts that execute-plan can follow step-by-step, but context and architectural decisions are important as well. + + ## Output Format + + Store the plan in @plan.md with: + - Current Status section showing implementation progress + - Each step as a detailed prompt with numbered sub-instructions + - Implementation Guidelines section + - Success Metrics section + + Also create a @todo.md that: + - Mirrors the plan.md structure with checkboxes + - Tracks completion of each numbered sub-step + - Can be updated by execute-plan as work progresses + + The spec is in the file called @spec.md + +So CC takes the spec, decomposes the requirements to atomic units of implementation that MUST follow test-driven development, writes the prompts to achieve this, and then stores this in `plan.md` so it can be implemented later. +It pairs this plan with `todo.md`, which mirrors every step in `plan.md` to ensure we always have a checkpoint in the development process. + +Now do you think I review these files? + +![Spongebob and Patrick thinking gif](https://media3.giphy.com/media/v1.Y2lkPTc5MGI3NjExZjhubXhwNjdjMmVoZmQwZjlhcjVwenozeG0wZXgzbXVpaXRmbGs3eCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/lKXEBR8m1jWso/giphy.gif) + +**Of course!**(1) +Always 👏 review 👏 everything!👏 +"But you said that Claude is better at prompting than you are why review them?" +That's actually a great question. +I review these files _not_ because I think I can write better prompts than Claude(2). +It review them because if I missed anything in the spec, it will become **glaringly apparent** in `plan.md`. +The prompt will ask for things to be done that just don't make sense. +**OR** it will expose holes in my skills, `CLAUDE.md` files, and other sources I asked it to look from. +{ .annotate } + +1. If you aren't seeing the pattern here yet pay closer attention. +2. Although I am guilty of tweaking them. I can't help myself. + +For example, if I see in the prompt that it's trying to implement code in `__init__.py`, which is a **bad** practice and should be avoided, I know then that it didn't load my Python Skill, because I explicitly call this out as an anti-pattern(1). +If I catch this, I know that it'll be rampant in the rest of the plan. +I then may decide to just delete those details from the plan itself, or I may manually load my Python Skill and have CC go back over the spec file and make sure the specifications are to my standards. +And then if they are, I rerun the plan command and explicitly tell it to mind my standards(2). +So yes, check the plan. +It'll save you at least $20 in alcohol after CC keeps doing something you ask it not to and you opt to crack open the liquor cabinet(3). +{ .annotate } + +1. This is kind of akin to the professor who's been teaching for 30 years and has the most **hyper specific rules** in their syllabus. It's because at one point someone did that thing and pissed them off and now it's a rule. Same with putting this in `__init__.py`. +2. In a perfect world they would just always load correctly, but if this is the worst thing that happens to me while using the magic box that accelerates me 50000000% I'll take it. +3. Remember kids, don't drink and vibe! + +Once you're satisfied, create a session summary, commit the code, and clear that context window! +It's time to let CC implement the application. + +### Execute - `/app-dev:execute-plan` + +And now we've arrived at the climax, the actual implementation of the project. +It took a while to get here, but now the hard part is over. +If you did the previous two steps properly, then having AI actually implement the project should be easy. + +This phase of the BPE Loop is actually the only part that consistently loops. +I use my `execute-plan` command, which in turn will read the `todo.md` to determine what step in the plan is next, read the last session from `.ai-sessions/` for any relevant lessons learned that need to be carried over, read `plan.md` to get the prompt that needs to be executed, and begin execution. +And that's it. +Let it cook. + +??? abstract "`execute-plan` command + + ```md + # Execute Plan Command + + 1. Read @plan.md and @todo.md + - These files complement each other. @todo.md should track the current state of the implementation of @plan.md + 2. Check to see if a directory named @.ai-sessions` exists + 1. If the directory doesn't exist, do nothing + 2. If the directory exists, list the files and find the most recent session summary and read it. This is a summary of the previous session and will contain detailed information about what work was completed, and lessons learned in the las session. + 3. Open @todo.md and select the first unchecked item to work on. + 4. **CRITICAL**: Open @plan.md and locate the specific step being implemented + - Find the detailed numbered prompts for this step (e.g., "1. RED: Write tests...", "2. GREEN: Implement...") + - Follow these prompts EXACTLY in the specified order + - Do NOT deviate from the file paths, test scenarios, or implementation approach specified + 5. If you have any questions about the task at hand, ask the user. + 6. Implement the plan for this item as specified in @plan.md: + - **Follow the exact numbered sub-steps** in the plan.md prompt + - **Use the specific file paths** mentioned in the prompts + - **Implement the exact test scenarios** described + - Follow strict TDD procedures (RED-GREEN-REFACTOR as specified) + - Write robust, well-documented code + - Focus tests on YOUR application logic, not framework functionality + - Skip testing trivial code, framework features, or library behavior + - Verify that all tests and linting passes + - Make sure the tests pass, and the program builds/runs + 7. **Update documentation as specified** in the @plan.md prompts for this step + 8. **CRITICAL** Update @todo.md and mark off the item that was completed + 9. Ask the user if there is anything else they want you to do or review for this session. + + ## Key Requirements: + - **NEVER** skip or reorder the numbered steps in plan.md + - **ALWAYS** use the exact file paths specified in the prompts + - **FOLLOW** the RED-GREEN-REFACTOR cycle as outlined in each step + - **COMPLETE** all documentation updates mentioned in the step + - **VERIFY** all application logic is tested (not framework/library code) + - Treat @plan.md prompts as **implementation instructions**, not suggestions + ``` + +Now the next part is optional, depending on the complexity of the task and how paranoid you are. +**Of course** you should review the code of each step before committing it. +But whether you do this for each step and review every line as it comes or if you just review it in the end will depend on you. +Personally, I find myself babysitting it a bit more and watching line by line, but I also just let it go sometimes. +The reason I babysit it is so if it starts going off the rails, I can correct it early rather than let it generate a metric ton of slop and then have to wade through it later. +Luckily, as the models and CC has gotten better the amount I need to intervene is constantly decreasing. +But there are days the model is just having a bad day and it needs its hand held. + +Another thing I'll do during this phase is if I'm babysitting it and see it struggling to implement or fix something, I'll often Google what the issue is, find the solution, stop CC from running and give it the link. +This often yields great results and saves me time. + +Once it has finished implementing a step I follow the same process every time: + +1. Review the code again even if I reviewed it while it was running + 1. Big picture view instead of narrow view +2. I manually run the guardrails checks like testing and linting + 1. CC has lied to me before, so I check +3. Once I'm satisfied with the code I have it: + 1. Write a new session summary to `.ai-sessions/` + 1. Update the local `CLAUDE.md` with lessons learned. I often do this by just running `/init` + 1. I double check to make sure that CC updated `todo.md` with the work it did. This is necessary for the next session. + 1. Generate a commit message using `/git:commit-msg` + 1. Commit the code +4. Once it's time to move on to the next step, I run `/clear` like it's shift change and bring in the next session. I then run `/app-dev:execute-plan` again and we go again! + +And that's it. +Preheat the oven to 350 degrees and cook for 30 minutes until done. +If done _properly_ this yields high quality, maintainable results of an application that you understand. + +## Anticipating your responses + +I can hear them now, so let's squash the comment section now. + +### "That's a LOT of process for a simple fix isn't it?" + +Yea. +It really is. +And for a quick fix, I don't use this. +I use the BPE loop for large projects, features being added, and something I'm going to spend actual time on. +But for small little fixes or updates to repos, I just use raw prompts. + +For example, I'm constantly updating the [PyTexas 2026](https://pytexas.org/2026) website as the conference approaches. +This site is just a static site generator project. +Say I need to add a new sponsor to the sponsors page. +I copy in the logo file into the base directory, then prompt CC to update the sponsors page and move the logo file to the right location. +Works like a charm. + +So don't think you _must_ use a process like this for everything. +It's a tool, not a silver bullet. +But from my experience, the BPE loop is the best way to build and maintain larger projects. + +### "Do you really waste all your time watching it build?" + +I don't view it as wasting time. +It's still generating at a rate far faster than I would. +And I'm _learning_ while it's doing this. +I'm learning how to better tune my CC files. +What gaps I have. +What makes CC tick. +But I'm also learning more about coding. +CC will often do something and I'm like "Woa what is that?" so I stop it and ask it to explain it to me. +I've actually learned more new features about Python and other frameworks from watching CC than I have in the past few years of self implementation. +I tend to always grab for what I know. +CC grabs for what is _best_ so I get to learn. +And if I don't like it? +I tell it to fuck off and do it the way I want it done. +It's AI, not your mom. +You can tell it what to do. + +### "This kinda takes the fun out of vibe coding." + +Eh. +Maybe. +If you enjoy sitting down, providing one prompt and hoping to get to success then ya, it does. +But if you're trying to build something meaningful that will survive the software engineering lifecycle for years to come, that style of "vibe coding" ain't gonna cut it. +But you know that. ## "Doesn't this make you INSERT_NEGATIVE_EMOTION_HERE?" - * Fuck no - * I've never been more productive - * The bottle neck is no longer code, it's my attention span + +Fuck no. + +I've never been more productive in my career! +I'm having so much fun! +The bottleneck on what I'm doing is no longer my ability to write code, but my attention span. +Do I have mild existential dread about what this means for the job market? +Also yes. +That's why I'm leveling up on the tooling of the future. +Change always happens. + +And let's be real? +What will my outrage do? +Will the big AI companies stop moving forward because a sad boy in Texas is upset with them? +Not a snowball's chance in hell. +So I see it one of two ways. +Evolve or perish. +I know which one I'm choosing. + +## Random Tips I Couldn't Fit Into This Narrative + +There's so many more random tips that I couldn't fit in here, but I would be remiss if I didn't share them. + +1. Run CC in `Explanatory` mode to get explanations while it's running so you build an understanding of the app and maybe even learn something new. + 1. Use `/output-style` and change mode to `Explanatory`. Want to pair-program with CC? Change the mode to `Learning`. +1. Load in known good samples or documentation for CC to use. + 1. Don't just dump the entire docs or samples repo in your project folder. Pull it down on the same level as your project directory and use `/add-dir` to add it and look in there for good examples. +1. Want to save the raw text of the session to share with someone or for archival purposes? + 1. `/export` +1. Did you close a session on accident and lose it? + 1. `/resume` +1. Do you want `vim` keybindings for everything in your life? + 1. `/vim` + +That's all I could think of. +And no, I don't use `/vim` mode. +I have enough mind goblins, I don't need `vim` creating more(1). +{ .annotate } + +1. And this is coming from a recovering `vim` user. Don't come at me thinking I use `emacs`. `emacs` is a great operating system. Too bad they didn't implement a decent text editor. + +## Weird Shit That I Do That I Can't Explain but It Helps + +And now for the goofy shit that I can't explain but it works. + +![Gif of monty python and the ministry of silly walks](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExbm42M3ZkNjZxaWlwMTVtYjRucHR2dGh0dXBxZ2tlc3VxenBubGJoMCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/qcgtyllMthBL2/giphy.gif) + +First, I have often said I get the best results from CC when I use my "teacher voice"(1). +What this means is I'm typically over explanatory and treat it like a student who's doing well but needs correction. +When it makes a mistake, I don't tell it "Hey, you messed up here", I ask it "Did you implement what was in the plan?" +Or if the mistake is something that I know exists in my Skills or `CLAUDE.md`, I'll ask it "Did you follow the best practices we have laid out?" it will actually load those in and determine if it followed them or not. +It often determines it hasn't and then goes back and fixes it, but sometimes it had a good reason and it explains why and I decide if that's a good enough reason to break the rules. +Where I think this has real power is I often see this dialogue captured in the session summary portion in the lessons learned session. +So on the next session it reads this in and learns from its mistakes. +Also as I run `/init` to update the local `CLAUDE.md` it will put these in here, either by specific rule or a more broad "Be sure to load the Python Skill and follow it". +This practice leads to my sessions getting better over time as the code base grows, not degrading. +{ .annotate } + +1. Turns out using millennia old teaching techniques works on children and AI. How neat. + +Secondly, I don't trust compaction at all. +While the auto-compaction has gotten a _lot_ better over the last six months, I still don't trust it as far as I can throw my 110 chocolate chonk of a labrador(1). +So much so that when I see the warning appear that compaction is near, I start paying extra attention to the outputs as I no longer trust them. +And 9 times out of 10, if I see it start to compact, I actually stop the process and revert the entire session(2). +{ .annotate } + +1. He used to _love_ getting thrown onto my bed as a baby. Now his fat ass can't figure out why daddy can't pick him up and throw him like I could when he was 10lbs. Daddy's back hurts Loki, jump up yourself. +2. I use `git` as my rewind mechanism. Every task is a commit, and if I don't like it I revert. + +I actually see compaction as a code smell. +It means I didn't break the task down into small enough chunks. +For me, 95% of the time I can perform a single task within the scope of a fresh context window. +And for that other 5%, I either refactor the plan to break it down more or switch to a model with a larger context window for that task. + +And lastly, if you're working on documentation or text, telling CC to "copy this text and update it" tends to yield much more faithful outputs than if you ask it to "read it, update it, and write it to this file". +While the models have gotten better about not hallucinating when they do this, the larger the file the more likely this will happen. +So if you are converting a quickstart guide from Python to Ruby, have it copy the file _then_ read it and update it. +The end result will be better. + ## Distractions We Need to Stop Focusing On - * One Shots - * Who the hell develops this way? - * Model of the Month - * Who cares? Really - * Looks like a Formula 1 race - * Feature of the Month - * This leads to analysis paralysis - * Focus on Minimum Viable Workflow - * Add features when you're ready, not because everyone else is +Ok, so I've listed all the things you _should_ do, but what about some things you **shouldn't** do? + +### One Shots + +This bugs the hell out of me. +People trying give CC a prompt "build facebok" and then getting upset it didn't get it right on the first try. +Really? +Is that how _you_ develop? +With no spec, no plan, and you get 20 minutes typing as fast as you can? +No you don't. +So stop expecting AI to do the same. +Yes, it can get _very_ far without aide. +But in my opinion this isn't a good thing. +The further ahead it gets of you, the less you understand about the project. +So ya, stop with the one shots. +It's dumb. + +### Model of the Month + +I chose CC a while back because I appreciate Anthropic's mission statement. +I never really gave other models a chance, and I don't really care to. +Why? +Because the differences between the flagship models of the large AI companies are never _really_ that big. +And if there is a gulf, it won't be there long. +I view this as a Formula 1 race. +Everyone's going really fast, all going for first, and who's in lead changes constantly. +Today Anthropic is in the lead by an inch. +Tomorrow it'll be OpenAI. +Then Google. +Then Anthropic pulls ahead again. +And to spend what limited capacity my brain has to focus on this is pointless. +If Anthropic isn't the best in the world I'm fine with that. +I'll wait a few weeks until it is again. + +### Feature of the Month + +This is a big one. +I shout this from the rooftops in the communities I'm in. +These AI companies are using AI to build AI. +That means they are shipping features at a velocity we've never seen before. +Honestly, I think this leads to "feature fatigue". +This is where you just get exhausted from constantly having to try to keep up with what's going on ON TOP OF your other responsibilities. +This happens to me all the time. +I see a new feature and I'm like, I can't wait to try that when I have some free time in a few days! +And by the time those few days pass, there's a new feature. +So I try to keep up. +But then what if I take a vacation and am gone for a few weeks? +Shit there's like 8 new features when I get back! +This actually happened to me, and it made kinda step back from AI for a while. +I only stepped forward again when I built myself the following framework. + +1. I will focus on MVW - Minimum Viable Workflow +2. I will only use new tools when I actually have a _need_ for them +3. I will ignore most of the announcements, or at least spend no more than 20 minutes on them until I'm ready for them + +Are there a shit ton of _awesome_ CC features I want to try right now? +Ya! +Am I going to? +Nope! +Not until I need them. +Maybe I'll set aside some time to catch up eventually. +But product adoption happens on my timeline, not Anthropic's. + +Do I feel left out on this? +Honestly, no. +Because for all these features, I am still producing at the rate I want, and I never see anyone gain any real serious ground by adopting them. +I have a friend who uses vanilla claude code. +CLI and prompts. +And his output and quality are vastly superior to mine. +At the end of the day, a Stradivarius in the hands of a beginner is just a piece of wood. + +## Now Go Forth and Prosper! + +![Buddy the elf saying "You did it! Congratulations" gif](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExcGdqc3BvYWJ3eWdhbzA1ZmV6eGpiZnVpOGtzbHF4MjMzY3Bldm9zZyZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/RIjVnmAtOD4l4c2Ert/giphy.gif) + +Thanks for hanging in there. +I know this was long(1). +Hopefully you learned something. +If you read my other blogs, hopefully you're feeling optimistic about the future and not an overwhelming sense of dread. +I promise you, you're going to love this. +Seven months ago, I was staring at Claude Code the same way someone in 1972 might have stared at an HP-35 calculator. +Now? +That logarithm book is just a neat thing on a shelf(2). +Everyone who I've got started on programming this way loves it. +They feel inspired and ready to tackle the world. +And I wish the same for you. +{ .annotate } + +1. If you think it took you a long time to read, imagine how long it took me to write. The answer is about a month. +2. 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    • [Part 1: We're Witnessing the Evolution of Software Engineering](blog/posts/014-software-engineering-evolution.md)
    • [Part 2: Code is Now Cheap, Don't Devalue Yourself](blog/posts/015-code-is-cheap.md)
      • -
    • [Part 3: Claude Code as My Daily Driver](blog/posts/016-claude-code.md)
      • +
    • [Part 3: How I Actually Use the Damn Thing](blog/posts/016-claude-code.md)
    From 9616d068f8a6f054d7a67e099f59b9eb95bedbea Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Wed, 18 Feb 2026 13:08:24 -0600 Subject: [PATCH 04/12] updates based on Cam feedback --- docs/blog/posts/016-claude-code.md | 28 ++++++++++++++++++++++------ 1 file changed, 22 insertions(+), 6 deletions(-) diff --git a/docs/blog/posts/016-claude-code.md b/docs/blog/posts/016-claude-code.md index 3140de0..5b53453 100644 --- a/docs/blog/posts/016-claude-code.md +++ b/docs/blog/posts/016-claude-code.md @@ -23,6 +23,21 @@ Here's what I've learned so far. +!!! tip "TL;DR - Just Want the Workflow?" + + **The BPE Loop (Brainstorm → Plan → Execute):** + + 1. `/app-dev:brainstorm` — Discuss your idea, creates `spec.md` + 2. Review `spec.md` manually — fix any errors + 3. `/app-dev:plan` — Creates `plan.md` and `todo.md` + 4. Review `plan.md` manually — verify prompts make sense + 5. `/app-dev:execute-plan` — Implements one step + 6. Review code, commit, `/clear`, repeat step 5 + + **Quick setup:** See the [Claude Code Quickstart](/tutorials/posts/004-claude-code-quickstart/) tutorial. + + **Want the full story?** Keep reading below. + ## From AI Skeptic to AI Enthusiast So it's no secret, I, like many of my colleagues, was very much an AI skeptic when it was first introduced. @@ -375,12 +390,14 @@ Prior to the release I was building out my own hacky version where I had Command Then Skills released and I threw that work away. [Skills](https://code.claude.com/docs/en/skills) are collection of instructions, resources, and tools that CC can conditionally load when it determines you need to use that Skill. -You provide a **short** top level `SKILL.md` with instructions, then various resources it can read when it needs to load more context around a specific task. +For example, say I have specific rules, preferences, tools, etc. that I always want to use when I write Python code. +I can then define a Python Skill with these preferences, which CC will then automatically load when it determines I'm writing Python code. -For example, say I have a `python` skill. +The structure of the Skill is just directories with Markdown. +You provide a **short** top level `SKILL.md` with instructions, then various resources it can read when it needs to load more context around a specific task. The top level `SKILL.md` should have the prime directives(1) for the Skill. -So in my [Python Skill](https://github.com/MasonEgger/homedir/blob/main/.claude/skills/python/SKILL.md) I give it core requirements it **MUST** follow, then I provide it a list of references given certain scenarios (toolchain, writing a CLI, docstrings) that it can load _when it is actually working on those types of tasks_. -You can also provide `scripts`, which are executable files that CC can use while working with this skill. +So in my [Python Skill](https://github.com/MasonEgger/homedir/blob/main/.claude/skills/python/SKILL.md) I give it core requirements it **MUST** follow, then I provide it a list of references given certain scenarios (toolchain, writing a CLI, docstrings). +You can also provide `scripts/`, which are executable files that CC can use while working with this skill. Have a specific template you want it to follow? Or some examples for it to follow? Add those to the Skill as well. @@ -390,7 +407,7 @@ The Skill is a container for what "correct" looks like to you and tools to help 1. I always wanted a reason to use that phrase in a blog. Yay! Now of course, this thing still misses sometimes. -Skills don't always get invoked(1), hooray non-determistic systems(2)! +Skills don't always get invoked(1). I always watch very closely to ensure the Skill is invoked (it'll say this in the output of CC). If it's not, I stop it and manually invoke it. You can also implement a [Hook](https://code.claude.com/docs/en/hooks) to force it to invoke it on a per-project basis, or include it in the local `CLAUDE.md`. @@ -399,7 +416,6 @@ They do a decent job, but you should still keep an eye on it. { .annotate } 1. Which is just another point in my column when I say you **have to watch this shit as it cooks** or you're gonna have a bad day. -2. I have a draft blog on this that I might post eventually. ### MCP Servers From 528c1b0762daf0ba95e6695bbe471c716a2290a4 Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Wed, 18 Feb 2026 13:13:49 -0600 Subject: [PATCH 05/12] more clarity --- docs/blog/posts/016-claude-code.md | 11 +- .../posts/004-claude-code-quickstart.md | 132 ++++++++++++++++++ 2 files changed, 142 insertions(+), 1 deletion(-) create mode 100644 docs/tutorials/posts/004-claude-code-quickstart.md diff --git a/docs/blog/posts/016-claude-code.md b/docs/blog/posts/016-claude-code.md index 5b53453..2166df3 100644 --- a/docs/blog/posts/016-claude-code.md +++ b/docs/blog/posts/016-claude-code.md @@ -396,7 +396,16 @@ I can then define a Python Skill with these preferences, which CC will then auto The structure of the Skill is just directories with Markdown. You provide a **short** top level `SKILL.md` with instructions, then various resources it can read when it needs to load more context around a specific task. The top level `SKILL.md` should have the prime directives(1) for the Skill. -So in my [Python Skill](https://github.com/MasonEgger/homedir/blob/main/.claude/skills/python/SKILL.md) I give it core requirements it **MUST** follow, then I provide it a list of references given certain scenarios (toolchain, writing a CLI, docstrings). +These are things like you must do type hints, docstrings on all public interface, absolute imports. +Then there's a `Reference Files` section` that contains information on more specific Python topics. +I have a reference for how I want CLI scripts built, what my toolchain is, how documentation should be written etc. +Why not just put these in the `SKILL.md` and call it day? +Because that is needlessly loading information that CC may not need to work on this specific task. +CC reads the `SKILL.md` file and sees the links to the references with descriptions. +It then determines which of _those_ files it should read based on its understanding of the task it's currently working on. +You can see this in my [Python Skill](https://github.com/MasonEgger/homedir/blob/main/.claude/skills/python/SKILL.md). + +Skills don't just contain reference materials though. You can also provide `scripts/`, which are executable files that CC can use while working with this skill. Have a specific template you want it to follow? Or some examples for it to follow? diff --git a/docs/tutorials/posts/004-claude-code-quickstart.md b/docs/tutorials/posts/004-claude-code-quickstart.md new file mode 100644 index 0000000..90a8a4f --- /dev/null +++ b/docs/tutorials/posts/004-claude-code-quickstart.md @@ -0,0 +1,132 @@ +--- +title: How To Use Claude Code with the BPE Workflow [Quickstart] +description: Get productive with Claude Code using the Brainstorm-Plan-Execute loop +date: 2026-02-17 +categories: + - AI + - Productivity + - Software Engineering +authors: + - masonegger +--- + +This quickstart guide gets you up and running with the Brainstorm-Plan-Execute (BPE) workflow for Claude Code. +You'll install custom commands that structure your AI-assisted development into repeatable, reviewable steps. + + + +## Introduction + +The BPE workflow breaks down AI-assisted development into three phases: **Brainstorm** your idea into a specification, **Plan** the implementation with generated prompts, and **Execute** each step with manual review. This approach produces maintainable code you actually understand. + +For the full context behind this workflow, including Core Principles and detailed explanations, see [How I Actually Use the Damn Thing](/blog/posts/016-claude-code/). + +## Prerequisites + +Before starting, ensure you have: + +- [Claude Code](https://code.claude.com/docs/en/overview) installed via the native installer +- [Ansible](https://docs.ansible.com/ansible/latest/installation_guide/intro_installation.html) installed +- Git installed +- A code project to work on + +## Step 1 — Installing the BPE Workflow Commands + +The BPE commands live in a `homedir` repository that uses Ansible for installation. Clone the repository and run the playbook: + +```bash +cd ~ +git clone https://github.com/MasonEgger/homedir.git +cd homedir +ansible-playbook ansible/setup.yml --tags claude +``` + +This installs: + +- `~/.claude/CLAUDE.md` — Global configuration with development principles +- `~/.claude/commands/` — Custom commands including the BPE workflow +- `~/.claude/skills/` — Conditional context loading for languages like Python + +## Step 2 — Initializing Your Project + +Navigate to your project directory and run `/init` in Claude Code: + +```bash +cd /path/to/your/project +claude +``` + +Inside Claude Code: + +``` +/init +``` + +This scans your project and creates a `CLAUDE.md` file with project-specific context. Review the generated file and commit it: + +```bash +git add CLAUDE.md +git commit -m "Add project CLAUDE.md for AI context" +``` + +## Step 3 — Brainstorming Your Feature + +Start a brainstorming session by running the command with your idea: + +``` +/app-dev:brainstorm Build a CLI tool that converts markdown files to PDF +``` + +Claude Code will ask you questions one at a time to refine your idea. Answer each question thoughtfully. When finished, it creates `spec.md` with your specification. + +**Review `spec.md` manually.** Fix any errors or misunderstandings before proceeding. This file is the foundation for everything that follows. + +## Step 4 — Creating a Plan + +Clear your context and generate the implementation plan: + +``` +/clear +/app-dev:plan +``` + +This reads `spec.md` and creates two files: + +- `plan.md` — Step-by-step prompts for implementation, following Test-Driven Development +- `todo.md` — Checklist mirroring the plan to track progress + +**Review `plan.md` manually.** Verify the prompts make sense and follow your preferred patterns. Check that file paths are correct and test scenarios are appropriate. + +## Step 5 — Executing the Plan + +Clear your context and start executing: + +``` +/clear +/app-dev:execute-plan +``` + +Claude Code reads `todo.md` to find the next unchecked item, loads the corresponding prompt from `plan.md`, and implements that step using TDD. + +After each step completes: + +1. Review the generated code +2. Manually run tests to verify they pass +3. Commit the changes +4. Run `/clear` to reset context +5. Run `/app-dev:execute-plan` again for the next step + +Repeat until `todo.md` is complete. + +## Conclusion + +You now have a structured workflow for AI-assisted development: + +1. **Brainstorm** creates `spec.md` from your idea +2. **Plan** generates `plan.md` and `todo.md` with implementation prompts +3. **Execute** implements one step at a time with manual review between each + +For the complete picture—including Core Principles like "This is MY Code, Not AI Code" and detailed explanations of Skills, context management, and more—read the full blog post: [How I Actually Use the Damn Thing](/blog/posts/016-claude-code/). + +*[CC]: Claude Code +*[BPE]: Brainstorm, Plan, Execute From e684ce2412454f641077d46ec7f40e851f3b93ec Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Wed, 18 Feb 2026 16:30:28 -0600 Subject: [PATCH 06/12] missing annotation, unfinished pass on tutorial --- docs/blog/posts/016-claude-code.md | 23 +++---- .../posts/004-claude-code-quickstart.md | 68 ++++++++++++++++--- 2 files changed, 70 insertions(+), 21 deletions(-) diff --git a/docs/blog/posts/016-claude-code.md b/docs/blog/posts/016-claude-code.md index 2166df3..0789a00 100644 --- a/docs/blog/posts/016-claude-code.md +++ b/docs/blog/posts/016-claude-code.md @@ -284,12 +284,12 @@ Lies in your `CLAUDE.md` will make it into your code. 1. Yes! You should track this in a VCS! -Now if the project is established I will still run `/init`. -This will cause Claude to scan the project and get an idea of what's going on. -I use this as an opportunity to not only setup CC for success, but also to get an understanding of the project myself. +Even if the project is already established, I still run `/init`. +This causes Claude to scan the project and understand what's going on. +I use this as an opportunity to not only set up CC for success, but also to get an understanding of the project myself. I tend to critique this run of `/init` more, mostly because practices have already been established and I don't want to mess anything up. -Now once the `/init` is done in either type of project and a `CLAUDE.md` is created, I will still manually edit it from time to time. +Once `/init` is done and a `CLAUDE.md` is created, I still manually edit it from time to time. Sometimes Claude just doesn't get it, or leaves out something I think is important. Or my code is so bad it got confused and now I need to clean it up, because an off-label use case of `/init` is to use it to critique your code. @@ -363,12 +363,13 @@ That's a lot of duplicated work. What if you change your mind on variable naming convention? Now you have to update them everywhere. What I really want is to load those rules when you're _actually_ writing Python, either automatically or by me triggering them. -I was just starting to get into this use case when CC introduced skills. +I was just starting to get into this use case when CC introduced Skills. Commands are my primary way of interacting with CC. -I used to tweak them a lot, but now I'm pretty settled in my setup. -**Use commands as hotkeys to common tasks and build workflows around them.** -You can view my commands on my [GitHub](https://github.com/MasonEgger/homedir/tree/main/.claude/commands) +They run all of my workflows, and every time I come up with a new repeatable workflow my first instinct is to create a custom Command for it. +Treat commands like hotkeys. +Programmable tasks to accomplish a certain thing. +You can view my ever changing list of commands on my [GitHub](https://github.com/MasonEgger/homedir/tree/main/.claude/commands) ???+ Warning "Commands have merged with Skills" @@ -411,9 +412,6 @@ Have a specific template you want it to follow? Or some examples for it to follow? Add those to the Skill as well. The Skill is a container for what "correct" looks like to you and tools to help CC get there. -{ .annotate } - -1. I always wanted a reason to use that phrase in a blog. Yay! Now of course, this thing still misses sometimes. Skills don't always get invoked(1). @@ -1286,8 +1284,7 @@ But product adoption happens on my timeline, not Anthropic's. Do I feel left out on this? Honestly, no. Because for all these features, I am still producing at the rate I want, and I never see anyone gain any real serious ground by adopting them. -I have a friend who uses vanilla claude code. -CLI and prompts. +I have a friend who uses Claude Code with just CLI and prompts. And his output and quality are vastly superior to mine. At the end of the day, a Stradivarius in the hands of a beginner is just a piece of wood. diff --git a/docs/tutorials/posts/004-claude-code-quickstart.md b/docs/tutorials/posts/004-claude-code-quickstart.md index 90a8a4f..190032a 100644 --- a/docs/tutorials/posts/004-claude-code-quickstart.md +++ b/docs/tutorials/posts/004-claude-code-quickstart.md @@ -1,6 +1,6 @@ --- -title: How To Use Claude Code with the BPE Workflow [Quickstart] -description: Get productive with Claude Code using the Brainstorm-Plan-Execute loop +title: How To Use Claude Code with My BPE Workflow [Quickstart] +description: Get productive with Claude Code using my Brainstorm-Plan-Execute loop date: 2026-02-17 categories: - AI @@ -10,14 +10,15 @@ authors: - masonegger --- -This quickstart guide gets you up and running with the Brainstorm-Plan-Execute (BPE) workflow for Claude Code. +This quickstart guide gets you up and running with my personal Brainstorm-Plan-Execute (BPE) workflow for Claude Code. You'll install custom commands that structure your AI-assisted development into repeatable, reviewable steps. ## Introduction -The BPE workflow breaks down AI-assisted development into three phases: **Brainstorm** your idea into a specification, **Plan** the implementation with generated prompts, and **Execute** each step with manual review. This approach produces maintainable code you actually understand. +The BPE workflow breaks down AI-assisted development into three phases: **Brainstorm** your idea into a specification, **Plan** the implementation with generated prompts, and **Execute** each step with manual review. +This approach produces maintainable code you actually understand. For the full context behind this workflow, including Core Principles and detailed explanations, see [How I Actually Use the Damn Thing](/blog/posts/016-claude-code/). @@ -25,13 +26,14 @@ For the full context behind this workflow, including Core Principles and detaile Before starting, ensure you have: -- [Claude Code](https://code.claude.com/docs/en/overview) installed via the native installer +- [Claude Code](https://code.claude.com/docs/en/overview) installed via the native installer and either an Anthropic API key or a Claude Subscription - [Ansible](https://docs.ansible.com/ansible/latest/installation_guide/intro_installation.html) installed - Git installed - A code project to work on ## Step 1 — Installing the BPE Workflow Commands + The BPE commands live in a `homedir` repository that uses Ansible for installation. Clone the repository and run the playbook: ```bash @@ -49,14 +51,22 @@ This installs: ## Step 2 — Initializing Your Project -Navigate to your project directory and run `/init` in Claude Code: +Navigate to your project directory and start Claude Code: ```bash cd /path/to/your/project claude ``` -Inside Claude Code: +Before diving into work, set the output style to `Explanatory` mode. This makes CC explain what it's doing as it works, helping you learn and catch mistakes early: + +``` +/output-style +``` + +Select `Explanatory` from the menu. If you want even more detail (pair-programming style), choose `Learning` instead. + +Now run `/init` to create your project context: ``` /init @@ -69,18 +79,40 @@ git add CLAUDE.md git commit -m "Add project CLAUDE.md for AI context" ``` +???+ tip "Prefer vim keybindings?" + + Run `/vim` to enable vim-style navigation and editing in Claude Code. + ## Step 3 — Brainstorming Your Feature Start a brainstorming session by running the command with your idea: ``` -/app-dev:brainstorm Build a CLI tool that converts markdown files to PDF +/app-dev:brainstorm Build a CLI tool that converts PDF files to Markdown ``` Claude Code will ask you questions one at a time to refine your idea. Answer each question thoughtfully. When finished, it creates `spec.md` with your specification. **Review `spec.md` manually.** Fix any errors or misunderstandings before proceeding. This file is the foundation for everything that follows. +### Loading External Documentation + +If your project uses a specific library or framework, you can load its documentation into context without copying it into your project. Clone the docs repo alongside your project: + +```bash +cd .. +git clone https://github.com/some-library/docs.git some-library-docs +cd your-project +``` + +Then inside Claude Code: + +``` +/add-dir ../some-library-docs +``` + +CC can now reference those docs when answering questions or writing code that uses that library. + ## Step 4 — Creating a Plan Clear your context and generate the implementation plan: @@ -97,6 +129,16 @@ This reads `spec.md` and creates two files: **Review `plan.md` manually.** Verify the prompts make sense and follow your preferred patterns. Check that file paths are correct and test scenarios are appropriate. +### Resuming a Session + +Need to step away? You can close your terminal at any point. When you come back, start Claude Code and run: + +``` +/resume +``` + +This restores your previous session with full context intact. + ## Step 5 — Executing the Plan Clear your context and start executing: @@ -126,6 +168,16 @@ You now have a structured workflow for AI-assisted development: 2. **Plan** generates `plan.md` and `todo.md` with implementation prompts 3. **Execute** implements one step at a time with manual review between each +### Saving Your Session + +Before closing out, you can export the raw text of your session for archival or sharing: + +``` +/export +``` + +This saves the full conversation to a file you can reference later or share with teammates. + For the complete picture—including Core Principles like "This is MY Code, Not AI Code" and detailed explanations of Skills, context management, and more—read the full blog post: [How I Actually Use the Damn Thing](/blog/posts/016-claude-code/). *[CC]: Claude Code From 69837dd41b5b6dd825f8f31bca2b46a7c2453cf3 Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Wed, 18 Feb 2026 16:55:36 -0600 Subject: [PATCH 07/12] fixing render --- docs/blog/posts/016-claude-code.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/blog/posts/016-claude-code.md b/docs/blog/posts/016-claude-code.md index 0789a00..67c8a89 100644 --- a/docs/blog/posts/016-claude-code.md +++ b/docs/blog/posts/016-claude-code.md @@ -1020,7 +1020,7 @@ I use my `execute-plan` command, which in turn will read the `todo.md` to determ And that's it. Let it cook. -??? abstract "`execute-plan` command +??? abstract "`execute-plan` command" ```md # Execute Plan Command From 5a782cd702eaf37434650f4570ff5a3c7b33579a Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Fri, 20 Feb 2026 11:16:03 -0600 Subject: [PATCH 08/12] splitting --- .../014-software-engineering-evolution.md | 5 +- docs/blog/posts/015-code-is-cheap.md | 5 +- docs/blog/posts/016-ai-principles.md | 413 ++++++++++++++++++ ...{016-claude-code.md => 017-claude-code.md} | 298 +------------ .../why.gif | Bin docs/extras/index.md | 1 + docs/index.md | 3 +- 7 files changed, 435 insertions(+), 290 deletions(-) create mode 100644 docs/blog/posts/016-ai-principles.md rename docs/blog/posts/{016-claude-code.md => 017-claude-code.md} (80%) rename docs/blog/posts/img/{016-claude-code => 016-ai-principles}/why.gif (100%) diff --git a/docs/blog/posts/014-software-engineering-evolution.md b/docs/blog/posts/014-software-engineering-evolution.md index 77287d8..1ad0556 100644 --- a/docs/blog/posts/014-software-engineering-evolution.md +++ b/docs/blog/posts/014-software-engineering-evolution.md @@ -368,9 +368,10 @@ But the person who knows how to use AI might, if you don't. _How does this affect software engineering right now? Check out Part 2 of this blog series [Code is Now Cheap, Don't Devalue Yourself](015-code-is-cheap.md)._ -!!! abstract "Part 1 of 3 of my `Brain Dump Ramblings on AI` blog series" +!!! abstract "Part 1 of 4 of my `Brain Dump Ramblings on AI` blog series" Check out the other parts of this series: * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. - * Part 3 - **[How I Actually Use the Damn Thing](016-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. \ No newline at end of file + * Part 3 - **[First Principles of Using AI](016-ai-principles.md)** - The core foundations I've adopted when using AI tools. + * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. \ No newline at end of file diff --git a/docs/blog/posts/015-code-is-cheap.md b/docs/blog/posts/015-code-is-cheap.md index c18ab4c..9f994d3 100644 --- a/docs/blog/posts/015-code-is-cheap.md +++ b/docs/blog/posts/015-code-is-cheap.md @@ -312,9 +312,10 @@ Because at the end of the day, the future belongs to those who show up for it. _Curious about my personal AI journey, how I got started, and all my tips and tricks? Come back tomorrow for the next part of the series._ -!!! abstract "Part 2 of 3 of my `Brain Dump Ramblings on AI` blog series" +!!! abstract "Part 2 of 4 of my `Brain Dump Ramblings on AI` blog series" Check out the other parts of this series: * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. - * Part 3 - **[How I Actually Use the Damn Thing](016-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. + * Part 3 - **[First Principles of Using AI](016-ai-principles.md)** - The core foundations I've adopted when using AI tools. + * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. diff --git a/docs/blog/posts/016-ai-principles.md b/docs/blog/posts/016-ai-principles.md new file mode 100644 index 0000000..74a115d --- /dev/null +++ b/docs/blog/posts/016-ai-principles.md @@ -0,0 +1,413 @@ +--- +title: "First Principles of Using AI" +description: "After playing with enough models, agents, etc. here are the core foundations I've adopted when using these tools." +date: 2026-02-06 +categories: + - Software Engineering + - AI + - Productivity + - Brain Dump Ramblings on AI Series +tags: + - Python + - Temporal + - Writing +authors: + - masonegger +--- + +Tools change. +Models improve. +Features ship faster than you can even imagine. +But after months of experimenting with different AI tools and workflows, I noticed certain patterns kept appearing. +Strategies and principles that yielded good results regardless of which shiny new thing I was using. +And I found myself coming back to them time and time again. +And it got me thinking, maybe there is a set of first principles that improve AI usage. + + + + +## Approaching AI from a First Principles Mindset + +It's easy to get sucked into the AI vortex. +You type in a question or give it a task and sit back and watch it cook. +Want a recipe for gluten free brownies? +It's got you. +Need help reviewing large complex legal documents? +No sweat. +Want it to build your entire business and manage it for you? +Believe it or not, that's happening **today**. +It's hard to look at this and not be in awe. +It feels like magic. + +However, just because it feels like magic, doesn't mean it is. +And like all great high fantasy magic systems, there are rules that must be followed to achieve immense power! +Here are the first principles of using AI that I have found and that guide everything I do. + +???+ info "This Blog's Intention" + + This blog is deliberately provider and model agnostic. + The point of first principles is they should apply to generative AI as a whole, not one specific provider. + If you're looking for exact implementation details, check out the [next blog in this series](017-claude-code.md) + + +## Principle \#1 - This is MY Code, Not AI Code + +I often hear people blame AI generated code for things. +"AI put a security vulnerability in my code." +"AI submitted a trash pull request." +"This function is shit because AI wrote it." +And while I get the desire to shift blame onto an inanimate object that can't defend itself(1), this leads us down a dangerous road. +{ .annotate } + +1. Or just sycophantically apologize. + +There is no "AI Code" vs. "Human Code". +There is just Human code(1). +While AI may have _generated_ the code, at some point a human was involved to provoke it. +Opus 4.6 didn't wake up one morning, yawn, stretch, and say "I'm going to rewrite the entire universe in Rust!". +Someone had to start that process. +And if you _start_ that process, you're **responsible** for it. +{ .annotate } + +1. Until Skynet, but at that point it wont matter anymore. + +Look at it this way. +Say you're using a code project generator to generate starting boilerplate. +Somewhere in that code there's a bug you miss and you commit it to a repository. +It somehow slips through code review(1) and makes it to production. +During regular production, a flaw is exploited causing the application to crash, costing the company money. +Who's fault is it, the engineer or the project generator? +Or maybe a better question, who can actually be punished for such an error? +It's the same with AI code. +{ .annotate } + +1. If you even do those. I've seen orgs that don't.... + +Once the code becomes a pull request, it ceases being AI code and starts becoming _your_ code. +It's your name on the merge, release, feature, etc.. +You are responsible for it(1). +Doesn't matter who or what wrote it, it's yours. +Own it. +{ .annotate } + +1. Back to the $500 button from [Part 2: Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md). Your value isn't in pushing the button, it's in knowing which damn button to push! AI can push a lot of buttons really fast, but it is your job to know which ones. + +But what happens if you **don't** do this? +You start to rack up a cognitive debt. +The more you let AI just cook without you reviewing or intervening, the less you will understand about the project. +Why does this matter? +Because if you can't reason about the mental model of your code, you will struggle to figure out where to take the project next, as Simon Willison recently wrote about on his [blog](https://simonwillison.net/2026/Feb/15/cognitive-debt/). + +It's for this reason that I _always_ review any code that AI produces. +**If I don't understand it, it doesn't get committed.** +It's my name. +We often forget that **software has consequences**. +My colleagues trust that I produce good work. +My open source communities trust that I don't provide them with buggy or worse vulnerable code. +In this quickly accelerating world of AI generated code, don't tarnish your reputation because you're being lazy. + +## Principle \#2 - Rules for Thee, Not for Me + +The boundaries and rules we give our agents are called Guardrails. +Imagine them like the bumpers in bowling that prevent you from rolling a gutter ball. +They don't guarantee a strike, but they prevent the worst case scenarios. +We have to provide guardrails to our agents as they write code to prevent them from going completely off the rail(1). +Coding agents are often unpredictable. +Sure they get better and better every day, but they sometimes go down a rabbit hole of nonsense and produce woefully inaccurate crap. +Turns out, we already have the tools necessary, and it's the things most developers loathe. +You guessed it, testing! +{ .annotate } + +1. See what I did there? + +While many developers bemoan testing, it turns out AI _loves_ structure. +Any tool the agent can use to validate its goal enhances the capabilities of the agent and lowers the likelihood of failure. +So make my LLM do **Test Driven Development**. +I do(1). +Have AI write the tests first, _then_ write the implementation. +This works _remarkably_ well as it causes the agent to predict failure cases and "think" more about the different code paths. +My success rate when I switched to doing this doubled. +It seemed like I couldn't miss when writing code. +Adding new features was simple because if the LLM rewrote something it shouldn't, the breakage was immediately apparent. +**AND** my code was well tested and maintained. +{ .annotate } + +1. You can see it in my [global `CLAUDE.md` file](https://github.com/MasonEgger/homedir/blob/main/.claude/CLAUDE.md?plain=1#L13). + +Want to take it a step further? +Check for coverage. +Have the LLM aim for 100% test coverage of your code. +You do have to keep an eye on this though, because sometimes AI likes to take initiative. +And by that it will test **everything** when not everything needs to be tested. +Like checking to see if an import from the standard library can be resolved. +I've had to tweak my sessions to have AI only test the _logic_ of my application and not if a library can be imported. +So while it can be a little excessive, I'd rather have it and not need it than need it and not have it. + +Still not satisfied? +Add some linters! +Mandate proper formatting! +Are you writing in Python? +Use type hints! +Y'all know Python is my favorite language. +I love the freedom and flexibility it gives me, but that comes with a cost. +One of those costs is Python's typing. +I think this function that I wrote takes a string, but the AI came through on a pass and messed it up, and now expects a 1998 Toyota Corolla. +So use a type checker to make sure that what you expect is what is _actually_ happening. + +So lint the fuck out of your project. +What's the worst that can happen? +You waste a few seconds? +Seems like a fair trade to me. + +## Principle \#3 - ~~Cattle~~ Context, not Pets + +Next let's talk about context management. +How AI manages context is one of the primary discussion points around improving AI performance and the tooling gets better every day. +Mishandling of context leads to the "dreaded context rot"(1), where the performance of AI degrades the longer you interact within a certain session. +Essentially, the longer you chat with an AI, the worse the performance gets, so we have to develop strategies for handling this. +{ .annotate } + +1. If this is not the name of the company death metal band from Anthropic I'm going to be sad. + +Now the way I handle context is similar to an SRE adage "Cattle, not Pets". + +My philosophy is simple. +I use one session per task. +I review the code, and ensure functionality was achieved. +I update relevant context files like the local configuration files(1). +I create a summary of the session and store it in the repo(2). +I commit the code to GitHub. +Then I use `/clear` to clear the entire context window, and start with the next task. +{ .annotate } + +1. More on this in the next section. Don't get ahead of me. +2. For example, a project level `CLAUDE.md`. + +Every task is a new beginning. +A new chance to get it right or fuck it all up. +And whether it's successful or not will depend if I properly maintained the history and roadmap **external to the agent**. +This is the true crux of it. +While different tools have gotten a **lot** better at maintaining context, it wasn't always that way. +And regressions can happen. +Like most backend engineers, I reserve the right to fire my tools at any point. +While I'm loving Claude Code now, that doesn't mean I wont eventually try out Codex. +If my history is locked in a tool, I'm locked in as well. + +So I don't baby my context window. +I just nuke it after every task and start over. +I built this concept after having been an SRE for many years. +In the DevOps space there's a notion of "Cattle not pets" which essentially dictates building of systems that can be easily replaced instead of babying a VPS. +In this instance, I treat my context windows as cattle, not pets. +This accomplishes two things. +It maintains that minty freshness of the models at the beginning of a session we all love so much, and it requires me to be _very deliberate_ about how I manage context in my projects. +This, in-turn, leads to better performance _regardless_ if the compaction gets better. +I'm no longer dependent on the tool or the model. +I control the context window. + +## Principle \#4 - Prompts are Code, and Should Be Documented as Such + +No surprise, if you're familiar with my work, that I think shit should be documented and documented well. +I chose to die on this hill years ago. +I have my burial plot picked out(1). +{ .annotate } + +1. It's nice. Under an oak tree. And my headstone will read "Use the oxford comma you fools". + +Let's dive a little deeper into what a prompt is. +Prompts are text you provide to the AI to achieve a task. +They have inputs, outputs, and side effects. +They can be buggy, inefficient, or elegant. +A bad prompt produces slop, while a good prompt produces working, maintainable code. +Sound familiar? +That's because prompts **are the code now.** +It's the new abstraction layer we're all learning to speak. +Good prompts should be versioned, reviewed, and iterated on just like everything else. +Why do you think I like my custom commands so much? +When I tweak a Command and it improves, I update it and commit it. + +So documenting prompts, I believe, is just as important as documenting the code. +Why? +Because documenting your code is something you do for the user. +Historically, however, we've been **REALLY BAD** about documenting stuff for the implementer. +And documenting your prompts does this. +It captures the history of the project. +How often do you look at a legacy codebase and just go "WHY?!?!" + +![Sheldon cooper reading a paper and yelling WHY gif](img/016-ai-principles/why.gif) + +Well now, if the implementation is being done via agents, we have a much better way of at least stitching together the conversations that were being had and why things are the way they are. +But this does beg the question, how _does_ one document prompts? + +Every tool has some way of exporting sessions, but I don't think that's enough. +I take it one step further and actually have a template for this that I have AI use to create a similar report after every session. +This template contains a recap of key actions, the main prompts and commands, cost, efficiency insights, possible process improvements, and any other interesting observations or highlights. +I then store these sessions in `.ai-sessions/` in the code repository and commit them. +Now I have a history. +I can use AI to look over them and generate some lessons learned and update its memory and context. + +## Anti-patterns That Will Slow You Down + +Ok, so I've listed all the things you _should_ do, but what about some things you **shouldn't** do? +These are the things that I am tired of reading about that, overall, I don't think add much value. + +## Anti-pattern \#1 - One Shots + +This bugs the hell out of me. +People trying give an LLM the prompt "build facebok"(1) and then getting upset it didn't get it right on the first try. +Really? +Is that how _you_ develop? +With no spec, no plan, and you get 20 minutes typing as fast as you can? +No you don't. +So stop expecting AI to do the same. +Yes, it can get _very_ far without aid. +But in my opinion this isn't a good thing. +The further ahead it gets of you, the less you understand about the project. +So ya, stop with the one shots. +It's dumb. +{ .annotate } + +1. Intentional misspelling to demonstrate the level of ignorance it takes to type this into an LLM. + +## Anti-pattern \#2 - Model of the Month + +I chose Claude a while back because I appreciate Anthropic's mission statement. +I never really gave other models a chance, and I don't really care to. +Why? +Because the differences between the flagship models of the large AI companies are never _really_ that big. +And if there is a gulf, it won't be there long. +I view this as a Formula 1 race. +Everyone's going really fast, all going for first, and who's in lead changes constantly. +Today Anthropic is in the lead by an inch. +Tomorrow it'll be OpenAI. +Then Google. +Then Anthropic pulls ahead again. +And to spend what limited capacity my brain has to focus on this is pointless. +If Anthropic isn't the best in the world I'm fine with that. +I'll wait a few weeks until it is again. + +## Anti-pattern \#3 - Feature of the Month + +This is a big one. +I shout this from the rooftops in the communities I'm in. +These AI companies are using AI to build AI. +That means they are shipping features at a velocity we've never seen before. +Honestly, I think this leads to "feature fatigue". +This is where you just get exhausted from constantly having to try to keep up with what's going on ON TOP OF your other responsibilities. +This happens to me all the time. +I see a new feature and I'm like, I can't wait to try that when I have some free time in a few days! +And by the time those few days pass, there's a new feature. +So I try to keep up. +But then what if I take a vacation and am gone for a few weeks? +Shit there's like 8 new features when I get back! +This actually happened to me, and it made kinda step back from AI for a while. +I only stepped forward again when I built myself the following framework. + +1. I will focus on MVW - Minimum Viable Workflow +2. I will only use new tools when I actually have a _need_ for them +3. I will ignore most of the announcements, or at least spend no more than 20 minutes on them until I'm ready for them + +Are there a shit ton of _awesome_ features I want to try right now? +Ya! +Am I going to? +Nope! +Not until I need them. +Maybe I'll set aside some time to catch up eventually. +But product adoption happens on my timeline, not Anthropic's. + +Do I feel left out on this? +Honestly, no. +Because for all these features, I am still producing at the rate I want, and I never see anyone gain any real serious ground by adopting them. +I have a friend who just prompts away in a CLI interface, and his output and quality are vastly superior to mine. +At the end of the day, a Stradivarius in the hands of a beginner is just a piece of wood. + +## Anti-pattern \#4 - Worrying About What Others Are Doing + +If you spend any amount of time on a social media platform where developers congregate you'll see a _metric fuck tonne_ of posts about how everyone is using AI. +This person used it to port their entire code base JS to Rust! +Another person used it to build a side business that's now generating passive income! +This person over here learned the Elder Prompt and has ascended into the singularity! +And if you refresh the page there's **100,000,000** more people saying the exact same thing a slightly different way! + +It's exhausting. +And it's easy to let yourself feel like you're behind the 8 ball on this one. +Trust me, you're not. +More than half those people online are full of shit. + +``` +Person 1: "I spent all weekend optimizing my Claude Code setup!" + +Person 2: "Oh cool! What did you build?" + +Person 1: "I now have a custom command that reads all my commands and optimizes them and writes them out as a Skill! + +Person 2: "That's awesome! How will that help you build?" + +Person 1: "Well next I'm going to optimize..." +``` + +And the cycle just continues(1). +So my best advice is to not let yourself get distracted by everyone else. +The reality of life is there will always be someone better than you. +As soon as I feel good about my AI setup and output, I read a blog that makes me feel like a beginner again. +And that's a **good thing**! +Because there is always something new to learn. +{ .annotate } + +1. And if you're looking at my blogs going "Hey wait aren't you doing the same thing?" No. Totally not. Hush. + +So don't let FOMO, or Fear of Missing Out, distract you on your journey. +Don't let others who are further on their journey discourage you. +It's a marathon, not a sprint. +And the race is just getting started. + +## A Method to My Madness + +You may be wondering(1) why I'm focusing on things like this and not just jumping right into the implementation. +Developers are notorious for their "just show me the code" mentality. +And ya, I could have done that. +But then you might miss the ramifications of what is happening. +AI isn't another library. +It isn't a new framework or programming language or whatever the hell else you want to compare it to in our industry. +It's a **fundamental shift** in how we work. +{ .annotate } + +1. Especially if you've read this entire series. + +A standard Computer Science curriculum has at least one course on Data Structures and Algorithms. +In this course you learn how various algorithms are built, the core data structures in programming languages, performance analysis (Big O) and more. +However, in your career it is _highly unlikely_ you'll ever implement a merge sort by hand. +So why do we take the time to learn this? + +Because we want to gain an understanding of how the system works. +Through this understanding, we learn how to properly implement solid solutions. +Sure you don't _need_ to learn this content. +There are successful developers out there right now who never did. +But those developers are likely missing(1) a key part of the mental model. +This is the key differentiator between a craft and a discipline(2). +The carpenter knows how to build the house, but the architect understands _why_ it has to be his way and dismissed other solutions that weren't appropriate. +{ .annotate } + +1. Unless they learned about it after, either formally or through experience. +2. Check out [Blog 1: We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md) for more details. + +I fear that those who say "just show me the code" with regards to using AI in this era are setting themselves up for failure down the road. +It's not just enough to know the magic incantation to chant to the LLM. +You have to understand why that incantation needs to be said. +Otherwise who knows what Eldritch Terror you'll unleash. + + + +--- + +_Ready to see these principles in action? Check out the final part of this series [How I Actually Use the Damn Thing](017-claude-code.md)._ + +!!! abstract "Part 3 of 4 of my `Brain Dump Ramblings on AI` blog series" + + Check out the other parts of this series: + + * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. + * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. + * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. + + + diff --git a/docs/blog/posts/016-claude-code.md b/docs/blog/posts/017-claude-code.md similarity index 80% rename from docs/blog/posts/016-claude-code.md rename to docs/blog/posts/017-claude-code.md index 67c8a89..5341898 100644 --- a/docs/blog/posts/016-claude-code.md +++ b/docs/blog/posts/017-claude-code.md @@ -17,13 +17,13 @@ authors: - masonegger --- -For the past ~seven months I've been using Claude Code with ever increasing fervor. -What started out as a "Fuck it, let's try it" has led to it becoming my most used tool on a daily basis. -Here's what I've learned so far. +Ok. +Enough waxing poetic about AI. +Here's how I use Claude Code to build software. -!!! tip "TL;DR - Just Want the Workflow?" +??? tip "TL;DR - Just Want the Workflow?" **The BPE Loop (Brainstorm → Plan → Execute):** @@ -339,7 +339,7 @@ For the first few weeks I used CC with a custom `CLAUDE.md` as my only change to But as I was working I found myself repeating various tasks and writing a variation of the same prompt over and over. So I dove a little deeper into the options for CC and found exactly what I was looking for, custom commands. -**Already know the CC features and just want to see my workflows? [Jump to the "My Workflows" section](#my-programming-workflows).** +**Already know the CC features and just want to see my workflows? [Jump to the BPE Loop section](#the-bpe-loop).** ### Commands @@ -487,210 +487,6 @@ Luckily, there is a way to organize all of this, and that's with Plugins. It also provides namespacing for your command, something like `/dev:python`. Currently I haven't organized anything into a plugin, but I'm thinking about it. -## Core Principles - -Ok, so that's my toolkit. -But how do I actually _use_ it? -For this blog, I'm going to focus solely on my programming workflows. -I'll write a separate blog in the future for my non-programming use cases. -Before I proceed to my Workflows(1), I need to cover the Core Principles of agentic development that guide me. -{ .annotate } - -1. I know, it's getting long. I warned you up top. I tried to not include this. I tried to put it elsewhere. But you can't be successful with my workflow if you don't at _least_ understand what governed me when I wrote it and hopefully _at best_ adopt these principles yourself. - -### This is MY Code, Not AI Code - -I often hear people blame AI generated code for things. -"AI put a security vulnerability in my code." -"AI submitted a trash pull request." -"This function is shit because AI wrote it." -And while I get the desire to shift blame onto an inanimate object that cant' defend itself(1), this leads us down a dangerous road. -{ .annotate } - -1. Or just sycophantically apologize. - -There is no "AI Code" vs. "Human Code". -There is just Human code(1). -While AI may have _generated_ the code, at some point a human was involved to provoke it. -Opus 4.6 didn't wake up one morning, yawn, stretch, and say "I'm going to rewrite the entire universe in Rust!". -Someone had to start that process. -And if you _start_ that process, you're **responsible** for it. -{ .annotate } - -1. Until Skynet, but at that point it wont matter anymore. - -Look at it this way. -Say you're using a code project generator to generate starting boilerplate. -Somewhere in that code there's a bug you miss and you commit it to a repository. -It somehow slips through code review(1) and makes it to production. -During regular production, a flaw is exploited causing the application to crash, costing the company money. -Who's fault is it, the engineer or the project generator? -Or maybe a better question, who can actually be punished for such an error? -It's the same with AI code. -{ .annotate } - -1. If you even do those. I've seen orgs that don't.... - -Once the code becomes a pull request, it ceases being AI code and starts becoming _your_ code. -It's your name on the merge, release, feature, etc.. -You are responsible for it(1). -Doesn't matter who or what wrote it, it's yours. -Own it. -{ .annotate } - -1. Back to the $500 button from [Part 2: Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md). Your value isn't in pushing the button, it's in knowing which damn button to push! AI can push a lot of buttons really fast, but it is your job to know which ones. - -But what happens if you **don't** do this? -You start to rack up a cognitive debt. -The more you let AI just cook without you reviewing or intervening, the less you will understand about the project. -Why does this matter? -Because if you can't reason about the mental model of your code, you will struggle to figure out where to take the project next, as Simon Willison recently wrote about on his [blog](https://simonwillison.net/2026/Feb/15/cognitive-debt/). - -It's for this reason that I _always_ review any code that AI produces. -**If I don't understand it, it doesn't get committed.** -It's my name. -We often forget that **software has consequences**. -My colleagues trust that I produce good work. -My open source communities trust that I don't provide them with buggy or worse vulnerable code. -In this quickly accelerating world of AI generated code, don't tarnish your reputation because you're being lazy. - -### Rules for Thee, Not for Me - -The boundaries and rules we give our agents are called Guardrails. -Imagine them like the bumpers in bowling that prevent you from rolling a gutter ball. -They don't guarantee a strike, but they prevent the worst case scenarios. -We have to provide guardrails to our agents as they write code to prevent them from going completely off the rail(1). -Coding agents are often unpredictable. -Sure they get better and better every day, but they sometimes go down a rabbit hole of nonsense and produce woefully inaccurate crap. -Turns out, we already have the tools necessary, and it's the things most developers loathe. -You guessed it, testing! -{ .annotate } - -1. See what I did there? - -While many developers bemoan testing, it turns out AI _loves_ structure. -Any tool the agent can use to validate its goal enhances the capabilities of the agent and lowers the likelihood of failure. -So make CC do **Test Driven Development**. -I do. -You can see it in my [global `CLAUDE.md` file](https://github.com/MasonEgger/homedir/blob/main/.claude/CLAUDE.md?plain=1#L13). -Have AI write the tests first, _then_ write the implementation. -This works _remarkably_ well as it causes the agent to predict failure cases and "think" more about the different code paths. -My success rate when I switched to making CC do this doubled. -It seemed like I couldn't miss when writing code. -Adding new features was simple because if CC rewrote something it shouldn't, the breakage was immediately apparent. -**AND** my code was well tested and maintained. - -Want to take it a step further? -Check for coverage. -Have CC aim for 100% test coverage of your code. -You do have to keep an eye on this though, because CC likes to take initiative. -And by that it will test **everything** when not everything needs to be tested. -Like checking to see if an import from the standard library can be resolved. -I've had to tweak my CC sessions to have it only test the _logic_ of my application and not if a library can be imported. -So while it can be a little excessive, I'd rather have it and not need it than need it and not have it. - -Still not satisfied? -Add some linters! -Mandate proper formatting! -Are you writing in Python? -Use type hints! -Y'all know Python is my favorite language. -I love the freedom and flexibility it gives me, but that comes with a cost. -One of those costs is Python's typing. -I think this function that I wrote takes a string, but CC came through on a pass and messed it up, and now expects a 1998 Toyota Corolla. -So use a type checker to make sure that what you expect is what is _actually_ happening. - -So lint the fuck out of your project. -What's the worst that can happen? -You waste a few seconds? -Seems like a fair trade to me. - -### ~~Cattle~~ Context, not Pets - -Next let's talk about context management. -How AI manages context is one of the primary discussion points around improving AI performance and the tooling gets better every day. -Mishandling of context leads to the "dreaded context rot"(1), where the performance of AI degrades the longer you interact within a certain session. -Essentially, the longer you chat with an AI, the worse the performance gets, so we have to develop strategies for handling this. -{ .annotate } - -1. If this is not the name of the company death metal band from Anthropic I'm going to be sad. - -Now the way I handle context is similar to an SRE adage "Cattle, not Pets". - -My philosophy is simple. -I use one session per task. -I review the code, and ensure functionality was achieved. -I update relevant context files like the local `CLAUDE.md` using `/init`. -I create a summary of the session and store it in the repo(1). -I commit the code to GitHub. -Then I use `/clear` to clear the entire context window, and start with the next task. -{ .annotate } - -1. More on this in the next section. Don't get ahead of me. - -Every task is a new beginning. -A new chance to get it right or fuck it all up. -And whether it's successful or not will depend if I properly maintained the history and roadmap **external to the agent**. -This is the true crux of it. -While different tools have gotten a **lot** better at maintaining context, it wasn't always that way. -And regressions can happen. -Like most backend engineers, I reserve the right to fire my tools at any point. -While I'm loving CC now, that doesn't mean I wont eventually try out Codex. -If my history is locked in a tool, I'm locked in as well. - -So I don't baby my context window. -I just nuke it after every task and start over. -I built this concept after having been an SRE for many years. -In the DevOps space there's a notion of "Cattle not pets" which essentially dictates building of systems that can be easily replaced instead of babying a VPS. -In this instance, I treat my context windows as cattle, not pets. -This accomplishes two things. -It maintains that minty freshness of the models at the beginning of a session we all love so much, and it requires me to be _very deliberate_ about how I manage context in my projects. -This, in-turn, leads to better performance _regardless_ if the compaction gets better. -I'm no longer dependent on the tool or the model. -I control the context window. - -### Prompts are Code, and Should Be Documented as Such - -No surprise, if you're familiar with my work, that I think shit should be documented and documented well. -I chose to die on this hill years ago. -I have my burial plot picked out(1). - -Let's dive a little deeper into what a prompt is. -Prompts are text you provide to the AI to achieve a task. -They have inputs, outputs, and side effects. -They can be buggy, inefficient, or elegant. -A bad prompt produces slop, while a good prompt produces working, maintainable code. -Sound familiar? -That's because prompts **are the code now.** -It's the new abstraction layer we're all learning to speak. -Good prompts should be versioned, reviewed, and iterated on just like everything else. -Why do you think I like my custom commands so much? -When I tweak a Command and it improves, I update it and commit it. - -So documenting prompts, I believe, is just as important as documenting the code. -Why? -Because documenting your code is something you do for the user. -Historically, however, we've been **REALLY BAD** about documenting stuff for the implementer. -And documenting your prompts does this. -It captures the history of the project. -How often do you look at a legacy codebase and just go "WHY?!?!" -{ .annotate } - -1. It's nice. Under an oak tree. And my headstone will read "Use the oxford comma you fools". - -![Sheldon cooper reading a paper and yelling WHY gif](img/016-claude-code/why.gif) - -Well now, if the implementation is being done via agents, we have a much better way of at least stitching together the conversations that were being had and why things are the way they are. -But this does beg the question, how _does_ one document prompts? - -Every tool has some way of exporting sessions, but I don't think that's enough. -I take it one step further and actually have a template for this that I have AI use to create a similar report after every session. -This template contains a recap of key actions, the main prompts and commands, cost, efficiency insights, possible process improvements, and any other interesting observations or highlights. -I then store these sessions in `.ai-sessions/` in the code repository and commit them. -Now I have a history. -I can use AI to look over them and generate some lessons learned and update its memory and context. - - ## Finally, the Damn Workflow ![Get on with it Monty Python gif](https://media2.giphy.com/media/v1.Y2lkPTc5MGI3NjExc2sxcHBnNjkyb3N1MGRrNGQyaTVkanpleHB4cWp6YmlncGs4dW53OSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/oGAM2NfiX50ac/giphy.gif) @@ -837,7 +633,8 @@ And `todo.md` file details _what_ has actually been implemented. Now `todo.md` isn't anything special(1). It's simply a todo list to keep track of what is being worked on. You may be wondering "Why not just use the todolist functionality built in to CC?" -And that's a good question, one we'll cover more in the next section. +Because I `/clear` after every task, and `/clear` wipes the built-in todo along with everything else. +If I want progress to persist across sessions, it has to live in a file. { .annotate } 1. Sorry `todo.md`. You're special to me 💙 @@ -986,7 +783,7 @@ Always 👏 review 👏 everything!👏 "But you said that Claude is better at prompting than you are why review them?" That's actually a great question. I review these files _not_ because I think I can write better prompts than Claude(2). -It review them because if I missed anything in the spec, it will become **glaringly apparent** in `plan.md`. +I review them because if I missed anything in the spec, it will become **glaringly apparent** in `plan.md`. The prompt will ask for things to be done that just don't make sense. **OR** it will expose holes in my skills, `CLAUDE.md` files, and other sources I asked it to look from. { .annotate } @@ -1136,7 +933,7 @@ If you enjoy sitting down, providing one prompt and hoping to get to success the But if you're trying to build something meaningful that will survive the software engineering lifecycle for years to come, that style of "vibe coding" ain't gonna cut it. But you know that. -## "Doesn't this make you INSERT_NEGATIVE_EMOTION_HERE?" +### "Doesn't this make you INSERT_NEGATIVE_EMOTION_HERE?" Fuck no. @@ -1216,78 +1013,6 @@ While the models have gotten better about not hallucinating when they do this, t So if you are converting a quickstart guide from Python to Ruby, have it copy the file _then_ read it and update it. The end result will be better. -## Distractions We Need to Stop Focusing On - -Ok, so I've listed all the things you _should_ do, but what about some things you **shouldn't** do? - -### One Shots - -This bugs the hell out of me. -People trying give CC a prompt "build facebok" and then getting upset it didn't get it right on the first try. -Really? -Is that how _you_ develop? -With no spec, no plan, and you get 20 minutes typing as fast as you can? -No you don't. -So stop expecting AI to do the same. -Yes, it can get _very_ far without aide. -But in my opinion this isn't a good thing. -The further ahead it gets of you, the less you understand about the project. -So ya, stop with the one shots. -It's dumb. - -### Model of the Month - -I chose CC a while back because I appreciate Anthropic's mission statement. -I never really gave other models a chance, and I don't really care to. -Why? -Because the differences between the flagship models of the large AI companies are never _really_ that big. -And if there is a gulf, it won't be there long. -I view this as a Formula 1 race. -Everyone's going really fast, all going for first, and who's in lead changes constantly. -Today Anthropic is in the lead by an inch. -Tomorrow it'll be OpenAI. -Then Google. -Then Anthropic pulls ahead again. -And to spend what limited capacity my brain has to focus on this is pointless. -If Anthropic isn't the best in the world I'm fine with that. -I'll wait a few weeks until it is again. - -### Feature of the Month - -This is a big one. -I shout this from the rooftops in the communities I'm in. -These AI companies are using AI to build AI. -That means they are shipping features at a velocity we've never seen before. -Honestly, I think this leads to "feature fatigue". -This is where you just get exhausted from constantly having to try to keep up with what's going on ON TOP OF your other responsibilities. -This happens to me all the time. -I see a new feature and I'm like, I can't wait to try that when I have some free time in a few days! -And by the time those few days pass, there's a new feature. -So I try to keep up. -But then what if I take a vacation and am gone for a few weeks? -Shit there's like 8 new features when I get back! -This actually happened to me, and it made kinda step back from AI for a while. -I only stepped forward again when I built myself the following framework. - -1. I will focus on MVW - Minimum Viable Workflow -2. I will only use new tools when I actually have a _need_ for them -3. I will ignore most of the announcements, or at least spend no more than 20 minutes on them until I'm ready for them - -Are there a shit ton of _awesome_ CC features I want to try right now? -Ya! -Am I going to? -Nope! -Not until I need them. -Maybe I'll set aside some time to catch up eventually. -But product adoption happens on my timeline, not Anthropic's. - -Do I feel left out on this? -Honestly, no. -Because for all these features, I am still producing at the rate I want, and I never see anyone gain any real serious ground by adopting them. -I have a friend who uses Claude Code with just CLI and prompts. -And his output and quality are vastly superior to mine. -At the end of the day, a Stradivarius in the hands of a beginner is just a piece of wood. - ## Now Go Forth and Prosper! ![Buddy the elf saying "You did it! Congratulations" gif](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExcGdqc3BvYWJ3eWdhbzA1ZmV6eGpiZnVpOGtzbHF4MjMzY3Bldm9zZyZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/RIjVnmAtOD4l4c2Ert/giphy.gif) @@ -1308,10 +1033,13 @@ And I wish the same for you. 1. If you think it took you a long time to read, imagine how long it took me to write. The answer is about a month. 2. Read [Part 1: We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md) for context if you haven't already. -!!! abstract "Part 3 of 3 of my `Brain Dump Ramblings on AI` blog series" +!!! abstract "Part 4 of 4 of my `Brain Dump Ramblings on AI` blog series" + + Check out the other parts of this series: * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. + * Part 3 - **[First Principles of Using AI](016-ai-principles.md)** - The core foundations I've adopted when using AI tools. *[CC]: Claude Code diff --git a/docs/blog/posts/img/016-claude-code/why.gif b/docs/blog/posts/img/016-ai-principles/why.gif similarity index 100% rename from docs/blog/posts/img/016-claude-code/why.gif rename to docs/blog/posts/img/016-ai-principles/why.gif diff --git a/docs/extras/index.md b/docs/extras/index.md index 77cc39d..8427061 100644 --- a/docs/extras/index.md +++ b/docs/extras/index.md @@ -16,6 +16,7 @@ If you find it useful too then that's alright too. lol :stuck_out_tongue_closed_ * [*Maker's Schedule, Manager's Schedule* - Paul Graham](http://www.paulgraham.com/makersschedule.html) * [*Always be quitting* - Julio Merino](https://jmmv.dev/2021/04/always-be-quitting.html) * [*How to help a student get unstuck*](https://offbyone.us/posts/how-to-help-a-student-get-unstuck/) +* [*My AI Adoption Journey* - Mitchell Hashimoto](https://mitchellh.com/writing/my-ai-adoption-journey) ### Books diff --git a/docs/index.md b/docs/index.md index 5216a0d..6e653b6 100644 --- a/docs/index.md +++ b/docs/index.md @@ -35,7 +35,8 @@ My recent **Brain Dump Ramblings on AI** series
    • [Part 1: We're Witnessing the Evolution of Software Engineering](blog/posts/014-software-engineering-evolution.md)
    • [Part 2: Code is Now Cheap, Don't Devalue Yourself](blog/posts/015-code-is-cheap.md)
      • -
    • [Part 3: How I Actually Use the Damn Thing](blog/posts/016-claude-code.md)
      • +
    • [Part 3: First Principles of Using AI](blog/posts/016-ai-principles.md)
      • +
    • [Part 4: How I Actually Use the Damn Thing](blog/posts/017-claude-code.md)
    From 1b2a5996555287cb066ee1eb3fea1fbd783998b2 Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Fri, 20 Feb 2026 11:28:05 -0600 Subject: [PATCH 09/12] cameron feedback --- docs/blog/posts/016-ai-principles.md | 11 +++++++---- docs/blog/posts/017-claude-code.md | 2 +- 2 files changed, 8 insertions(+), 5 deletions(-) diff --git a/docs/blog/posts/016-ai-principles.md b/docs/blog/posts/016-ai-principles.md index 74a115d..9332301 100644 --- a/docs/blog/posts/016-ai-principles.md +++ b/docs/blog/posts/016-ai-principles.md @@ -170,8 +170,10 @@ Essentially, the longer you chat with an AI, the worse the performance gets, so 1. If this is not the name of the company death metal band from Anthropic I'm going to be sad. Now the way I handle context is similar to an SRE adage "Cattle, not Pets". +This practice dictates building of systems that can be easily replaced instead of babying a VPS. +So you treat the server or container like livestock for slaughter, and if it goes down you kill it and start a new one. +My context managing philosophy is the same. -My philosophy is simple. I use one session per task. I review the code, and ensure functionality was achieved. I update relevant context files like the local configuration files(1). @@ -195,14 +197,15 @@ If my history is locked in a tool, I'm locked in as well. So I don't baby my context window. I just nuke it after every task and start over. -I built this concept after having been an SRE for many years. -In the DevOps space there's a notion of "Cattle not pets" which essentially dictates building of systems that can be easily replaced instead of babying a VPS. -In this instance, I treat my context windows as cattle, not pets. +My context window is the cattle(1), not a pet. This accomplishes two things. It maintains that minty freshness of the models at the beginning of a session we all love so much, and it requires me to be _very deliberate_ about how I manage context in my projects. This, in-turn, leads to better performance _regardless_ if the compaction gets better. I'm no longer dependent on the tool or the model. I control the context window. +{ .annotate } + +1. Should be cow, cattle is plural. But I had to make that metaphor work. ## Principle \#4 - Prompts are Code, and Should Be Documented as Such diff --git a/docs/blog/posts/017-claude-code.md b/docs/blog/posts/017-claude-code.md index 5341898..453a2f3 100644 --- a/docs/blog/posts/017-claude-code.md +++ b/docs/blog/posts/017-claude-code.md @@ -1,7 +1,7 @@ --- title: "How I Actually Use the Damn Thing" description: "Enough waxing poetic about AI, here's my actual Claude Code workflow." -date: 2026-02-06 +date: 2026-02-07 categories: - Software Engineering - AI From 730a39c5593ebc206d9ecae172e6a6a360486ac5 Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Fri, 20 Feb 2026 13:37:47 -0600 Subject: [PATCH 10/12] updating 016 blog --- .../014-software-engineering-evolution.md | 2 +- docs/blog/posts/015-code-is-cheap.md | 2 +- docs/blog/posts/016-ai-principles.md | 61 ++++++++++++------- docs/blog/posts/017-claude-code.md | 2 +- docs/index.md | 2 +- 5 files changed, 44 insertions(+), 25 deletions(-) diff --git a/docs/blog/posts/014-software-engineering-evolution.md b/docs/blog/posts/014-software-engineering-evolution.md index 1ad0556..eda626a 100644 --- a/docs/blog/posts/014-software-engineering-evolution.md +++ b/docs/blog/posts/014-software-engineering-evolution.md @@ -373,5 +373,5 @@ _How does this affect software engineering right now? Check out Part 2 of this b Check out the other parts of this series: * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. - * Part 3 - **[First Principles of Using AI](016-ai-principles.md)** - The core foundations I've adopted when using AI tools. + * Part 3 - **[What I Found Actually Works with AI](016-ai-principles.md)** - The do's and don'ts that guide everything I do. * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. \ No newline at end of file diff --git a/docs/blog/posts/015-code-is-cheap.md b/docs/blog/posts/015-code-is-cheap.md index 9f994d3..c3929e8 100644 --- a/docs/blog/posts/015-code-is-cheap.md +++ b/docs/blog/posts/015-code-is-cheap.md @@ -317,5 +317,5 @@ _Curious about my personal AI journey, how I got started, and all my tips and tr Check out the other parts of this series: * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. - * Part 3 - **[First Principles of Using AI](016-ai-principles.md)** - The core foundations I've adopted when using AI tools. + * Part 3 - **[What I Found Actually Works with AI](016-ai-principles.md)** - The do's and don'ts that guide everything I do. * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. diff --git a/docs/blog/posts/016-ai-principles.md b/docs/blog/posts/016-ai-principles.md index 9332301..5d684ca 100644 --- a/docs/blog/posts/016-ai-principles.md +++ b/docs/blog/posts/016-ai-principles.md @@ -1,5 +1,5 @@ --- -title: "First Principles of Using AI" +title: "What I Found Actually Works with AI" description: "After playing with enough models, agents, etc. here are the core foundations I've adopted when using these tools." date: 2026-02-06 categories: @@ -21,12 +21,11 @@ Features ship faster than you can even imagine. But after months of experimenting with different AI tools and workflows, I noticed certain patterns kept appearing. Strategies and principles that yielded good results regardless of which shiny new thing I was using. And I found myself coming back to them time and time again. -And it got me thinking, maybe there is a set of first principles that improve AI usage. -## Approaching AI from a First Principles Mindset +## Cutting Through The Noise It's easy to get sucked into the AI vortex. You type in a question or give it a task and sit back and watch it cook. @@ -37,20 +36,41 @@ No sweat. Want it to build your entire business and manage it for you? Believe it or not, that's happening **today**. It's hard to look at this and not be in awe. -It feels like magic. +It feels like magic(1). +{ .annotate } + +1. And let's be honest, it fucking is. We took sand, hit it with the full force of Zeus, and it gives us _reasoned thought_. We cracked the Philosopher's Stone y'all. This is the closest thing to magic we have. + +So now we hold this _unbelievably_ powerful tool that contains the entire library of human knowledge and understanding, and we have to figure out what to do with it. +Should we build a company? +Find the cure to cancer? +Bring about world peace? +All of these boil down to a common theme. + +**Get shit done**. + +That's it. +That's the goal. +AI exists to help you deliver. +Ship the feature. +Fix the bug. +Write the docs. +Build the product. +Whatever "done" looks like for you, AI is a tool to get you there faster. +Some things distract us, some things unlock our ability to **get shit done** faster. -However, just because it feels like magic, doesn't mean it is. And like all great high fantasy magic systems, there are rules that must be followed to achieve immense power! -Here are the first principles of using AI that I have found and that guide everything I do. +Here are the do's and don'ts of using AI that guide everything I do. ???+ info "This Blog's Intention" This blog is deliberately provider and model agnostic. - The point of first principles is they should apply to generative AI as a whole, not one specific provider. + These do's and don'ts apply to generative AI as a whole, not one specific provider. If you're looking for exact implementation details, check out the [next blog in this series](017-claude-code.md) +## Principles That Accelerate -## Principle \#1 - This is MY Code, Not AI Code +### Principle \#1 - This is MY Code, Not AI Code I often hear people blame AI generated code for things. "AI put a security vulnerability in my code." @@ -106,7 +126,7 @@ My colleagues trust that I produce good work. My open source communities trust that I don't provide them with buggy or worse vulnerable code. In this quickly accelerating world of AI generated code, don't tarnish your reputation because you're being lazy. -## Principle \#2 - Rules for Thee, Not for Me +### Principle \#2 - Rules for Thee, Not for Me The boundaries and rules we give our agents are called Guardrails. Imagine them like the bumpers in bowling that prevent you from rolling a gutter ball. @@ -122,7 +142,7 @@ You guessed it, testing! While many developers bemoan testing, it turns out AI _loves_ structure. Any tool the agent can use to validate its goal enhances the capabilities of the agent and lowers the likelihood of failure. -So make my LLM do **Test Driven Development**. +So I make my LLM do **Test Driven Development**. I do(1). Have AI write the tests first, _then_ write the implementation. This works _remarkably_ well as it causes the agent to predict failure cases and "think" more about the different code paths. @@ -159,7 +179,7 @@ What's the worst that can happen? You waste a few seconds? Seems like a fair trade to me. -## Principle \#3 - ~~Cattle~~ Context, not Pets +### Principle \#3 - ~~Cattle~~ Context, not Pets Next let's talk about context management. How AI manages context is one of the primary discussion points around improving AI performance and the tooling gets better every day. @@ -177,13 +197,12 @@ My context managing philosophy is the same. I use one session per task. I review the code, and ensure functionality was achieved. I update relevant context files like the local configuration files(1). -I create a summary of the session and store it in the repo(2). +I create a summary of the session and store it in the repo. I commit the code to GitHub. Then I use `/clear` to clear the entire context window, and start with the next task. { .annotate } -1. More on this in the next section. Don't get ahead of me. -2. For example, a project level `CLAUDE.md`. +1. For example, a project level `CLAUDE.md`. Every task is a new beginning. A new chance to get it right or fuck it all up. @@ -207,7 +226,7 @@ I control the context window. 1. Should be cow, cattle is plural. But I had to make that metaphor work. -## Principle \#4 - Prompts are Code, and Should Be Documented as Such +### Principle \#4 - Prompts are Code, and Should Be Documented as Such No surprise, if you're familiar with my work, that I think shit should be documented and documented well. I chose to die on this hill years ago. @@ -251,12 +270,12 @@ I can use AI to look over them and generate some lessons learned and update its ## Anti-patterns That Will Slow You Down Ok, so I've listed all the things you _should_ do, but what about some things you **shouldn't** do? -These are the things that I am tired of reading about that, overall, I don't think add much value. +These are the things that I am bored with, tired of, and pissed at. -## Anti-pattern \#1 - One Shots +### Anti-pattern \#1 - One Shots This bugs the hell out of me. -People trying give an LLM the prompt "build facebok"(1) and then getting upset it didn't get it right on the first try. +People try giving an LLM the prompt "build facebok"(1) and then getting upset it didn't get it right on the first try. Really? Is that how _you_ develop? With no spec, no plan, and you get 20 minutes typing as fast as you can? @@ -271,7 +290,7 @@ It's dumb. 1. Intentional misspelling to demonstrate the level of ignorance it takes to type this into an LLM. -## Anti-pattern \#2 - Model of the Month +### Anti-pattern \#2 - Model of the Month I chose Claude a while back because I appreciate Anthropic's mission statement. I never really gave other models a chance, and I don't really care to. @@ -288,7 +307,7 @@ And to spend what limited capacity my brain has to focus on this is pointless. If Anthropic isn't the best in the world I'm fine with that. I'll wait a few weeks until it is again. -## Anti-pattern \#3 - Feature of the Month +### Anti-pattern \#3 - Feature of the Month This is a big one. I shout this from the rooftops in the communities I'm in. @@ -323,7 +342,7 @@ Because for all these features, I am still producing at the rate I want, and I n I have a friend who just prompts away in a CLI interface, and his output and quality are vastly superior to mine. At the end of the day, a Stradivarius in the hands of a beginner is just a piece of wood. -## Anti-pattern \#4 - Worrying About What Others Are Doing +### Anti-pattern \#4 - Worrying About What Others Are Doing If you spend any amount of time on a social media platform where developers congregate you'll see a _metric fuck tonne_ of posts about how everyone is using AI. This person used it to port their entire code base JS to Rust! diff --git a/docs/blog/posts/017-claude-code.md b/docs/blog/posts/017-claude-code.md index 453a2f3..9b69b69 100644 --- a/docs/blog/posts/017-claude-code.md +++ b/docs/blog/posts/017-claude-code.md @@ -1039,7 +1039,7 @@ And I wish the same for you. * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. - * Part 3 - **[First Principles of Using AI](016-ai-principles.md)** - The core foundations I've adopted when using AI tools. + * Part 3 - **[What I Found Actually Works with AI](016-ai-principles.md)** - The do's and don'ts that guide everything I do. *[CC]: Claude Code diff --git a/docs/index.md b/docs/index.md index 6e653b6..47ea05c 100644 --- a/docs/index.md +++ b/docs/index.md @@ -35,7 +35,7 @@ My recent **Brain Dump Ramblings on AI** series
    • [Part 1: We're Witnessing the Evolution of Software Engineering](blog/posts/014-software-engineering-evolution.md)
    • [Part 2: Code is Now Cheap, Don't Devalue Yourself](blog/posts/015-code-is-cheap.md)
      • -
    • [Part 3: First Principles of Using AI](blog/posts/016-ai-principles.md)
      • +
    • [Part 3: What I Found Actually Works with AI](blog/posts/016-ai-principles.md)
    • [Part 4: How I Actually Use the Damn Thing](blog/posts/017-claude-code.md)
    From df57aed5bb4a69388c7d9d071e9544eedad54ba1 Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Sun, 22 Feb 2026 23:46:52 -0600 Subject: [PATCH 11/12] updating blogs and getting ready for publish --- .../014-software-engineering-evolution.md | 5 +- docs/blog/posts/015-code-is-cheap.md | 3 +- docs/blog/posts/016-ai-principles.md | 107 +++- docs/blog/posts/017-claude-code.md | 539 ++++-------------- docs/blog/posts/018-claude-customize.md | 438 ++++++++++++++ .../posts/img/017-claude-code/toolbelt.gif | Bin 0 -> 961765 bytes docs/index.md | 1 + 7 files changed, 659 insertions(+), 434 deletions(-) create mode 100644 docs/blog/posts/018-claude-customize.md create mode 100644 docs/blog/posts/img/017-claude-code/toolbelt.gif diff --git a/docs/blog/posts/014-software-engineering-evolution.md b/docs/blog/posts/014-software-engineering-evolution.md index eda626a..b79da62 100644 --- a/docs/blog/posts/014-software-engineering-evolution.md +++ b/docs/blog/posts/014-software-engineering-evolution.md @@ -368,10 +368,11 @@ But the person who knows how to use AI might, if you don't. _How does this affect software engineering right now? Check out Part 2 of this blog series [Code is Now Cheap, Don't Devalue Yourself](015-code-is-cheap.md)._ -!!! abstract "Part 1 of 4 of my `Brain Dump Ramblings on AI` blog series" +!!! abstract "Part 1 of 5 of my `Brain Dump Ramblings on AI` blog series" Check out the other parts of this series: * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. * Part 3 - **[What I Found Actually Works with AI](016-ai-principles.md)** - The do's and don'ts that guide everything I do. - * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. \ No newline at end of file + * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. + * Part 5 - **[Skills, Plugins, and MCP Oh My!](018-claude-customize.md)** - A deep dive into Claude Code's customization features. \ No newline at end of file diff --git a/docs/blog/posts/015-code-is-cheap.md b/docs/blog/posts/015-code-is-cheap.md index c3929e8..4819857 100644 --- a/docs/blog/posts/015-code-is-cheap.md +++ b/docs/blog/posts/015-code-is-cheap.md @@ -312,10 +312,11 @@ Because at the end of the day, the future belongs to those who show up for it. _Curious about my personal AI journey, how I got started, and all my tips and tricks? Come back tomorrow for the next part of the series._ -!!! abstract "Part 2 of 4 of my `Brain Dump Ramblings on AI` blog series" +!!! abstract "Part 2 of 5 of my `Brain Dump Ramblings on AI` blog series" Check out the other parts of this series: * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. * Part 3 - **[What I Found Actually Works with AI](016-ai-principles.md)** - The do's and don'ts that guide everything I do. * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. + * Part 5 - **[Skills, Plugins, and MCP Oh My!](018-claude-customize.md)** - A deep dive into Claude Code's customization features. diff --git a/docs/blog/posts/016-ai-principles.md b/docs/blog/posts/016-ai-principles.md index 5d684ca..2830e2b 100644 --- a/docs/blog/posts/016-ai-principles.md +++ b/docs/blog/posts/016-ai-principles.md @@ -1,16 +1,14 @@ --- title: "What I Found Actually Works with AI" description: "After playing with enough models, agents, etc. here are the core foundations I've adopted when using these tools." -date: 2026-02-06 +date: 2026-02-23 categories: - Software Engineering - AI - Productivity - Brain Dump Ramblings on AI Series tags: - - Python - - Temporal - - Writing + - LLMs authors: - masonegger --- @@ -190,7 +188,7 @@ Essentially, the longer you chat with an AI, the worse the performance gets, so 1. If this is not the name of the company death metal band from Anthropic I'm going to be sad. Now the way I handle context is similar to an SRE adage "Cattle, not Pets". -This practice dictates building of systems that can be easily replaced instead of babying a VPS. +This practice dictates building of systems that can be easily replaced instead of babying a dedicated server. So you treat the server or container like livestock for slaughter, and if it goes down you kill it and start a new one. My context managing philosophy is the same. @@ -247,6 +245,98 @@ Good prompts should be versioned, reviewed, and iterated on just like everything Why do you think I like my custom commands so much? When I tweak a Command and it improves, I update it and commit it. +??? abstract "Example Session Summary from One of My Projects" + + ```md + # Session Summary: YouTube Embed & Toolchain Improvements + + **Date:** 2026-02-22 + **Duration:** ~12 minutes + **Conversation Turns:** 6 (user messages) + **Model:** Claude Opus 4.6 + **Total Cost:** ~$3.50 (estimated) + + ## Key Actions + + ### 1. Step 6: YouTube Embed (Completed) + - **RED**: Created `tests/test_youtube.py` with 10 tests across 3 classes: + - `TestYouTubeBasic` (2 tests): iframe attributes, default 16/9 aspect ratio + - `TestYouTubeDimensions` (5 tests): custom height+width, height-only, aspect ratio for default/square/custom dims + - `TestYouTubeEdgeCases` (3 tests): not matched in paragraph, not matched in fence, URL encoding + - All 10 tests confirmed failing (RED validated) + - **GREEN**: Created two new source files: + - `src/do_markdown/_util.py`: `reduce_fraction()` using `math.gcd` + - `src/do_markdown/youtube.py`: `YouTubePreprocessor` (priority 20) + `YouTubeExtension` + - All 10 tests passed on first implementation — zero debugging + - Fixed one ruff lint issue (unused `pytest` import) + + ### 2. Coverage Analysis & Gap Fix + - User asked about test coverage — ran `pytest-cov` (initially as ephemeral dep) + - **Result**: 99% coverage, 3 missing lines in `fence.py:111-113` (non-fence line path in preprocessor) + - Added `test_text_surrounding_fence_preserved` to `TestNoDirectives` class + - **Result**: 100% coverage across all 240 statements, 0 missing + + ### 3. Toolchain Restructuring + - Added `pytest-cov>=7.0` to dev dependencies in `pyproject.toml` + - Restructured justfile commands: + - `just test` — pytest with `--cov=do_markdown --cov-report=term-missing` + - `just lint` — ruff check + ruff format --check + - `just typecheck` — mypy --strict + - `just check` — composes `test lint typecheck` as just dependencies (not reimplemented) + - User corrected initial approach where `just check` manually listed all commands — pointed out it should just compose the other targets + - Updated `CLAUDE.md` and `MEMORY.md` to reflect new command structure + + ## Main Prompts & Commands + + | # | User Prompt | Action Taken | + |---|------------|--------------| + | 1 | `/app-dev:execute-plan` | Read context, implemented Step 6 (YouTube embed) via TDD | + | 2 | `/meta:session-summary` | Created initial session summary | + | 3 | `/git:commit-msg` | Wrote commit message to commit-msg.md | + | 4 | "What is the test coverage?" | Ran pytest-cov, identified 3 uncovered lines in fence.py | + | 5 | "Add coverage for the test case" | Added test, achieved 100% coverage | + | 6 | "Add coverage to dev packages..." | Added pytest-cov dep, restructured justfile, updated CLAUDE.md | + | 7 | User correction: "just check should just run test lint typecheck" | Simplified justfile to use just dependency composition | + | 8 | `/meta:session-summary` | Created this session summary | + + ## Efficiency Insights + + - **Excellent:** YouTube embed implemented in one pass — 10/10 tests passed on first GREEN implementation + - **Excellent:** Coverage gap identified and fixed with a single targeted test + - **Good:** Initial justfile restructuring was over-engineered (duplicated commands in `check`). User caught this and the fix was clean — `check: test lint typecheck` using just's dependency system + - **Good:** Also split `lint` to include both ruff check and format check (previously these were separate in the old `check` command) + + ## Process Improvements + + 1. **Use just dependency composition**: When creating aggregate commands, use `target: dep1 dep2 dep3` syntax instead of repeating the underlying commands. This keeps things DRY and ensures the aggregate always matches the individual commands. + 2. **Add coverage from the start**: pytest-cov should have been in the initial scaffolding (Step 1). Having coverage visibility earlier would have caught the fence.py gap sooner. + 3. **Coverage as part of `just test`**: By embedding `--cov` flags in the default test command, coverage is always visible without extra effort. + + ## Current Project State + + - **Steps 1-6:** Complete + - **Next:** Step 7 — CodePen Embed + - **Files created this session:** + - `src/do_markdown/_util.py` (reduce_fraction utility) + - `src/do_markdown/youtube.py` (YouTubePreprocessor + YouTubeExtension) + - `tests/test_youtube.py` (10 tests across 3 classes) + - `.ai-sessions/session-20260222-1113-youtube-embed.md` (mid-session summary) + - **Files modified this session:** + - `pyproject.toml` (added pytest-cov dep) + - `justfile` (restructured all commands, added coverage, composed check) + - `CLAUDE.md` (updated command documentation) + - `tests/test_fence.py` (added 1 coverage test — 39 total fence tests) + - `plan.md` (Step 6 → Done) + - `todo.md` (items 6.1–6.6 checked) + - **Full verification (`just check`):** All passing — 60 tests, 100% coverage, clean lint, clean types + + ## Observations + + - The YouTube extension is the simplest extension so far — no postprocessor needed, just line-by-line replacement in a preprocessor. This validates the architecture decision to keep embeds as simple preprocessors. + - 100% statement coverage across all 240 statements. The only gap was a non-fence-line path that was trivially covered by adding surrounding text to an existing test. + - The justfile restructuring is a nice quality-of-life improvement. Individual commands (`test`, `lint`, `typecheck`) are independently useful, and `check` composes them cleanly. + ``` + So documenting prompts, I believe, is just as important as documenting the code. Why? Because documenting your code is something you do for the user. @@ -419,17 +509,20 @@ Otherwise who knows what Eldritch Terror you'll unleash. +_[Video link](https://www.youtube.com/watch?v=qwTop2qs1tE)_ + --- -_Ready to see these principles in action? Check out the final part of this series [How I Actually Use the Damn Thing](017-claude-code.md)._ +_Ready to see these principles in action? Check out the next part of this series [How I Actually Use the Damn Thing](017-claude-code.md)._ -!!! abstract "Part 3 of 4 of my `Brain Dump Ramblings on AI` blog series" +!!! abstract "Part 3 of 5 of my `Brain Dump Ramblings on AI` blog series" Check out the other parts of this series: * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. + * Part 5 - **[Skills, Plugins, and MCP Oh My!](018-claude-customize.md)** - A deep dive into Claude Code's customization features. diff --git a/docs/blog/posts/017-claude-code.md b/docs/blog/posts/017-claude-code.md index 9b69b69..aaaa2b8 100644 --- a/docs/blog/posts/017-claude-code.md +++ b/docs/blog/posts/017-claude-code.md @@ -1,17 +1,13 @@ --- title: "How I Actually Use the Damn Thing" description: "Enough waxing poetic about AI, here's my actual Claude Code workflow." -date: 2026-02-07 +date: 2026-02-24 categories: - Software Engineering - AI - Productivity - Brain Dump Ramblings on AI Series tags: - - Python - - Temporal - - Writing - - PyTexas - Claude Code authors: - masonegger @@ -109,59 +105,19 @@ I'm about to deep dive into my entire workflow for CC. This is what works for me after I have spent _hours_ using the tool. So I want to put a few disclaimers/warnings before I proceed. -### Your Mileage May Vary - Before going any further, I will say that this is what has been successful **for me**. -If you go on Twitter you'll see 465,279,346,727,844,684,918,549,865 posts(1) about AI, how it just destroyed some industry, and how if you use it _just this special way_ you'll become Supreme Overlord of Ganymede(2). +If you go on Twitter you'll see 465,279,346,727,844,684,918,549,865 posts about AI, how it just destroyed some industry, and how if you use it _just this special way_ you'll become Supreme Overlord of Ganymede(1). It's a **lot** to keep up with and everyone has their own process for getting AI to accomplish their goals. And that's great! -I'm writing this blog to share what I've learned through my journey using CC for half a year, following certain trends, ignoring others, and most importantly of all, because my manager asked me to(3). +I'm writing this blog to share what I've learned through my journey using CC for half a year, following certain trends, ignoring others, and most importantly of all, because my manager asked me to. If your favorite tip or trick isn't mentioned in here, it doesn't mean it isn't good. Given the firehose of AI information out there, there is a 99% chance I just haven't seen it yet. { .annotate } -1. Plus or minus 74,569,411. -2. Jupiter's largest moon. Also the largest moon in the solar system for our Jeopardy fans out there. -3. And of course, to add to the clutter. Here's to being the 465,279,346,727,844,684,918,549,866th post! - -So I hope you learn something from this! If not, I promise to make it entertaining at least. +1. Jupiter's largest moon. Also the largest moon in the solar system for our Jeopardy fans out there. -### You DO NOT Have to Start Out with Something This Complex -There was a _hilarious_(1) tweet thread a few weeks ago where [Boris Cherny](https://x.com/bcherny)(2), the creator of CC, [detailed his _vanilla_ usage of CC](https://x.com/bcherny/status/2007179832300581177?lang=en) and then proceeded to drop one of the most complex setup that looked like it was trying to cover every feature of the tool. -While I, an experienced CC user at the time of reading, got a lot of valuable information out of it, had I read this last summer when I was just learning how to use CC I would have rightfully shit my pants. -{ .annotate } - -1. At least to me. -2. All hail Boris Cherny. - -A **vanilla** setup of CC is installing the tool and then running the `claude` command. -That's it. -Out of box defaults. -And I know **many** people who are **wildly successful** using AI in their daily work who use Claude this way. -So don't think you _**need**_ this wild ass setup that I'm about to show you. -You most certainly do not. - -My journey is that when I found that I was either struggling to accomplish a task with the current setup, I went looking for a new feature to solve **that problem.** -Slowly over time as I attempted to tackle harder and harder problems I needed more customization and **then** went searching for new tooling. -So my advice to you is straightforward: **Start out with the most minimal use of CC you can, and only dive into new features when you actually need them.** -This will save you the flailing that is trying to keep up with everything that is constantly changing. - -### This Blog Will Be Outdated Within a Few Minutes of Publication - -Yes, this space _does_ move that fast. -I've been working on this blog for months. -What keeps slowing me down? -Every time I get ready to publish **Anthropic changes shit again.** -Seriously, Opus 4.6 came out the day I was set to publish this, and then I had to go back and make sure everything still worked the way I thought it did(1). -So I'm finally just saying fuck it and publishing this thing. -I've updated everything in here as of the date of publication, and I likely won't come back. -I'll just write a new blog saying what I've changed and link to it from the bottom. -{ .annotate } - -1. Spoiler alert, it didn't. - -Anyways, without any further ado, hold on to your butts. +So I hope you learn something from this! If not, I promise to make it entertaining at least. Without any further ado, hold on to your butts. ![Hold on to your butts gif from Jurassic Park](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExYjE3MWVrMTRueTBscHMzaDB5bjR3dWY4M3o0dTcxM2lqaHRkcGpjbyZlcD12MV9naWZzX3NlYXJjaCZjdD1n/OCu7zWojqFA1W/giphy.gif) @@ -187,321 +143,24 @@ When I want to resume working on a project, I just re-attach the session. And that's it. I don't use any AI task management tools like Beads or Gastown(1). I don't use OpenCode or another harness. -This isn't for any deep reason, it's mostly that I don't find much value in switching between different provide models. +This isn't for any deep reason, it's mostly that I don't find much value in switching between different provider models. { .annotate } 1. The opinion on these is very mixed, and until I find myself absolutely needing them I wont add them. I've always been a minimalistic tool user, and my CC setup is no exception. -## Past Here There Be Dragons - -Ok, you made it this far. -Congrats! -If you're new to CC, I recommend you get used to playing with it in the configuration mentioned above for a few days/weeks to get accustomed to using the tool. -I know _many_ people who use vanilla CC and get remarkable amounts of work done. -Learn the tool, learn what you like about it and where it annoys you. -Can you think of shortcuts that would make life easier? -That's what eventually happened to me. -I got tired of retyping prompts, so I went searching and found commands(1). -And then it all kind of snowballed from here. -{ .annotate } - -1. And now I spend countless hours reading docs, tweets, blogs, anything I can on new improvements. Hell I used it so hard I got added to the Claude Code Ambassador program. - -![Alice falling down the rabbit hole](https://media2.giphy.com/media/v1.Y2lkPTc5MGI3NjExdWI3aTI0M2VqNWwyZXh6bGxiZ2NhaHFla3puamdmZ2JrOHM5bHdjdSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/swtiK9jRfE0zS/giphy.gif) - -So I warn you, once you start down this path you'll become obsessed with it. -You'll stay up at night reading blogs or creating custom sub-agents(1). -This shit is **fun**. -You're going to want **more**. -And you'll eventually be filled with Lebensverantwortungsvedingteroboterassistentenbastelprojektverzichtstraurigkeit(2). -**You've been warned.** -{ .annotate } - -1. Or writing a multi-part blog series that will be labeled as "Exhibit A" when I finally snap and start trying to train chickens to cluck in four part harmony. -2. My buddy and sometimes co-author [Steve Androulakis](https://www.linkedin.com/in/steveandroulakis/) and I discussed what a German word would be for "The sadness of wanting to work on projects with AI, but having to focus on one's real life priorities instead" and Claude came up with this, which roughly translates to "life-responsibility-conditioned robot-assistant tinkering-project renunciation sadness" which I think hits the nail on the head. - -## How I Tune My `CLAUDE.md` Files - -Let's start with the first thing a new CC user is likely to start tweaking, which is their `CLAUDE.md` file. - -`CLAUDE.md` is a file that helps manage Claude's memory. -It is a markdown file that you write and maintain with various instructions, rules, and preferences you want Claude to "remember" every time you launch it. -However, there are various locations where a `CLAUDE.md` can live, and how they are loaded depends on where the file lives. -The three main types to know about are your **global**, **project**, and **subdirectory** `CLAUDE.md` files. - -### Global - -A global `CLAUDE.md` file is exactly what it sounds like. -It's global. -It is loaded in at every session. -This is where you put context that you want Claude to always know when you work with it. -These are very abstract rules, such as coding style, communication style, and your core programming principles and beliefs. - -I spent many hours tuning my `CLAUDE.md` file when I first got started. -I was initially inspired by [Harper Reed's Blog](https://harper.blog/2025/05/08/basic-claude-code/) detailing how he set his up, and took a lot of inspiration for mine. -My `CLAUDE.md` contains sections that define the relationship between me and CC(1), my general philosophy on how I want it to write code, and how it should ask for help when it's stuck. -You can view my global [`CLAUDE.md` in my `homedir` repo](https://github.com/MasonEgger/homedir/blob/main/.claude/CLAUDE.md). -{ .annotate } - -1. There have been posts where people say if Claude "views you as a partner" it performs better. I have no idea if this is true, but again, it's working so I don't touch it. - -Now a days I don't tweak it as much. -I think eventually you get familiar with the consistency of the output and you learn to work around whatever inefficiencies there are. -And since there's no easy way to test changes to this, you kind of get stuck believing in something you don't know is actually working. -For example, I'm not certain how much the "Our relationship" section actually matters. -However, my CC sessions do rigorously follow Test Drive Development, so I know that _that_ section is working. -Either way, it is 100% worth experimenting with until your CC experience is where you want it to be. -It will save you a ton of constantly re-explaining your core principles(1). -{ .annotate } - -1. And please, steal mine and use it. I took it from Harper Reed. Hooray Open Source! - -### Project - -Next is your project level `CLAUDE.md`. -This file contains project specific rules that CC follows when you launch the app in that directory. -While you can write this by hand, I find that running `/init` religiously is the way to go. -Depending on the state of my project, I follow two different flows for using `/init`. - -???+ info "What the hell is `/init`?" - - Welcome to CC commands, also known as "slash-commands"! - These are commands you run in your CC terminal and act as shortcuts for various things. - There are default ones, or you can implement your own, which we'll cover later. - - `/init` is a slash-command that comes with CC that will read your project and write or update your `CLAUDE.md` file. - -If the project is brand new, I will run `/init` from the very beginning. -This may generate a blank `CLAUDE.md` or something very minimal. -That's fine, let's get it into the git history ASAP so we can track it over time(1). -Then as I work on the project I run `/init` before every commit. -This updates the `CLAUDE.md` file with the latest changes, readying it for commit. -Always review this and make sure that it's up to date. -Lies in your `CLAUDE.md` will make it into your code. -{ .annotate } - -1. Yes! You should track this in a VCS! - -Even if the project is already established, I still run `/init`. -This causes Claude to scan the project and understand what's going on. -I use this as an opportunity to not only set up CC for success, but also to get an understanding of the project myself. -I tend to critique this run of `/init` more, mostly because practices have already been established and I don't want to mess anything up. - -Once `/init` is done and a `CLAUDE.md` is created, I still manually edit it from time to time. -Sometimes Claude just doesn't get it, or leaves out something I think is important. -Or my code is so bad it got confused and now I need to clean it up, because an off-label use case of `/init` is to use it to critique your code. - -### `/init` is a Snitch - -Do you have a bunch of dead code in your project? -Maybe you switched package managers but never cleaned up the old package files?(1) -Are there functions that just absolutely heinous practice and you can't believe they are still in the codebase? -If there are, `/init` will find them and highlight them in your `CLAUDE.md` file. -{ .annotate } - -1. Like I did when I moved from `requirements.txt` to `pyproject.toml`. - -Not intentionally mind you. -It isn't trying to find bad code. -But what it does is determine patterns, naming conventions, package management, run instructions, everything. -If you have cruft in your codebase CC will identify this and try to put it in the `CLAUDE.md` so it knows how to deal with it. -So that shitty function that goes against all your best practices may become enshrined in the instructions you feed to CC every time. -And then Claude writes more shitty functions because that's what you have in your codebase so it must be what you want(1). -**This is how you get slop.** -{ .annotate } - -1. And as my dad likes to say "That's like wiping your ass on a wagon wheel. Shit just keeps coming around." - -So pay attention to those `CLAUDE.md` changes. -Might save you a migraine later. - -### Subdirectory - -Subdirectory `CLAUDE.md` files are files that exist within a project that already has a `CLAUDE.md` at the root level. -These are useful for mono-repositories or adding more specific context to a subset of files. -The neat thing is these aren't loaded at init time by CC, but rather conditionally loaded when CC has to do something with a file in that directory. -If you start putting these in all of your subdirectories, you may want to link to them from your project `CLAUDE.md` that is at the root level. -A standard Markdown link with a short description will work. -Once you go down this rabbit hole though, you may need to manually trim your top level `CLAUDE.md` and worry more about information architecture. - -Currently I don't have anything big enough to warrant the use of this feature. -I tend to split things up into many repositories rather than use a monorepo. -That being said, I always do keep this in my back pocket on the off chance I need it in the future. - -## Let's Customize It Some More! - -Thought we were done? -Nope. -Still a ton to do. -For the first few weeks I used CC with a custom `CLAUDE.md` as my only change to great effect. -But as I was working I found myself repeating various tasks and writing a variation of the same prompt over and over. -So I dove a little deeper into the options for CC and found exactly what I was looking for, custom commands. - -**Already know the CC features and just want to see my workflows? [Jump to the BPE Loop section](#the-bpe-loop).** - -### Commands - -_stored in `commands/` in your `.claude/` directory, either global or local_ - -I've always been a CLI person. -The fact that CC is a CLI interface sparks joy. -And I've always loved writing CLI tools, so getting to add custom commands into CC made my day when I found out. - -Commands are custom prompts that you write that you can trigger from within a CC session. -This allowed me to focus on prompt engineering and crafting reusable, portable prompts that I could incorporate into various workflows. -This greatly sped up my development process, and shifted my focus from "Hey Claude, do this in this repo" to creating a process to follow for agentic coding. - -They can also be used to conditionally load in context. -Say you have a set of rules you want to follow when you're developing Python. -You _could_ just put these in your global `CLAUDE.md` but now you're loading them for every single session. -This may be great if you only ever write Python, but if you do anything else it's a waste of the context. -You _could_ put them in a `CLAUDE.md` that is local to the repository. -There is some merit to this, as now everyone who uses CC on your codebase is following your rules, but now your rules are in _every_ repository you manage. -That's a lot of duplicated work. -What if you change your mind on variable naming convention? -Now you have to update them everywhere. -What I really want is to load those rules when you're _actually_ writing Python, either automatically or by me triggering them. -I was just starting to get into this use case when CC introduced Skills. - -Commands are my primary way of interacting with CC. -They run all of my workflows, and every time I come up with a new repeatable workflow my first instinct is to create a custom Command for it. -Treat commands like hotkeys. -Programmable tasks to accomplish a certain thing. -You can view my ever changing list of commands on my [GitHub](https://github.com/MasonEgger/homedir/tree/main/.claude/commands) - -???+ Warning "Commands have merged with Skills" - - During the middle of writing this blog(1) Anthropic decided to merge Commands with Skills. - They say this is because they sort of accomplish the same thing, which is the conditional context loading. - While true, I find it partly true and discounts the common case of just repeating the same prompt on different inputs. - While I don't particularly agree with the reasoning, it doesn't really affect much as they preserved backwards compatibility and added features to address my concerns. - I'll probably eventually refactor my commands to be only user invocable Skills eventually, but it's not high on my priority list. - { .annotate } - - 1. This is the hell of writing about AI. They say that tech books were out of date the moment the ink dried. Well AI blogs are out of date as soon as the TCP handshake completes to the blog you're trying to read. - -### Skills - -_stored in `skills/` in your `.claude/` directory, either global or local_ - -I've never been happier for a feature release in software than I was for Skills. -Prior to the release I was building out my own hacky version where I had Commands `list-context` and `load-context` that would enumerate a directory of documents and let me conditionally load them instead of having to make a command for each one. -Then Skills released and I threw that work away. - -[Skills](https://code.claude.com/docs/en/skills) are collection of instructions, resources, and tools that CC can conditionally load when it determines you need to use that Skill. -For example, say I have specific rules, preferences, tools, etc. that I always want to use when I write Python code. -I can then define a Python Skill with these preferences, which CC will then automatically load when it determines I'm writing Python code. - -The structure of the Skill is just directories with Markdown. -You provide a **short** top level `SKILL.md` with instructions, then various resources it can read when it needs to load more context around a specific task. -The top level `SKILL.md` should have the prime directives(1) for the Skill. -These are things like you must do type hints, docstrings on all public interface, absolute imports. -Then there's a `Reference Files` section` that contains information on more specific Python topics. -I have a reference for how I want CLI scripts built, what my toolchain is, how documentation should be written etc. -Why not just put these in the `SKILL.md` and call it day? -Because that is needlessly loading information that CC may not need to work on this specific task. -CC reads the `SKILL.md` file and sees the links to the references with descriptions. -It then determines which of _those_ files it should read based on its understanding of the task it's currently working on. -You can see this in my [Python Skill](https://github.com/MasonEgger/homedir/blob/main/.claude/skills/python/SKILL.md). - -Skills don't just contain reference materials though. -You can also provide `scripts/`, which are executable files that CC can use while working with this skill. -Have a specific template you want it to follow? -Or some examples for it to follow? -Add those to the Skill as well. -The Skill is a container for what "correct" looks like to you and tools to help CC get there. - -Now of course, this thing still misses sometimes. -Skills don't always get invoked(1). -I always watch very closely to ensure the Skill is invoked (it'll say this in the output of CC). -If it's not, I stop it and manually invoke it. -You can also implement a [Hook](https://code.claude.com/docs/en/hooks) to force it to invoke it on a per-project basis, or include it in the local `CLAUDE.md`. -People are still figuring out how to make Skills invoke consistently. -They do a decent job, but you should still keep an eye on it. -{ .annotate } - -1. Which is just another point in my column when I say you **have to watch this shit as it cooks** or you're gonna have a bad day. - -### MCP Servers - -_stored in various config files in your `.claude/` depending on scope_ - -Oh joy, the favorite word of every tech bro in the valley for the last six months, MCP! -MCP stands for Model Context Protocol, and is just a fancy way for AI to communicate with AI enabled services. -For example, CC doesn't natively know how to charge something to my personal PayPal account, but with the PayPal MCP connection I could give it access to my account and have it make purchases for me(1). -Think REST API, but for AI. -{ .annotate } - -1. This _still_ sounds like a recipe for disaster. I do a good enough job burning my own money I don't need AIs help. - -Where MCP is useful for CC is you can attach it to various tools to give it the ability to get "verified" knowledge and perform actions for you across multiple systems. -Personally, I don't use MCP that much. -For the longest time there was an issue with CC loading the entire MCP context into your session and blowing out the context window. -And honestly, I have bash. -I don't need MCP for 95% of things. -However, there are a few MCP servers I enjoy. -Temporal has a knowledge base MCP server that ties into their docs, community forums, and certain curated community slack messages where a good answer was provide. -I also _love_ the Playwright MCP server for testing web UIs and all sorts of stuff. -But personally, I'd rather use a Skill for knowledge or write a little tool(1) that CC can use. -{ .annotate } - -1. And by "write a little tool" I mean "Ask CC to write it for me". - -### Subagents - -_stored in `agents/` in your `.claude/` directory, either global or local_ - -Now to my least favorite feature, subagents. -I know _maaaany_ people who swear by these things, but I'm still hung up on the whole "Just let it cook and eat the dinner" idea. -With subagents you offload a task to what amounts to a CC child process with it's own context window, and it comes back when it's done. -You don't have control over it, you don't get to review anything until it's done. - -Don't get me wrong, I can see how this is useful and why people love it, it's just **not** how I want to interact with AI. -At least, not for primary code writing purposes. -I have one subagent I've been working on that I want to use as a copy-editor using [`vale`](https://vale.sh/docs/cli). - -What's odd though, is I got early access to CC Teams (then called Swarms), and I like it for very specific tasks. -Teams are multiple subagents running in parallel that have a shared task list, a team leader, and are able to communicate bi-directionally with both the team leader and each other. -While this sounds more chaotic than a single subagent(1), it's really useful for fanning out a project where the size of the context can't be held in a single agent. -I tried out this feature to build a prototype of a Temporal Skill in all six programming languages spanning every feature in Temporal. -The swarm read from over 40 GitHub repositories, crafted a plan, worked collaboratively and build a pretty damn good Skill. -My work is being directly used in the official Temporal Skill, so I don't plan on updating it, but it made me realize there are use cases for subagents big and small. -OpenClaw also has me curious, so I'll report back in a bit about my experience with them. -{ .annotate } - -1. And based off the early access feedback chaos was common. - -### Plugins - -Wow! - -![That is one big pile of shit gif from Jurassic Park](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExdzAzaTV4ZzFpYzk3ZDZhdGY0N2EycDV6cW5raGdtanY5ajR2YmkyNiZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/hwdr7pvte2yVW/giphy.gif) - -So many features and I guarantee you I missed some. -Your `.claude` directory is looking more complex than your actual project. -Luckily, there is a way to organize all of this, and that's with Plugins. - -[Plugins](https://code.claude.com/docs/en/plugins) are a collection of related Skills, Agents, Commands, MCP Servers, Hooks, resources, and more. -It also provides namespacing for your command, something like `/dev:python`. -Currently I haven't organized anything into a plugin, but I'm thinking about it. - -## Finally, the Damn Workflow - -![Get on with it Monty Python gif](https://media2.giphy.com/media/v1.Y2lkPTc5MGI3NjExc2sxcHBnNjkyb3N1MGRrNGQyaTVkanpleHB4cWp6YmlncGs4dW53OSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/oGAM2NfiX50ac/giphy.gif) - -Ok ok, let's talk about how I _actually_ use CC on a daily basis. -And the answer is simpler than you think. -Like, three steps simple. - ## The BPE Loop -The Brainstorm, Plan, Execute Loop(1) is probably not new, or something I invented. +This is the foundation of my _entire workflow_. +The Brainstorm, Plan, Execute Loop(1). +And I'll be honest, this isn't anything new, or something I invented. I discovered it in [Harper Reed's Blog](https://harper.blog/2025/05/08/basic-claude-code/) during the early days of my CC adventure and have since iterated on it until I got it where I wanted it. +But I'm constantly surprised how many people **don't** operate in this manner, so we're going to treat it like it's some _grand magical secret_ and not, you know, good software engineering practices(2). { .annotate } 1. BPE for short +2. Or maybe it was just my mom instilling in me "Do you have a plan? What's the plan? What's the backup plan?" from such an early age that I just plan out everything. The mechanics of the loop are straightforward: @@ -527,16 +186,16 @@ Waterfall often gets a bad rap in the software engineering world because the pro It's actually funny that we hate it, when other engineering disciplines use something similar all the time. We can easily rewrite code to meet new requirements and not burn a fortune doing so. Ever seen a bridge built using Agile? -No you have not. +No you have not(1). But AI _greatly_ accelerates this. We can update a spec in a few minutes. Regenerate the plan if it's not working correctly. The issues with Waterfall that people disliked are a non-issue in the age of AI. -This is another indicator that our industry is maturing(1). +This is another indicator that our industry is maturing(2). { .annotate } 1. A topic I discussed in length in the first part of this series [Part 1: We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md). - +2. I would love to see a TV show where we try to apply Agile to other engineering practices. "So a bug report came in that all the pedestrians fell off the bridge into the raging waters below because we forgot to implement guardrails! We're releasing that in the nightly patch where we deploy a group of workers at 3am to upgrade the bridge to version 0.3.9!" You may look at this and say "Damn that's a lot of process" for a fix that may take you five minutes. True, and I don't use this for _everything_. @@ -615,9 +274,9 @@ Any mistake here will be amplified and propagated across the entire project. The upfront time here is worth it. Otherwise you're going to be chasing bugs around the entire time. -Finally, I use a [`/meta:session-summary`](https://github.com/MasonEgger/homedir/blob/main/.claude/commands/meta/session-summary.md) command to summarize what happened and create a record. +Finally, I use my [`/meta:session-summary`](https://github.com/MasonEgger/homedir/blob/main/.claude/commands/meta/session-summary.md) command to summarize what happened and create a record. This command creates a session summary of what just happened and stores it in the `.ai-sessions/` directory of the code repo. -Next I use `/git:commit-msg` to create the commit message. +Next I use my [`/git:commit-msg`](https://github.com/MasonEgger/homedir/blob/main/.claude/commands/git/commit-msg.md) to create the commit message. I commit `spec.md` and the sessions summary to git and finally run `/clear` to wipe the context window. Now it's time to plan. @@ -632,9 +291,14 @@ And `todo.md` file details _what_ has actually been implemented. Now `todo.md` isn't anything special(1). It's simply a todo list to keep track of what is being worked on. -You may be wondering "Why not just use the todolist functionality built in to CC?" -Because I `/clear` after every task, and `/clear` wipes the built-in todo along with everything else. -If I want progress to persist across sessions, it has to live in a file. +You may be wondering "Why not just use the todo list functionality built in to CC?" +Well when I started, there was no plan mode 😝. +But also I like mine more. +A todo list persisted in git survives all sorts of crashes. +Sometimes I wipe out my `.claude/` directory on a fresh install. +Sometimes I work on a different machine. +I want consistency across all of my environments. +Oh, and I also think the way my `plan.md` and `todo.md` synchrony works better 🤷‍♂️. { .annotate } 1. Sorry `todo.md`. You're special to me 💙 @@ -774,6 +438,7 @@ And then when I started exploring workflows and stumbled across the BPE loop, th So CC takes the spec, decomposes the requirements to atomic units of implementation that MUST follow test-driven development, writes the prompts to achieve this, and then stores this in `plan.md` so it can be implemented later. It pairs this plan with `todo.md`, which mirrors every step in `plan.md` to ensure we always have a checkpoint in the development process. + Now do you think I review these files? ![Spongebob and Patrick thinking gif](https://media3.giphy.com/media/v1.Y2lkPTc5MGI3NjExZjhubXhwNjdjMmVoZmQwZjlhcjVwenozeG0wZXgzbXVpaXRmbGs3eCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/lKXEBR8m1jWso/giphy.gif) @@ -856,11 +521,21 @@ Let it cook. - Treat @plan.md prompts as **implementation instructions**, not suggestions ``` +The fun thing about this loop is that it's _self correcting_. +It's doing TDD! +So it will implement the tests first, write the code, and then run all the guardrail checks in the loop that's running. +And it is _constantly_ finding mistakes and fixing them(1), thus leading to more accurate code at the end of each iteration. +{ .annotate } + +1. This is probably what has completely eroded my faith in one-shots. The damn thing makes mistakes just 30s apart, yet you let it cook for hours? Nope. No thank you. + Now the next part is optional, depending on the complexity of the task and how paranoid you are. **Of course** you should review the code of each step before committing it. But whether you do this for each step and review every line as it comes or if you just review it in the end will depend on you. Personally, I find myself babysitting it a bit more and watching line by line, but I also just let it go sometimes. The reason I babysit it is so if it starts going off the rails, I can correct it early rather than let it generate a metric ton of slop and then have to wade through it later. +For example, I once caught it trying to test my Docker config by writing Python unit tests. +This is not what I wanted, but I was able to stop it before it went too far down the wrong path. Luckily, as the models and CC has gotten better the amount I need to intervene is constantly decreasing. But there are days the model is just having a bad day and it needs its hand held. @@ -871,10 +546,10 @@ Once it has finished implementing a step I follow the same process every time: 1. Review the code again even if I reviewed it while it was running 1. Big picture view instead of narrow view -2. I manually run the guardrails checks like testing and linting - 1. CC has lied to me before, so I check +2. Manually run the guardrails checks like testing and linting _again_. + 1. CC was running them during the building of the project, but it as has also lied to me before, so I check 3. Once I'm satisfied with the code I have it: - 1. Write a new session summary to `.ai-sessions/` + 1. Write a new session summary to `.ai-sessions/` using `/meta:session-summary` 1. Update the local `CLAUDE.md` with lessons learned. I often do this by just running `/init` 1. I double check to make sure that CC updated `todo.md` with the work it did. This is necessary for the next session. 1. Generate a commit message using `/git:commit-msg` @@ -885,6 +560,81 @@ And that's it. Preheat the oven to 350 degrees and cook for 30 minutes until done. If done _properly_ this yields high quality, maintainable results of an application that you understand. +## My CC Tool Belt + +Now while the BPE loop is the core of my AI workflow, there are many other tools on my CC tool belt that I use. +And by the end of this you'll probably have this reaction. + +![Simpsons clip where Police officer asks Batman how he got out of the bind, Batman says he always carries his carousel reversal spray, and Krusty (the villain) says "What don't you have in that belt?"](img/017-claude-code/toolbelt.gif) + +??? warning "High level overview" + + These next sections are just going to be a high level overview of the various tools and how I use them. + For an **even deeper dive** check out the next blog post in this series(1). + { .annotate } + + 1. What have I done? 😭 This was supposed to be one blog and now I might need to contact a publisher... + +### `CLAUDE.md` Files + +`CLAUDE.md` is a markdown file of instructions, rules, and preferences you want Claude to "remember" every session. +Most AI coding tools use something similar to this, often known as `AGENTS.md`. +You can define a global level `CLAUDE.md` in `~/.claude/CLAUDE.md` for the context you want loaded for _every_ session. +For example, mine contains sections defining the relationship between me and CC(1), my coding philosophy, and how it should ask for help. +You can view my global [`CLAUDE.md` in my `homedir` repo](https://github.com/MasonEgger/homedir/blob/main/.claude/CLAUDE.md). +{ .annotate } + +1. There have been posts where people say if Claude "views you as a partner" it performs better. I have no idea if this is true, but again, it's working so I don't touch it. + +There's also project level `CLAUDE.md` files, which store specific information at the root level of a project. +It scans the codebase and updates the project `CLAUDE.md` with insights it finds about the project. +How to run it, how to test it, what the project does, etc. +For project-level files, I run `/init` religiously before every commit. +Make sure it accurately reflects what the project is and _where it is going_. +The project `CLAUDE.md` is the first thing Claude reads in every session. +This will set the entire tone of your session. + +### Commands + +My primary way of interacting with CC is with commands. +Commands are custom prompts you trigger from within a CC session. +Every time I come up with a new repeatable workflow, my first instinct is to create a Command for it. +Treat them like hotkeys. +You can view my ever changing list of commands on my [GitHub](https://github.com/MasonEgger/homedir/tree/main/.claude/commands). + +### Skills + +[Skills](https://code.claude.com/docs/en/skills) are collections of instructions, resources, and tools that CC uses to conditionally load context when it determines you need them. +So when I'm working on a Python project, CC determines that I'm working on Python and loads [Python Skill](https://github.com/MasonEgger/homedir/blob/main/.claude/skills/python/SKILL.md) . +This skill defines my personal requirements for writing Python such as type hint requirements, toolchain preferences, and anti-patterns to avoid. + +You can either write your own Skills, or use Skills that people write and publish. +I'm constantly looking around on GitHub for new Skills. + +### MCP Servers + +Oh joy, the favorite word of every tech bro in the valley for the last six months, MCP! +MCP stands for Model Context Protocol, and is just a fancy way for AI to communicate with AI enabled services. +For example, CC doesn't natively know how to charge something to my personal PayPal account, but with the PayPal MCP connection I could give it access to my account and have it make purchases for me(1). +Think REST API, but for AI. +{ .annotate } + +1. This still sounds like a recipe for disaster. I do a good enough job burning my own money I don't need AIs help. + + +Personally, I don't use MCP that much. +I have bash, and that covers 95% of things. +The ones I do enjoy: Temporal's knowledge base MCP server and the Playwright MCP server for testing web UIs. +However, recent improvements in how CC uses MCP is making me take another look at this. + +### Subagents + +Now to my least favorite feature, subagents. I know maaaany people who swear by these things, but I'm still hung up on the whole "Just let it cook and eat the dinner" idea. +With subagents you offload a task to what amounts to a CC child process with it's own context window, and it comes back when it's done. +You don't have control over it, you don't get to review anything until it's done. +That being said, I'm working on a copy-editor subagent using [`vale`](https://vale.sh/docs/cli), and CC Teams (Swarms) showed real potential for fan-out tasks. +So watch my blog for future posts as I probably change my mind here in a few months. + ## Anticipating your responses I can hear them now, so let's squash the comment section now. @@ -953,66 +703,6 @@ So I see it one of two ways. Evolve or perish. I know which one I'm choosing. -## Random Tips I Couldn't Fit Into This Narrative - -There's so many more random tips that I couldn't fit in here, but I would be remiss if I didn't share them. - -1. Run CC in `Explanatory` mode to get explanations while it's running so you build an understanding of the app and maybe even learn something new. - 1. Use `/output-style` and change mode to `Explanatory`. Want to pair-program with CC? Change the mode to `Learning`. -1. Load in known good samples or documentation for CC to use. - 1. Don't just dump the entire docs or samples repo in your project folder. Pull it down on the same level as your project directory and use `/add-dir` to add it and look in there for good examples. -1. Want to save the raw text of the session to share with someone or for archival purposes? - 1. `/export` -1. Did you close a session on accident and lose it? - 1. `/resume` -1. Do you want `vim` keybindings for everything in your life? - 1. `/vim` - -That's all I could think of. -And no, I don't use `/vim` mode. -I have enough mind goblins, I don't need `vim` creating more(1). -{ .annotate } - -1. And this is coming from a recovering `vim` user. Don't come at me thinking I use `emacs`. `emacs` is a great operating system. Too bad they didn't implement a decent text editor. - -## Weird Shit That I Do That I Can't Explain but It Helps - -And now for the goofy shit that I can't explain but it works. - -![Gif of monty python and the ministry of silly walks](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExbm42M3ZkNjZxaWlwMTVtYjRucHR2dGh0dXBxZ2tlc3VxenBubGJoMCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/qcgtyllMthBL2/giphy.gif) - -First, I have often said I get the best results from CC when I use my "teacher voice"(1). -What this means is I'm typically over explanatory and treat it like a student who's doing well but needs correction. -When it makes a mistake, I don't tell it "Hey, you messed up here", I ask it "Did you implement what was in the plan?" -Or if the mistake is something that I know exists in my Skills or `CLAUDE.md`, I'll ask it "Did you follow the best practices we have laid out?" it will actually load those in and determine if it followed them or not. -It often determines it hasn't and then goes back and fixes it, but sometimes it had a good reason and it explains why and I decide if that's a good enough reason to break the rules. -Where I think this has real power is I often see this dialogue captured in the session summary portion in the lessons learned session. -So on the next session it reads this in and learns from its mistakes. -Also as I run `/init` to update the local `CLAUDE.md` it will put these in here, either by specific rule or a more broad "Be sure to load the Python Skill and follow it". -This practice leads to my sessions getting better over time as the code base grows, not degrading. -{ .annotate } - -1. Turns out using millennia old teaching techniques works on children and AI. How neat. - -Secondly, I don't trust compaction at all. -While the auto-compaction has gotten a _lot_ better over the last six months, I still don't trust it as far as I can throw my 110 chocolate chonk of a labrador(1). -So much so that when I see the warning appear that compaction is near, I start paying extra attention to the outputs as I no longer trust them. -And 9 times out of 10, if I see it start to compact, I actually stop the process and revert the entire session(2). -{ .annotate } - -1. He used to _love_ getting thrown onto my bed as a baby. Now his fat ass can't figure out why daddy can't pick him up and throw him like I could when he was 10lbs. Daddy's back hurts Loki, jump up yourself. -2. I use `git` as my rewind mechanism. Every task is a commit, and if I don't like it I revert. - -I actually see compaction as a code smell. -It means I didn't break the task down into small enough chunks. -For me, 95% of the time I can perform a single task within the scope of a fresh context window. -And for that other 5%, I either refactor the plan to break it down more or switch to a model with a larger context window for that task. - -And lastly, if you're working on documentation or text, telling CC to "copy this text and update it" tends to yield much more faithful outputs than if you ask it to "read it, update it, and write it to this file". -While the models have gotten better about not hallucinating when they do this, the larger the file the more likely this will happen. -So if you are converting a quickstart guide from Python to Ruby, have it copy the file _then_ read it and update it. -The end result will be better. - ## Now Go Forth and Prosper! ![Buddy the elf saying "You did it! Congratulations" gif](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExcGdqc3BvYWJ3eWdhbzA1ZmV6eGpiZnVpOGtzbHF4MjMzY3Bldm9zZyZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/RIjVnmAtOD4l4c2Ert/giphy.gif) @@ -1033,13 +723,14 @@ And I wish the same for you. 1. If you think it took you a long time to read, imagine how long it took me to write. The answer is about a month. 2. Read [Part 1: We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md) for context if you haven't already. -!!! abstract "Part 4 of 4 of my `Brain Dump Ramblings on AI` blog series" +!!! abstract "Part 4 of 5 of my `Brain Dump Ramblings on AI` blog series" Check out the other parts of this series: * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. * Part 3 - **[What I Found Actually Works with AI](016-ai-principles.md)** - The do's and don'ts that guide everything I do. + * Part 5 - **[Skills, Plugins, and MCP Oh My!](018-claude-customize.md)** - A deep dive into Claude Code's customization features. *[CC]: Claude Code diff --git a/docs/blog/posts/018-claude-customize.md b/docs/blog/posts/018-claude-customize.md new file mode 100644 index 0000000..dc72af0 --- /dev/null +++ b/docs/blog/posts/018-claude-customize.md @@ -0,0 +1,438 @@ +--- +title: "Skills, Plugins, and MCP Oh My!" +description: "Here's where it gets fun, a deep dive into Claude Code's customization features." +date: 2026-02-25 +categories: + - Software Engineering + - AI + - Productivity + - Brain Dump Ramblings on AI Series +tags: + - Claude Code +authors: + - masonegger +--- + +Looking for even _more_ Claude Code tips? +Never fear, I **definitely** have more. +This is where things get _interesting_... + + + + +![Ferris Bueler "You're still here?"](https://media1.giphy.com/media/v1.Y2lkPTc5MGI3NjExOGV3cnYxenBnMGF0ejFxM2pwZ3l4bjZ3cGZhMGY0d29xcXl1d2JueiZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/rBr2iU2Ip76HC/giphy.gif) + +Dang. +If I haven't scared you off yet nothing will. +Here's the magic behind customizing CC. + +!!! warning "This blog is not self contained" + + This blog is the first one in this _long_ ass series that is not self contained. + In the first blog I briefly touched on the concepts I will now dive **much deeper** into. + That means that you **really should** read my [previous blog _How I Actually Use the Damn Thing_](017-claude-code.md) before reading this one. + I'll be referring to things in the previous blog with little explanation, so if you don't read it you may get lost. + +## Past Here There Be Dragons + +Ok, you made it this far. +Congrats! +If you're new to CC, I recommend you get used to playing with it in the configuration mentioned in my [previous blog _How I Actually Use the Damn Thing_](017-claude-code.md) for a few days/weeks to get accustomed to using the tool. +I know _many_ people who use vanilla CC and get remarkable amounts of work done. +Learn the tool, learn what you like about it and where it annoys you. +Can you think of shortcuts that would make life easier? +That's what eventually happened to me. +I got tired of retyping prompts, so I went searching and found commands(1). +And then it all kind of snowballed from here. +{ .annotate } + +1. And now I spend countless hours reading docs, tweets, blogs, anything I can on new improvements. Hell I used it so hard I got added to the Claude Code Ambassador program. + +![Alice falling down the rabbit hole](https://media2.giphy.com/media/v1.Y2lkPTc5MGI3NjExdWI3aTI0M2VqNWwyZXh6bGxiZ2NhaHFla3puamdmZ2JrOHM5bHdjdSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/swtiK9jRfE0zS/giphy.gif) + +So I warn you, once you start down this path you'll become obsessed with it. +You'll stay up at night reading blogs or creating custom sub-agents(1). +This shit is **fun**. +You're going to want **more**. +And you'll eventually be filled with Lebensverantwortungsvedingteroboterassistentenbastelprojektverzichtstraurigkeit(2). +**You've been warned.** +{ .annotate } + +1. Or writing a multi-part blog series that will be labeled as "Exhibit A" when I finally snap and start trying to train chickens to cluck in four part harmony. +2. My buddy and sometimes co-author [Steve Androulakis](https://www.linkedin.com/in/steveandroulakis/) and I discussed what a German word would be for "The sadness of wanting to work on projects with AI, but having to focus on one's real life priorities instead" and Claude came up with this, which roughly translates to "life-responsibility-conditioned robot-assistant tinkering-project renunciation sadness" which I think hits the nail on the head. + +## The Case _AGAINST_ Vanilla CC + +Like I said above, there are **many people getting value out of vanilla CC**. +However, I often wonder how more productive those folks would be if they were to dive a little deeper into it. + +There was a _hilarious_(1) tweet thread a few weeks ago where [Boris Cherny](https://x.com/bcherny)(2), the creator of CC, [detailed his _vanilla_ usage of CC](https://x.com/bcherny/status/2007179832300581177?lang=en) and then proceeded to drop one of the most complex setup that looked like it was trying to cover every feature of the tool. +While I, an experienced CC user at the time of reading, got a lot of valuable information out of it, had I read this last summer when I was just learning how to use CC I would have rightfully shit my pants. +{ .annotate } + +1. At least to me. +2. All hail Boris Cherny. + +Read any tweet thread on Twitter lately and you'll see a ton of people talking about tweaking their CC setup. +So it is common for people to dive deeper into this tool hoping to gain increased productivity. +However, customization for customization sake will likely hinder you and cause you to become dissatisfied with the tool. +My journey is that when I found that I was either struggling to accomplish a task with the current setup, I went looking for a new feature to solve **that problem.** +Slowly over time as I attempted to tackle harder and harder problems I needed more customization and **then** went searching for new tooling. +So my advice to you is straightforward: **Start out with the most minimal use of CC you can, and only dive into new features when you actually need them.** +This will save you the flailing that is trying to keep up with everything that is constantly changing. + +Yes, this space _does_ move that fast. +I've been working on these blogs for months. +What keeps slowing me down? +Every time I get ready to publish **Anthropic changes shit again.** +Seriously, Opus 4.6 came out the day I was set to publish this, and then I had to go back and make sure everything still worked the way I thought it did(1). +So slow, steady, and **deliberate** will win you the race here. +{ .annotate } + +1. Spoiler alert, it didn't. + +## How I Tune My `CLAUDE.md` Files + +Let's start with the first thing a new CC user is likely to start tweaking, which is their `CLAUDE.md` file. + +`CLAUDE.md` is a file that helps manage Claude's memory. +It is a markdown file that you write and maintain with various instructions, rules, and preferences you want Claude to "remember" every time you launch it. +However, there are various locations where a `CLAUDE.md` can live, and how they are loaded depends on where the file lives. +The three main types to know about are your **global**, **project**, and **subdirectory** `CLAUDE.md` files. + +### Global + +A global `CLAUDE.md` file is exactly what it sounds like. +It's global. +It is loaded in at every session. +This is where you put context that you want Claude to always know when you work with it. +These are very abstract rules, such as coding style, communication style, and your core programming principles and beliefs. + +I spent many hours tuning my `CLAUDE.md` file when I first got started. +I was initially inspired by [Harper Reed's Blog](https://harper.blog/2025/05/08/basic-claude-code/) detailing how he set his up, and took a lot of inspiration for mine. +My `CLAUDE.md` contains sections that define the relationship between me and CC(1), my general philosophy on how I want it to write code, and how it should ask for help when it's stuck. +You can view my global [`CLAUDE.md` in my `homedir` repo](https://github.com/MasonEgger/homedir/blob/main/.claude/CLAUDE.md). +{ .annotate } + +1. There have been posts where people say if Claude "views you as a partner" it performs better. I have no idea if this is true, but again, it's working so I don't touch it. + +Now a days I don't tweak it as much. +I think eventually you get familiar with the consistency of the output and you learn to work around whatever inefficiencies there are. +And since there's no easy way to test changes to this, you kind of get stuck believing in something you don't know is actually working. +For example, I'm not certain how much the "Our relationship" section actually matters. +However, my CC sessions do rigorously follow Test Drive Development, so I know that _that_ section is working. +Either way, it is 100% worth experimenting with until your CC experience is where you want it to be. +It will save you a ton of constantly re-explaining your core principles(1). +{ .annotate } + +1. And please, steal mine and use it. I took it from Harper Reed. Hooray Open Source! + +### Project + +Next is your project level `CLAUDE.md`. +This file contains project specific rules that CC follows when you launch the app in that directory. +While you can write this by hand, I find that running `/init` religiously is the way to go. +Depending on the state of my project, I follow two different flows for using `/init`. + +???+ info "What the hell is `/init`?" + + Welcome to CC commands, also known as "slash-commands"! + These are commands you run in your CC terminal and act as shortcuts for various things. + There are default ones, or you can implement your own, which we'll cover later. + + `/init` is a slash-command that comes with CC that will read your project and write or update your `CLAUDE.md` file. + +If the project is brand new, I will run `/init` from the very beginning. +This may generate a blank `CLAUDE.md` or something very minimal. +That's fine, let's get it into the git history ASAP so we can track it over time(1). +Then as I work on the project I run `/init` before every commit. +This updates the `CLAUDE.md` file with the latest changes, readying it for commit. +Always review this and make sure that it's up to date. +Lies in your `CLAUDE.md` will make it into your code. +{ .annotate } + +1. Yes! You should track this in a VCS! + +Even if the project is already established, I still run `/init`. +This causes Claude to scan the project and understand what's going on. +I use this as an opportunity to not only set up CC for success, but also to get an understanding of the project myself. +I tend to critique this run of `/init` more, mostly because practices have already been established and I don't want to mess anything up. + +Once `/init` is done and a `CLAUDE.md` is created, I still manually edit it from time to time. +Sometimes Claude just doesn't get it, or leaves out something I think is important. +Or my code is so bad it got confused and now I need to clean it up, because an off-label use case of `/init` is to use it to critique your code. + +### `/init` is a Snitch + +Do you have a bunch of dead code in your project? +Maybe you switched package managers but never cleaned up the old package files?(1) +Are there functions that just absolutely heinous practice and you can't believe they are still in the codebase? +If there are, `/init` will find them and highlight them in your `CLAUDE.md` file. +{ .annotate } + +1. Like I did when I moved from `requirements.txt` to `pyproject.toml`. + +Not intentionally mind you. +It isn't trying to find bad code. +But what it does is determine patterns, naming conventions, package management, run instructions, everything. +If you have cruft in your codebase CC will identify this and try to put it in the `CLAUDE.md` so it knows how to deal with it. +So that shitty function that goes against all your best practices may become enshrined in the instructions you feed to CC every time. +And then Claude writes more shitty functions because that's what you have in your codebase so it must be what you want(1). +**This is how you get slop.** +{ .annotate } + +1. And as my dad likes to say "That's like wiping your ass on a wagon wheel. Shit just keeps coming around." + +So pay attention to those `CLAUDE.md` changes. +Might save you a migraine later. + +### Subdirectory + +Subdirectory `CLAUDE.md` files are files that exist within a project that already has a `CLAUDE.md` at the root level. +These are useful for mono-repositories or adding more specific context to a subset of files. +The neat thing is these aren't loaded at init time by CC, but rather conditionally loaded when CC has to do something with a file in that directory. +If you start putting these in all of your subdirectories, you may want to link to them from your project `CLAUDE.md` that is at the root level. +A standard Markdown link with a short description will work. +Once you go down this rabbit hole though, you may need to manually trim your top level `CLAUDE.md` and worry more about information architecture. + +Currently I don't have anything big enough to warrant the use of this feature. +I tend to split things up into many repositories rather than use a monorepo. +That being said, I always do keep this in my back pocket on the off chance I need it in the future. + +## Let's Customize It Some More! + +Thought we were done? +Nope. +Still a ton to do. +For the first few weeks I used CC with a custom `CLAUDE.md` as my only change to great effect. +But as I was working I found myself repeating various tasks and writing a variation of the same prompt over and over. +So I dove a little deeper into the options for CC and found exactly what I was looking for, custom commands. + +### Commands + +_stored in `commands/` in your `.claude/` directory, either global or local_ + +I've always been a CLI person. +The fact that CC is a CLI interface sparks joy. +And I've always loved writing CLI tools, so getting to add custom commands into CC made my day when I found out. + +Commands are custom prompts that you write that you can trigger from within a CC session. +This allowed me to focus on prompt engineering and crafting reusable, portable prompts that I could incorporate into various workflows. +This greatly sped up my development process, and shifted my focus from "Hey Claude, do this in this repo" to creating a process to follow for agentic coding. + +They can also be used to conditionally load in context. +Say you have a set of rules you want to follow when you're developing Python. +You _could_ just put these in your global `CLAUDE.md` but now you're loading them for every single session. +This may be great if you only ever write Python, but if you do anything else it's a waste of the context. +You _could_ put them in a `CLAUDE.md` that is local to the repository. +There is some merit to this, as now everyone who uses CC on your codebase is following your rules, but now your rules are in _every_ repository you manage. +That's a lot of duplicated work. +What if you change your mind on variable naming convention? +Now you have to update them everywhere. +What I really want is to load those rules when you're _actually_ writing Python, either automatically or by me triggering them. +I was just starting to get into this use case when CC introduced Skills. + +Commands are my primary way of interacting with CC. +They run all of my workflows, and every time I come up with a new repeatable workflow my first instinct is to create a custom Command for it. +Treat commands like hotkeys. +Programmable tasks to accomplish a certain thing. +You can view my ever changing list of commands on my [GitHub](https://github.com/MasonEgger/homedir/tree/main/.claude/commands) + +???+ Warning "Commands have merged with Skills" + + During the middle of writing this blog(1) Anthropic decided to merge Commands with Skills. + They say this is because they sort of accomplish the same thing, which is the conditional context loading. + While true, I find it partly true and discounts the common case of just repeating the same prompt on different inputs. + While I don't particularly agree with the reasoning, it doesn't really affect much as they preserved backwards compatibility and added features to address my concerns. + I'll probably eventually refactor my commands to be only user invocable Skills eventually, but it's not high on my priority list. + { .annotate } + + 1. This is the hell of writing about AI. They say that tech books were out of date the moment the ink dried. Well AI blogs are out of date as soon as the TCP handshake completes to the blog you're trying to read. + +### Skills + +_stored in `skills/` in your `.claude/` directory, either global or local_ + +I've never been happier for a feature release in software than I was for Skills. +Prior to the release I was building out my own hacky version where I had Commands `list-context` and `load-context` that would enumerate a directory of documents and let me conditionally load them instead of having to make a command for each one. +Then Skills released and I threw that work away. + +[Skills](https://code.claude.com/docs/en/skills) are collection of instructions, resources, and tools that CC can conditionally load when it determines you need to use that Skill. +For example, say I have specific rules, preferences, tools, etc. that I always want to use when I write Python code. +I can then define a Python Skill with these preferences, which CC will then automatically load when it determines I'm writing Python code. + +The structure of the Skill is just directories with Markdown. +You provide a **short** top level `SKILL.md` with instructions, then various resources it can read when it needs to load more context around a specific task. +The top level `SKILL.md` should have the prime directives(1) for the Skill. +These are things like you must do type hints, docstrings on all public interface, absolute imports. +Then there's a `Reference Files` section` that contains information on more specific Python topics. +I have a reference for how I want CLI scripts built, what my toolchain is, how documentation should be written etc. +Why not just put these in the `SKILL.md` and call it day? +Because that is needlessly loading information that CC may not need to work on this specific task. +CC reads the `SKILL.md` file and sees the links to the references with descriptions. +It then determines which of _those_ files it should read based on its understanding of the task it's currently working on. +You can see this in my [Python Skill](https://github.com/MasonEgger/homedir/blob/main/.claude/skills/python/SKILL.md). + +Skills don't just contain reference materials though. +You can also provide `scripts/`, which are executable files that CC can use while working with this skill. +Have a specific template you want it to follow? +Or some examples for it to follow? +Add those to the Skill as well. +The Skill is a container for what "correct" looks like to you and tools to help CC get there. + +Now of course, this thing still misses sometimes. +Skills don't always get invoked(1). +I always watch very closely to ensure the Skill is invoked (it'll say this in the output of CC). +If it's not, I stop it and manually invoke it. +You can also implement a [Hook](https://code.claude.com/docs/en/hooks) to force it to invoke it on a per-project basis, or include it in the local `CLAUDE.md`. +People are still figuring out how to make Skills invoke consistently. +They do a decent job, but you should still keep an eye on it. +{ .annotate } + +1. Which is just another point in my column when I say you **have to watch this shit as it cooks** or you're gonna have a bad day. + +### MCP Servers + +_stored in various config files in your `.claude/` depending on scope_ + +Oh joy, the favorite word of every tech bro in the valley for the last six months, MCP! +MCP stands for Model Context Protocol, and is just a fancy way for AI to communicate with AI enabled services. +For example, CC doesn't natively know how to charge something to my personal PayPal account, but with the PayPal MCP connection I could give it access to my account and have it make purchases for me(1). +Think REST API, but for AI. +{ .annotate } + +1. This _still_ sounds like a recipe for disaster. I do a good enough job burning my own money I don't need AIs help. + +Where MCP is useful for CC is you can attach it to various tools to give it the ability to get "verified" knowledge and perform actions for you across multiple systems. +Personally, I don't use MCP that much. +For the longest time there was an issue with CC loading the entire MCP context into your session and blowing out the context window. +And honestly, I have bash. +I don't need MCP for 95% of things. +However, there are a few MCP servers I enjoy. +Temporal has a knowledge base MCP server that ties into their docs, community forums, and certain curated community slack messages where a good answer was provide. +I also _love_ the Playwright MCP server for testing web UIs and all sorts of stuff. +But personally, I'd rather use a Skill for knowledge or write a little tool(1) that CC can use. +{ .annotate } + +1. And by "write a little tool" I mean "Ask CC to write it for me". + +### Subagents + +_stored in `agents/` in your `.claude/` directory, either global or local_ + +Now to my least favorite feature, subagents. +I know _maaaany_ people who swear by these things, but I'm still hung up on the whole "Just let it cook and eat the dinner" idea. +With subagents you offload a task to what amounts to a CC child process with it's own context window, and it comes back when it's done. +You don't have control over it, you don't get to review anything until it's done. + +Don't get me wrong, I can see how this is useful and why people love it, it's just **not** how I want to interact with AI. +At least, not for primary code writing purposes. +I have one subagent I've been working on that I want to use as a copy-editor using [`vale`](https://vale.sh/docs/cli). + +What's odd though, is I got early access to CC Teams (then called Swarms), and I like it for very specific tasks. +Teams are multiple subagents running in parallel that have a shared task list, a team leader, and are able to communicate bi-directionally with both the team leader and each other. +While this sounds more chaotic than a single subagent(1), it's really useful for fanning out a project where the size of the context can't be held in a single agent. +I tried out this feature to build a prototype of a Temporal Skill in all six programming languages spanning every feature in Temporal. +The swarm read from over 40 GitHub repositories, crafted a plan, worked collaboratively and build a pretty damn good Skill. +My work is being directly used in the official Temporal Skill, so I don't plan on updating it, but it made me realize there are use cases for subagents big and small. +OpenClaw also has me curious, so I'll report back in a bit about my experience with them. +{ .annotate } + +1. And based off the early access feedback chaos was common. + +### Plugins + +Wow! + +![That is one big pile of shit gif from Jurassic Park](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExdzAzaTV4ZzFpYzk3ZDZhdGY0N2EycDV6cW5raGdtanY5ajR2YmkyNiZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/hwdr7pvte2yVW/giphy.gif) + +So many features and I guarantee you I missed some. +Your `.claude` directory is looking more complex than your actual project. +Luckily, there is a way to organize all of this, and that's with Plugins. + +[Plugins](https://code.claude.com/docs/en/plugins) are a collection of related Skills, Agents, Commands, MCP Servers, Hooks, resources, and more. +It also provides namespacing for your command, something like `/dev:python`. +Currently I haven't organized anything into a plugin, but I'm thinking about it. + +## Random Tips I Couldn't Fit Into This Narrative + +There's so many more random tips that I couldn't fit in here, but I would be remiss if I didn't share them. + +1. Run CC in `Explanatory` mode to get explanations while it's running so you build an understanding of the app and maybe even learn something new. + 1. Use `/output-style` and change mode to `Explanatory`. Want to pair-program with CC? Change the mode to `Learning`. +1. Load in known good samples or documentation for CC to use. + 1. Don't just dump the entire docs or samples repo in your project folder. Pull it down on the same level as your project directory and use `/add-dir` to add it and look in there for good examples. +1. Want to save the raw text of the session to share with someone or for archival purposes? + 1. `/export` +1. Did you close a session on accident and lose it? + 1. `/resume` +1. Do you want `vim` keybindings for everything in your life? + 1. `/vim` + +That's all I could think of. +And no, I don't use `/vim` mode. +I have enough mind goblins, I don't need `vim` creating more(1). +{ .annotate } + +1. And this is coming from a recovering `vim` user. Don't come at me thinking I use `emacs`. `emacs` is a great operating system. Too bad they didn't implement a decent text editor. + +## Weird Shit That I Do That I Can't Explain but It Helps + +And now for the goofy shit that I can't explain but it works. + +![Gif of monty python and the ministry of silly walks](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExbm42M3ZkNjZxaWlwMTVtYjRucHR2dGh0dXBxZ2tlc3VxenBubGJoMCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/qcgtyllMthBL2/giphy.gif) + +First, I have often said I get the best results from CC when I use my "teacher voice"(1). +What this means is I'm typically over explanatory and treat it like a student who's doing well but needs correction. +When it makes a mistake, I don't tell it "Hey, you messed up here", I ask it "Did you implement what was in the plan?" +Or if the mistake is something that I know exists in my Skills or `CLAUDE.md`, I'll ask it "Did you follow the best practices we have laid out?" it will actually load those in and determine if it followed them or not. +It often determines it hasn't and then goes back and fixes it, but sometimes it had a good reason and it explains why and I decide if that's a good enough reason to break the rules. +Where I think this has real power is I often see this dialogue captured in the session summary portion in the lessons learned session. +So on the next session it reads this in and learns from its mistakes. +Also as I run `/init` to update the local `CLAUDE.md` it will put these in here, either by specific rule or a more broad "Be sure to load the Python Skill and follow it". +This practice leads to my sessions getting better over time as the code base grows, not degrading. +{ .annotate } + +1. Turns out using millennia old teaching techniques works on children and AI. How neat. + +Secondly, I don't trust compaction at all. +While the auto-compaction has gotten a _lot_ better over the last six months, I still don't trust it as far as I can throw my 110 chocolate chonk of a labrador(1). +So much so that when I see the warning appear that compaction is near, I start paying extra attention to the outputs as I no longer trust them. +And 9 times out of 10, if I see it start to compact, I actually stop the process and revert the entire session(2). +{ .annotate } + +1. He used to _LOVE_ getting thrown onto my bed as a baby. Now his fat ass can't figure out why daddy can't pick him up and throw him like I could when he was 10lbs. Daddy's back hurts Loki, jump up yourself. +2. I use `git` as my rewind mechanism. Every task is a commit, and if I don't like it I revert. + +I actually see compaction as a code smell. +It means I didn't break the task down into small enough chunks. +For me, 95% of the time I can perform a single task within the scope of a fresh context window. +And for that other 5%, I either refactor the plan to break it down more or switch to a model with a larger context window for that task. + +And lastly, if you're working on documentation or text, telling CC to "copy this text and update it" tends to yield much more faithful outputs than if you ask it to "read it, update it, and write it to this file". +While the models have gotten better about not hallucinating when they do this, the larger the file the more likely this will happen. +So if you are converting a quickstart guide from Python to Ruby, have it copy the file _then_ read it and update it. +The end result will be better. + +## And That's Just What I've Done So Far + +You made it to the end! +Feeling a little light headed? +Ya, CC can do that to you. + +This is everything I can think of on all the weird ass ways I make CC produce what I want it to. +If I think of more, I'll write another blog. +But now, after writing over 20,000 words on this topic, I'm going to hibernate. +Hope you enjoyed. + + +!!! abstract "Part 5 of 5 of my `Brain Dump Ramblings on AI` blog series" + + Check out the other parts of this series: + + * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. + * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. + * Part 3 - **[What I Found Actually Works with AI](016-ai-principles.md)** - The do's and don'ts that guide everything I do. + * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude 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z62sSOmV$Ywq@*)q9Y61AhzC@QODTvnx(E~LDgBdauGUQ1EnhBg6E>ed&W#5Z-`ymB z$=l-OIKRocl;3(9dHI^-TzD1h&-YbcHKQj5C)mGoOCppue+cOhRe2;~r8Zhf`8RRb zG_xQktw)@by|KpdsL<*`jB2DGwK2bX=XQB%XiblLGz{+>|LaAz7({}DB@fD^*B=0q z+q0zq_+3D+Ch7#ZxC+ukn5Aq6IxgiWf~1g33NbexOP05~4<-;TG8)(4m3NJ^U5AR0Ini0ElH#z3M>lO;_Gfd~dcu4qWOkA[Part 2: Code is Now Cheap, Don't Devalue Yourself](blog/posts/015-code-is-cheap.md)

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  • [Part 3: What I Found Actually Works with AI](blog/posts/016-ai-principles.md)
  • [Part 4: How I Actually Use the Damn Thing](blog/posts/017-claude-code.md)
    • +
  • [Part 5: Skills, Plugins, and MCP Oh My!](blog/posts/018-claude-customize.md)
    • From a2a247afaf208c7d47348d69f6ea9c950b970fd1 Mon Sep 17 00:00:00 2001 From: Mason Egger Date: Mon, 23 Feb 2026 00:01:28 -0600 Subject: [PATCH 12/12] publish What I Found Actually Works with AI --- .../014-software-engineering-evolution.md | 4 +- docs/blog/posts/015-code-is-cheap.md | 6 +- docs/blog/posts/016-ai-principles.md | 8 +- docs/blog/posts/017-claude-code.md | 739 ------------------ docs/blog/posts/018-claude-customize.md | 438 ----------- docs/index.md | 4 +- 6 files changed, 11 insertions(+), 1188 deletions(-) delete mode 100644 docs/blog/posts/017-claude-code.md delete mode 100644 docs/blog/posts/018-claude-customize.md diff --git a/docs/blog/posts/014-software-engineering-evolution.md b/docs/blog/posts/014-software-engineering-evolution.md index b79da62..bee7a90 100644 --- a/docs/blog/posts/014-software-engineering-evolution.md +++ b/docs/blog/posts/014-software-engineering-evolution.md @@ -374,5 +374,5 @@ _How does this affect software engineering right now? Check out Part 2 of this b * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. * Part 3 - **[What I Found Actually Works with AI](016-ai-principles.md)** - The do's and don'ts that guide everything I do. - * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. - * Part 5 - **[Skills, Plugins, and MCP Oh My!](018-claude-customize.md)** - A deep dive into Claude Code's customization features. \ No newline at end of file + * Part 4 - **How I Actually Use the Damn Thing** - My journey with Claude Code and my tips and tricks for getting started. *Coming Soon* + * Part 5 - **Skills, Plugins, and MCP Oh My!** - A deep dive into Claude Code's customization features. *Coming Soon* \ No newline at end of file diff --git a/docs/blog/posts/015-code-is-cheap.md b/docs/blog/posts/015-code-is-cheap.md index 4819857..7d96db5 100644 --- a/docs/blog/posts/015-code-is-cheap.md +++ b/docs/blog/posts/015-code-is-cheap.md @@ -310,7 +310,7 @@ Because at the end of the day, the future belongs to those who show up for it. --- -_Curious about my personal AI journey, how I got started, and all my tips and tricks? Come back tomorrow for the next part of the series._ +_Curious about my personal AI journey, how I got started, and all my tips and tricks? Check out the next part of the series [What I Found Actually Works with AI](016-ai-principles.md)._ !!! abstract "Part 2 of 5 of my `Brain Dump Ramblings on AI` blog series" @@ -318,5 +318,5 @@ _Curious about my personal AI journey, how I got started, and all my tips and tr * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. * Part 3 - **[What I Found Actually Works with AI](016-ai-principles.md)** - The do's and don'ts that guide everything I do. - * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. - * Part 5 - **[Skills, Plugins, and MCP Oh My!](018-claude-customize.md)** - A deep dive into Claude Code's customization features. + * Part 4 - **How I Actually Use the Damn Thing** - My journey with Claude Code and my tips and tricks for getting started. *Coming Soon* + * Part 5 - **Skills, Plugins, and MCP Oh My!** - A deep dive into Claude Code's customization features. *Coming Soon* diff --git a/docs/blog/posts/016-ai-principles.md b/docs/blog/posts/016-ai-principles.md index 2830e2b..85fea75 100644 --- a/docs/blog/posts/016-ai-principles.md +++ b/docs/blog/posts/016-ai-principles.md @@ -64,7 +64,7 @@ Here are the do's and don'ts of using AI that guide everything I do. This blog is deliberately provider and model agnostic. These do's and don'ts apply to generative AI as a whole, not one specific provider. - If you're looking for exact implementation details, check out the [next blog in this series](017-claude-code.md) + If you're looking for exact implementation details, stay tuned for the next blog in this series. ## Principles That Accelerate @@ -513,7 +513,7 @@ _[Video link](https://www.youtube.com/watch?v=qwTop2qs1tE)_ --- -_Ready to see these principles in action? Check out the next part of this series [How I Actually Use the Damn Thing](017-claude-code.md)._ +_Ready to see these principles in action? Stay tuned for the next part of this series, How I Actually Use the Damn Thing._ !!! abstract "Part 3 of 5 of my `Brain Dump Ramblings on AI` blog series" @@ -521,8 +521,8 @@ _Ready to see these principles in action? Check out the next part of this series * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. - * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. - * Part 5 - **[Skills, Plugins, and MCP Oh My!](018-claude-customize.md)** - A deep dive into Claude Code's customization features. + * Part 4 - **How I Actually Use the Damn Thing** - My journey with Claude Code and my tips and tricks for getting started. *Coming Soon* + * Part 5 - **Skills, Plugins, and MCP Oh My!** - A deep dive into Claude Code's customization features. *Coming Soon* diff --git a/docs/blog/posts/017-claude-code.md b/docs/blog/posts/017-claude-code.md deleted file mode 100644 index aaaa2b8..0000000 --- a/docs/blog/posts/017-claude-code.md +++ /dev/null @@ -1,739 +0,0 @@ ---- -title: "How I Actually Use the Damn Thing" -description: "Enough waxing poetic about AI, here's my actual Claude Code workflow." -date: 2026-02-24 -categories: - - Software Engineering - - AI - - Productivity - - Brain Dump Ramblings on AI Series -tags: - - Claude Code -authors: - - masonegger ---- - -Ok. -Enough waxing poetic about AI. -Here's how I use Claude Code to build software. - - - -??? tip "TL;DR - Just Want the Workflow?" - - **The BPE Loop (Brainstorm → Plan → Execute):** - - 1. `/app-dev:brainstorm` — Discuss your idea, creates `spec.md` - 2. Review `spec.md` manually — fix any errors - 3. `/app-dev:plan` — Creates `plan.md` and `todo.md` - 4. Review `plan.md` manually — verify prompts make sense - 5. `/app-dev:execute-plan` — Implements one step - 6. Review code, commit, `/clear`, repeat step 5 - - **Quick setup:** See the [Claude Code Quickstart](/tutorials/posts/004-claude-code-quickstart/) tutorial. - - **Want the full story?** Keep reading below. - -## From AI Skeptic to AI Enthusiast - -So it's no secret, I, like many of my colleagues, was very much an AI skeptic when it was first introduced. -The claims then (as they are now) were that this would "replace all Software Engineers" and people's eyes rolled so far back in their heads you could hear them pop. -And for good reason. -Output of the early LLMs was questionable to say the least. -But as time has gone on, results got better and it became more difficult to ignore. -And like any curious person trying to avoid work on a Tuesday(1), I downloaded Claude Code(2) and tried it out. -From that moment, I was hooked. -I've always been a CLI person, and this was the UX I was looking for. -My productivity skyrocketed. -I dubbed 2025 "The Summer of Side Projects". -Finally, I could achieve the throughput necessary to work through my massive backlog of projects. -I spent hours reading articles on optimizing `CLAUDE.md`, creating slash commands, everything I could to refine my process(3). -This is by far the most fun I've had writing code in a long time. -So much so that I couldn't contain my excitement. -I showed anyone who would listen: people at work, friends, community members, random strangers on the street(4). -Now I finally have the core process solidified enough that I can share what I've learned(5). -{ .annotate } - -1. You think this is an arbitrary day, but no, I looked up my commits, checked the date, then went back and found what day of the week it was. Buckle up. It's going to be one of _those_ types of blogs. -2. I will be abbreviating this to CC for the rest of the article. -3. One of the most impactful being [Harper Reed's Blog](https://harper.blog/2025/05/08/basic-claude-code/). I initially forked his CC setup and have iterated on it from there. -4. Most ran away screaming, but a few were interested. -5. And I look forward to Anthropic dropping a new feature the day after I publish this and rendering it obsolete. Seriously. They've done that to me like twice already. - -Oh, and my manager asked me to. -So there's that.(1) -{ .annotate } - -1. :wave: Dallas - -## "Ya, but what have you _actually_ built with AI?" - -Fair point. -Many people see posts online of people touting their productivity gains via AI but no one shares their work. -So here's what I've contributed to and built since I started using CC. - -* [`fountain-py`](https://github.com/MasonEgger/fountain-py/tree/init-version) - * My first AI project. A Python library to parse [Fountain](https://fountain.io/) syntax. -* A [`homedir` repo](https://github.com/MasonEgger/homedir) - * I have long wanted to automate setting up my personal environment using Ansible. CC did it for me super quick. - * I also love writing Python CLI tools. Now CC does that and installs them. - * I'm constantly iterating on this repo, and this is where all my `.claude` files are. -* Knowledge Base via Obsidian - * This one I obviously can't link to as it's my personal knowledge base, but I used CC to organize my Obsidian vaults into a format I actually use. I also record myself ranting about my day and have it fill in my daily journal entry with the transcript. - * Also an [MCP Server](https://github.com/napcs/mcp-knowledge-base) I want to try. -* Temporal Course Ports - [Temporal 101 in Ruby](https://learn.temporal.io/courses/temporal_101/ruby/) - * Porting courses at Temporal from one programming language to another is tedious. You have to learn the language, learn the subtle differences, change words from function to method or vice versa to sound idiomatic. With proper guidance, CC could do this in a fraction of the time - * Other ports are in progress, and will be released soon -* Temporal Workshop Code and Customer Demos - * I had to build out a workshop to build a CI/CD pipeline using Temporal to build and deploy to K8s. CC wrote all of it and helped me make exercises for it. - * [Check it out](https://github.com/temporal-community/workshop-cicd-k8s-deployment) The various exercises are in branches. -* Various commits to [PyTexas](https://github.com/pytexas) - * If you see a commit in these repos over the last 6 months, they weren't done by me, but AI. It's been great for automating monthly updates, creating schedules, run books, etc. for a community. - -And that's just what I can publicly talk about and I can remember off the top of my head. -What's even _more_ impressive is what I've seen others accomplish with AI. -I recently watched the CTO of Temporal [Maxim Fateev](https://www.linkedin.com/in/fateev) use Temporal's internal study break and CC to accomplish in two weeks what would have taken teams of engineers months to do otherwise.(1) -{ .annotate } - -1. Read his thoughts on what AI means for software engineering in his [recent blog](https://temporal.io/blog/what-will-ai-do-to-your-career). - -So ya, people are building really cool shit with it. - -## WARNING: READ BEFORE PROCEEDING - -I'm about to deep dive into my entire workflow for CC. -This is what works for me after I have spent _hours_ using the tool. -So I want to put a few disclaimers/warnings before I proceed. - -Before going any further, I will say that this is what has been successful **for me**. -If you go on Twitter you'll see 465,279,346,727,844,684,918,549,865 posts about AI, how it just destroyed some industry, and how if you use it _just this special way_ you'll become Supreme Overlord of Ganymede(1). -It's a **lot** to keep up with and everyone has their own process for getting AI to accomplish their goals. -And that's great! -I'm writing this blog to share what I've learned through my journey using CC for half a year, following certain trends, ignoring others, and most importantly of all, because my manager asked me to. -If your favorite tip or trick isn't mentioned in here, it doesn't mean it isn't good. -Given the firehose of AI information out there, there is a 99% chance I just haven't seen it yet. -{ .annotate } - -1. Jupiter's largest moon. Also the largest moon in the solar system for our Jeopardy fans out there. - - -So I hope you learn something from this! If not, I promise to make it entertaining at least. Without any further ado, hold on to your butts. - -![Hold on to your butts gif from Jurassic Park](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExYjE3MWVrMTRueTBscHMzaDB5bjR3dWY4M3o0dTcxM2lqaHRkcGpjbyZlcD12MV9naWZzX3NlYXJjaCZjdD1n/OCu7zWojqFA1W/giphy.gif) - -## My Environment Setup - Vanilla CC - -So first let's start with the foundation. -I run CC solely in the terminal, either on iTerm2 or the Windows Terminal, depending on if it's my work or personal machine. -I use the [native installer for the OS now](https://code.claude.com/docs/en/overview), which is easier than maintaining an npm environment as I rarely touch JavaScript. -This is also now the recommended way, so there's that. - -When developing I use the [plugin for VSCode](https://marketplace.visualstudio.com/items?itemName=anthropic.claude-code) to view the suggested diffs sometimes. -It mostly depends on if I remember to run `/ide` and if it's working that day. -I do not use the VSCode plugin to run CC commands in the side bar. -This gives too much of a Cursor vibe and I'm just not a fan of the UX. -I live in the command line, so having one screen as my terminal and the other as my editor is what feels most natural for me. -However, if you like having an all-in-one window with CC in your VSCode, then this plugin is for you. - -And finally, I use `tmux` for managing different sessions and windows. -I tend to have a CC session running in one window, then multiple other windows for manually testing or tweaking things while working. -I very often will start a project in one session, then either come to a stopping point or need to work on something else, and detach the session and start a new one. -When I want to resume working on a project, I just re-attach the session. - -And that's it. -I don't use any AI task management tools like Beads or Gastown(1). -I don't use OpenCode or another harness. -This isn't for any deep reason, it's mostly that I don't find much value in switching between different provider models. -{ .annotate } - -1. The opinion on these is very mixed, and until I find myself absolutely needing them I wont add them. - -I've always been a minimalistic tool user, and my CC setup is no exception. - -## The BPE Loop - -This is the foundation of my _entire workflow_. -The Brainstorm, Plan, Execute Loop(1). -And I'll be honest, this isn't anything new, or something I invented. -I discovered it in [Harper Reed's Blog](https://harper.blog/2025/05/08/basic-claude-code/) during the early days of my CC adventure and have since iterated on it until I got it where I wanted it. -But I'm constantly surprised how many people **don't** operate in this manner, so we're going to treat it like it's some _grand magical secret_ and not, you know, good software engineering practices(2). -{ .annotate } - -1. BPE for short -2. Or maybe it was just my mom instilling in me "Do you have a plan? What's the plan? What's the backup plan?" from such an early age that I just plan out everything. - -The mechanics of the loop are straightforward: - -1. **Brainstorm** with the agent on your idea -2. Create a step-by-step **Plan** for implementing the project using your agent -3. **Execute** each step in the plan until the project is implemented. - -Here's a visual representation of the Loop. - -```mermaid -flowchart LR - A[Brainstorm] --> B[Plan] - B --> C[Execute Plan] - C --> D{Complete?} - D -->|No| C - D -->|Yes| E[Done] -``` - -Look familiar? -It should, it's basically fucking [Waterfall](https://www.atlassian.com/agile/project-management/waterfall-methodology). -Now before you lose your lunch, hear me out. -Waterfall often gets a bad rap in the software engineering world because the process is so _miserably_ slow. -It's actually funny that we hate it, when other engineering disciplines use something similar all the time. -We can easily rewrite code to meet new requirements and not burn a fortune doing so. -Ever seen a bridge built using Agile? -No you have not(1). -But AI _greatly_ accelerates this. -We can update a spec in a few minutes. -Regenerate the plan if it's not working correctly. -The issues with Waterfall that people disliked are a non-issue in the age of AI. -This is another indicator that our industry is maturing(2). -{ .annotate } - -1. A topic I discussed in length in the first part of this series [Part 1: We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md). -2. I would love to see a TV show where we try to apply Agile to other engineering practices. "So a bug report came in that all the pedestrians fell off the bridge into the raging waters below because we forgot to implement guardrails! We're releasing that in the nightly patch where we deploy a group of workers at 3am to upgrade the bridge to version 0.3.9!" - -You may look at this and say "Damn that's a lot of process" for a fix that may take you five minutes. -True, and I don't use this for _everything_. - -| Task | Prompts | BPE Loop | -| ---- | ------- | -------- | -| Greenfield project | ❌ | ✅ | -| Refactor or new feature on existing project | ❌ | ✅ | -| One off change or small task on existing project | ✅ | ❌ | - -Each of these stages is a Command I've implemented, stored in my global `.claude/` directory so they're accessible in every session. -You can see them defined [in my GitHub](https://github.com/MasonEgger/homedir/tree/main/.claude/commands/app-dev). - -### Brainstorm - `/app-dev:brainstorm` - -The first step in the process is to brainstorm. -What am I trying to build? -What tools do I want to use? -What did I not consider? -The [brainstorm command](https://github.com/MasonEgger/homedir/blob/main/.claude/commands/app-dev/brainstorm.md) basically plays 20 questions with me. -I give it the details I have for an application to build, and then we focus in on what I want the app to do, features I may have forgotten, implementation details, etc. - -??? abstract "`brainstorm` Command" - - ```md - # Brainstorm Command - - Ask me one question at a time so we can develop a thorough, step-by-step spec for this idea. Each question should build on my previous answers, and our end goal is to have a detailed specification I can hand off to a developer who will implement using good TDD practices. - - Let's do this iteratively and dig into every relevant detail. Remember, only one question at a time. - - ## Critical Focus Areas - - **TDD Implementation Ready**: Ensure the spec includes requirements for YOUR application logic that can be converted into failing tests first. Focus on business rules, data validation, error handling, and custom algorithms that YOU will implement - not framework or library behavior. Think about what application-specific behaviors need verification. - - **Component Boundaries**: Identify clear, testable components that can be implemented independently and then integrated together. Each component should have well-defined inputs, outputs, and responsibilities. - - **Global Claude Config Integration**: Follow the established development patterns and preferences from the user's global Claude configuration (found in ~/.claude/CLAUDE.md and related files). Respect their preferred tools, coding standards, and project structure approaches. - - Focus on getting the technical details and component boundaries clear enough that the resulting spec can be broken down into implementable, testable steps that follow the user's established development workflow. - - The goal of this is NOT to implement the application or write a bunch of code, but to create a specification file that you will use later to create a plan. I will review this after and make manual changes. You may write _some_ code to illustrate specific points, but do not focus on that. Instead focus on making the specification usable for you to consume and plan with later. - - Once we are done, save the spec as @spec.md - - Here's the idea: - ``` - -This process can take a **looooong** time. -If you look in my `ai-sessions/` directories in repos I've used this on, you'll see from the session documentation that these can take anywhere from half an hour to a few hours, depending on how complex the problem is and how long it takes me to consider its suggestions. -This isn't the AI churning away for a few hours on its own. -This is a dialogue and sometimes it brings up _very cogent points_ that I need to consider. - -However, there is a hidden trap in a step like this, which is scope creep. -I often start planning out an idea and the brainstorming is churning along and then it asks a very useful question about a feature I hadn't considered. -I like the idea so we add it in, and now we're discussing that feature and it brings up _another_ totally valid point that adds _more_ complexity. -It's easy to trip down this rabbit hole and wind up with an application with **way** more features than you intended. -Lately I've taken to telling it "Yes that's a good feature, put it in a future features section and let's focus on the MVP." -This seems to fix the scope creep issue. - -Now once you're done with this step CC will put all your responses together and create a specification file `spec.md`. -This process can actually take several minutes. -I've often taken a break and come back to the spec file being written. -I let it write it out and we're done right? - -![Dwight Shrute from the office gif "Let me put it this way....no"](https://media3.giphy.com/media/v1.Y2lkPTc5MGI3NjExNXB4Nmh2czNtcHo1bTl0cDRuaWp3bWxxNTJpOGIwNW55MnptMDI5dyZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/daPCSjwus6UR2JxRX1/giphy.gif) - -Nope! -Not in the slightest. -It's time to **review** the specification. -I meticulously comb through every line and make sure it is what I expected and want. -If it's wrong, I _manually_ change it. -It is **crucial** that this file is accurate. -This is the foundation of everything that will come after. -Any mistake here will be amplified and propagated across the entire project. -The upfront time here is worth it. -Otherwise you're going to be chasing bugs around the entire time. - -Finally, I use my [`/meta:session-summary`](https://github.com/MasonEgger/homedir/blob/main/.claude/commands/meta/session-summary.md) command to summarize what happened and create a record. -This command creates a session summary of what just happened and stores it in the `.ai-sessions/` directory of the code repo. -Next I use my [`/git:commit-msg`](https://github.com/MasonEgger/homedir/blob/main/.claude/commands/git/commit-msg.md) to create the commit message. -I commit `spec.md` and the sessions summary to git and finally run `/clear` to wipe the context window. -Now it's time to plan. - -### Plan - `/app-dev:plan` - -The next step is the planning stage. -This command ingests the spec file we created and creates two markdown files as a result, `plan.md` and `todo.md`. -What is the difference between a plan and a spec? -`spec.md` details _what_ needs to be implemented. -`plan.md` specifies _how_ the implementation should be done. -And `todo.md` file details _what_ has actually been implemented. - -Now `todo.md` isn't anything special(1). -It's simply a todo list to keep track of what is being worked on. -You may be wondering "Why not just use the todo list functionality built in to CC?" -Well when I started, there was no plan mode 😝. -But also I like mine more. -A todo list persisted in git survives all sorts of crashes. -Sometimes I wipe out my `.claude/` directory on a fresh install. -Sometimes I work on a different machine. -I want consistency across all of my environments. -Oh, and I also think the way my `plan.md` and `todo.md` synchrony works better 🤷‍♂️. -{ .annotate } - -1. Sorry `todo.md`. You're special to me 💙 - -But the _true_ magic of this command is what happens in `plan.md`. -When I first started my CC journey(1) I was given probably the best advice I've received regarding AI so far from my good friend [Moshe Zadka](https://www.linkedin.com/in/moshezadka/). -{ .annotate } - -1. Like day 1. I was at PyCon US and sat down with Moshe to get him to "teach me the secrets of Claude" - -> "Claude is a better prompt engineer than you. Ask Claude how Claude would have Claude do it." - Moshe Zadka - -This advice was mind blowing, and as it turns out, 100% right. -And then when I started exploring workflows and stumbled across the BPE loop, the plan stage did exactly this. -**It breaks down the spec into bite sized chunks, then asks Claude to come up with the prompts to achieve each stage.** - -??? abstract "`plan` Command" - - # Plan Command - - Draft a detailed, step-by-step blueprint for building this project. Then, once you have a solid plan, break it down into small, iterative chunks that build on each other. Look at these chunks and then go another round to break it into small steps. Review the results and make sure that the steps are small enough to be implemented safely with strong testing, but big enough to move the project forward. Iterate until you feel that the steps are right sized for this project. - - From here you should have the foundation to provide a series of prompts for a code-generation LLM that will implement each step in a test-driven manner. Prioritize best practices, incremental progress, and early testing, ensuring no big jumps in complexity at any stage. Make sure that each prompt builds on the previous prompts, and ends with wiring things together. There should be no hanging or orphaned code that isn't integrated into a previous step. - - ## Testing Guidelines for Generated Prompts - - When specifying tests in RED phases, focus ONLY on application logic: - - **DO test:** - - Business logic you're implementing - - Data validation rules you define - - Error handling you add - - Custom algorithms or calculations - - Integration between YOUR components - - **DO NOT test:** - - Framework functionality (e.g., "Django can connect to database") - - Third-party library behavior (e.g., "requests library makes HTTP calls") - - Language features (e.g., "Python dicts work correctly") - - Configuration loading (unless complex custom logic) - - Trivial code (simple getters, setters, pass-through methods) - - **Examples:** - - ❌ BAD: "Test that Django User model can be created" (tests Django) - - ✅ GOOD: "Test that custom password validator rejects weak passwords" (tests YOUR logic) - - ❌ BAD: "Test that database connection works" (tests framework) - - ✅ GOOD: "Test that user registration creates audit log entry" (tests YOUR logic) - - ## Critical Requirements for Execute-Plan Compatibility - - **Each prompt must be structured as numbered sub-steps that execute-plan can follow sequentially:** - - ### Format for Each Step Prompt: - ``` - ### Step X: [Descriptive Title] - - **NOTE**: [Any important context about existing implementation] - - ```text - [Prompt for code-generation LLM with numbered instructions]: - - 1. RED: Write [specific type] tests first: - - Create/modify [exact file path]: - - Test [specific scenario 1] - - Test [specific scenario 2] - - Test [specific edge case] - - Example RED phase (GOOD): - 1. RED: Write validation tests first: - - Create tests/test_user_validation.py: - - Test that custom password validator rejects passwords without special chars - - Test that email validator rejects disposable email domains - - Test that username validator blocks profanity - - Example RED phase (BAD - Don't do this): - 1. RED: Write model tests first: - - Create tests/test_models.py: - - Test that User model can be created ← Testing Django, not your code - - Test that database saves User correctly ← Testing Django ORM - - Test that email field stores email ← Testing Django field behavior - - 2. Document [specific component]: - - Create/update [exact file path] - - Document [specific behavior/rules] - - Include [specific examples/configurations] - - 3. GREEN: Write MINIMAL code to make tests pass: - - Create [exact file path] - - Implement [specific functionality] - - Use [specific patterns/libraries] - - Just enough to pass tests - - 4. RED: Add integration tests: - - Test [specific integration scenario] - - Test [specific error conditions] - - 5. GREEN: Wire up integration minimally - - 6. REFACTOR: Improve [specific aspects] - - 7. Update documentation with [specific updates] - - 8. Verify meaningful test coverage of YOUR application logic and run `just check` - ``` - - ## Prompt Generation Requirements - - 1. **Executable Instructions**: Each numbered sub-step must be a specific instruction that execute-plan can follow exactly, not general guidance - - 2. **File Path Specificity**: Every prompt must specify exact file paths (e.g., "tests/test_activities/test_validation.py", not "test files") - - 3. **Test Scenario Detail**: Each RED phase must list specific test scenarios to implement, not generic "write tests" - - 4. **TDD Structure**: Every prompt must follow RED-GREEN-REFACTOR with clear phases - - 5. **Sequential Dependencies**: Each prompt builds on previous prompts with no orphaned code - - 6. **Integration Requirements**: Each prompt ends with wiring the new code into existing systems - - Make sure and separate each prompt section. Use markdown. Each prompt should be tagged as text using code tags. The goal is to output prompts that execute-plan can follow step-by-step, but context and architectural decisions are important as well. - - ## Output Format - - Store the plan in @plan.md with: - - Current Status section showing implementation progress - - Each step as a detailed prompt with numbered sub-instructions - - Implementation Guidelines section - - Success Metrics section - - Also create a @todo.md that: - - Mirrors the plan.md structure with checkboxes - - Tracks completion of each numbered sub-step - - Can be updated by execute-plan as work progresses - - The spec is in the file called @spec.md - -So CC takes the spec, decomposes the requirements to atomic units of implementation that MUST follow test-driven development, writes the prompts to achieve this, and then stores this in `plan.md` so it can be implemented later. -It pairs this plan with `todo.md`, which mirrors every step in `plan.md` to ensure we always have a checkpoint in the development process. - - -Now do you think I review these files? - -![Spongebob and Patrick thinking gif](https://media3.giphy.com/media/v1.Y2lkPTc5MGI3NjExZjhubXhwNjdjMmVoZmQwZjlhcjVwenozeG0wZXgzbXVpaXRmbGs3eCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/lKXEBR8m1jWso/giphy.gif) - -**Of course!**(1) -Always 👏 review 👏 everything!👏 -"But you said that Claude is better at prompting than you are why review them?" -That's actually a great question. -I review these files _not_ because I think I can write better prompts than Claude(2). -I review them because if I missed anything in the spec, it will become **glaringly apparent** in `plan.md`. -The prompt will ask for things to be done that just don't make sense. -**OR** it will expose holes in my skills, `CLAUDE.md` files, and other sources I asked it to look from. -{ .annotate } - -1. If you aren't seeing the pattern here yet pay closer attention. -2. Although I am guilty of tweaking them. I can't help myself. - -For example, if I see in the prompt that it's trying to implement code in `__init__.py`, which is a **bad** practice and should be avoided, I know then that it didn't load my Python Skill, because I explicitly call this out as an anti-pattern(1). -If I catch this, I know that it'll be rampant in the rest of the plan. -I then may decide to just delete those details from the plan itself, or I may manually load my Python Skill and have CC go back over the spec file and make sure the specifications are to my standards. -And then if they are, I rerun the plan command and explicitly tell it to mind my standards(2). -So yes, check the plan. -It'll save you at least $20 in alcohol after CC keeps doing something you ask it not to and you opt to crack open the liquor cabinet(3). -{ .annotate } - -1. This is kind of akin to the professor who's been teaching for 30 years and has the most **hyper specific rules** in their syllabus. It's because at one point someone did that thing and pissed them off and now it's a rule. Same with putting this in `__init__.py`. -2. In a perfect world they would just always load correctly, but if this is the worst thing that happens to me while using the magic box that accelerates me 50000000% I'll take it. -3. Remember kids, don't drink and vibe! - -Once you're satisfied, create a session summary, commit the code, and clear that context window! -It's time to let CC implement the application. - -### Execute - `/app-dev:execute-plan` - -And now we've arrived at the climax, the actual implementation of the project. -It took a while to get here, but now the hard part is over. -If you did the previous two steps properly, then having AI actually implement the project should be easy. - -This phase of the BPE Loop is actually the only part that consistently loops. -I use my `execute-plan` command, which in turn will read the `todo.md` to determine what step in the plan is next, read the last session from `.ai-sessions/` for any relevant lessons learned that need to be carried over, read `plan.md` to get the prompt that needs to be executed, and begin execution. -And that's it. -Let it cook. - -??? abstract "`execute-plan` command" - - ```md - # Execute Plan Command - - 1. Read @plan.md and @todo.md - - These files complement each other. @todo.md should track the current state of the implementation of @plan.md - 2. Check to see if a directory named @.ai-sessions` exists - 1. If the directory doesn't exist, do nothing - 2. If the directory exists, list the files and find the most recent session summary and read it. This is a summary of the previous session and will contain detailed information about what work was completed, and lessons learned in the las session. - 3. Open @todo.md and select the first unchecked item to work on. - 4. **CRITICAL**: Open @plan.md and locate the specific step being implemented - - Find the detailed numbered prompts for this step (e.g., "1. RED: Write tests...", "2. GREEN: Implement...") - - Follow these prompts EXACTLY in the specified order - - Do NOT deviate from the file paths, test scenarios, or implementation approach specified - 5. If you have any questions about the task at hand, ask the user. - 6. Implement the plan for this item as specified in @plan.md: - - **Follow the exact numbered sub-steps** in the plan.md prompt - - **Use the specific file paths** mentioned in the prompts - - **Implement the exact test scenarios** described - - Follow strict TDD procedures (RED-GREEN-REFACTOR as specified) - - Write robust, well-documented code - - Focus tests on YOUR application logic, not framework functionality - - Skip testing trivial code, framework features, or library behavior - - Verify that all tests and linting passes - - Make sure the tests pass, and the program builds/runs - 7. **Update documentation as specified** in the @plan.md prompts for this step - 8. **CRITICAL** Update @todo.md and mark off the item that was completed - 9. Ask the user if there is anything else they want you to do or review for this session. - - ## Key Requirements: - - **NEVER** skip or reorder the numbered steps in plan.md - - **ALWAYS** use the exact file paths specified in the prompts - - **FOLLOW** the RED-GREEN-REFACTOR cycle as outlined in each step - - **COMPLETE** all documentation updates mentioned in the step - - **VERIFY** all application logic is tested (not framework/library code) - - Treat @plan.md prompts as **implementation instructions**, not suggestions - ``` - -The fun thing about this loop is that it's _self correcting_. -It's doing TDD! -So it will implement the tests first, write the code, and then run all the guardrail checks in the loop that's running. -And it is _constantly_ finding mistakes and fixing them(1), thus leading to more accurate code at the end of each iteration. -{ .annotate } - -1. This is probably what has completely eroded my faith in one-shots. The damn thing makes mistakes just 30s apart, yet you let it cook for hours? Nope. No thank you. - -Now the next part is optional, depending on the complexity of the task and how paranoid you are. -**Of course** you should review the code of each step before committing it. -But whether you do this for each step and review every line as it comes or if you just review it in the end will depend on you. -Personally, I find myself babysitting it a bit more and watching line by line, but I also just let it go sometimes. -The reason I babysit it is so if it starts going off the rails, I can correct it early rather than let it generate a metric ton of slop and then have to wade through it later. -For example, I once caught it trying to test my Docker config by writing Python unit tests. -This is not what I wanted, but I was able to stop it before it went too far down the wrong path. -Luckily, as the models and CC has gotten better the amount I need to intervene is constantly decreasing. -But there are days the model is just having a bad day and it needs its hand held. - -Another thing I'll do during this phase is if I'm babysitting it and see it struggling to implement or fix something, I'll often Google what the issue is, find the solution, stop CC from running and give it the link. -This often yields great results and saves me time. - -Once it has finished implementing a step I follow the same process every time: - -1. Review the code again even if I reviewed it while it was running - 1. Big picture view instead of narrow view -2. Manually run the guardrails checks like testing and linting _again_. - 1. CC was running them during the building of the project, but it as has also lied to me before, so I check -3. Once I'm satisfied with the code I have it: - 1. Write a new session summary to `.ai-sessions/` using `/meta:session-summary` - 1. Update the local `CLAUDE.md` with lessons learned. I often do this by just running `/init` - 1. I double check to make sure that CC updated `todo.md` with the work it did. This is necessary for the next session. - 1. Generate a commit message using `/git:commit-msg` - 1. Commit the code -4. Once it's time to move on to the next step, I run `/clear` like it's shift change and bring in the next session. I then run `/app-dev:execute-plan` again and we go again! - -And that's it. -Preheat the oven to 350 degrees and cook for 30 minutes until done. -If done _properly_ this yields high quality, maintainable results of an application that you understand. - -## My CC Tool Belt - -Now while the BPE loop is the core of my AI workflow, there are many other tools on my CC tool belt that I use. -And by the end of this you'll probably have this reaction. - -![Simpsons clip where Police officer asks Batman how he got out of the bind, Batman says he always carries his carousel reversal spray, and Krusty (the villain) says "What don't you have in that belt?"](img/017-claude-code/toolbelt.gif) - -??? warning "High level overview" - - These next sections are just going to be a high level overview of the various tools and how I use them. - For an **even deeper dive** check out the next blog post in this series(1). - { .annotate } - - 1. What have I done? 😭 This was supposed to be one blog and now I might need to contact a publisher... - -### `CLAUDE.md` Files - -`CLAUDE.md` is a markdown file of instructions, rules, and preferences you want Claude to "remember" every session. -Most AI coding tools use something similar to this, often known as `AGENTS.md`. -You can define a global level `CLAUDE.md` in `~/.claude/CLAUDE.md` for the context you want loaded for _every_ session. -For example, mine contains sections defining the relationship between me and CC(1), my coding philosophy, and how it should ask for help. -You can view my global [`CLAUDE.md` in my `homedir` repo](https://github.com/MasonEgger/homedir/blob/main/.claude/CLAUDE.md). -{ .annotate } - -1. There have been posts where people say if Claude "views you as a partner" it performs better. I have no idea if this is true, but again, it's working so I don't touch it. - -There's also project level `CLAUDE.md` files, which store specific information at the root level of a project. -It scans the codebase and updates the project `CLAUDE.md` with insights it finds about the project. -How to run it, how to test it, what the project does, etc. -For project-level files, I run `/init` religiously before every commit. -Make sure it accurately reflects what the project is and _where it is going_. -The project `CLAUDE.md` is the first thing Claude reads in every session. -This will set the entire tone of your session. - -### Commands - -My primary way of interacting with CC is with commands. -Commands are custom prompts you trigger from within a CC session. -Every time I come up with a new repeatable workflow, my first instinct is to create a Command for it. -Treat them like hotkeys. -You can view my ever changing list of commands on my [GitHub](https://github.com/MasonEgger/homedir/tree/main/.claude/commands). - -### Skills - -[Skills](https://code.claude.com/docs/en/skills) are collections of instructions, resources, and tools that CC uses to conditionally load context when it determines you need them. -So when I'm working on a Python project, CC determines that I'm working on Python and loads [Python Skill](https://github.com/MasonEgger/homedir/blob/main/.claude/skills/python/SKILL.md) . -This skill defines my personal requirements for writing Python such as type hint requirements, toolchain preferences, and anti-patterns to avoid. - -You can either write your own Skills, or use Skills that people write and publish. -I'm constantly looking around on GitHub for new Skills. - -### MCP Servers - -Oh joy, the favorite word of every tech bro in the valley for the last six months, MCP! -MCP stands for Model Context Protocol, and is just a fancy way for AI to communicate with AI enabled services. -For example, CC doesn't natively know how to charge something to my personal PayPal account, but with the PayPal MCP connection I could give it access to my account and have it make purchases for me(1). -Think REST API, but for AI. -{ .annotate } - -1. This still sounds like a recipe for disaster. I do a good enough job burning my own money I don't need AIs help. - - -Personally, I don't use MCP that much. -I have bash, and that covers 95% of things. -The ones I do enjoy: Temporal's knowledge base MCP server and the Playwright MCP server for testing web UIs. -However, recent improvements in how CC uses MCP is making me take another look at this. - -### Subagents - -Now to my least favorite feature, subagents. I know maaaany people who swear by these things, but I'm still hung up on the whole "Just let it cook and eat the dinner" idea. -With subagents you offload a task to what amounts to a CC child process with it's own context window, and it comes back when it's done. -You don't have control over it, you don't get to review anything until it's done. -That being said, I'm working on a copy-editor subagent using [`vale`](https://vale.sh/docs/cli), and CC Teams (Swarms) showed real potential for fan-out tasks. -So watch my blog for future posts as I probably change my mind here in a few months. - -## Anticipating your responses - -I can hear them now, so let's squash the comment section now. - -### "That's a LOT of process for a simple fix isn't it?" - -Yea. -It really is. -And for a quick fix, I don't use this. -I use the BPE loop for large projects, features being added, and something I'm going to spend actual time on. -But for small little fixes or updates to repos, I just use raw prompts. - -For example, I'm constantly updating the [PyTexas 2026](https://pytexas.org/2026) website as the conference approaches. -This site is just a static site generator project. -Say I need to add a new sponsor to the sponsors page. -I copy in the logo file into the base directory, then prompt CC to update the sponsors page and move the logo file to the right location. -Works like a charm. - -So don't think you _must_ use a process like this for everything. -It's a tool, not a silver bullet. -But from my experience, the BPE loop is the best way to build and maintain larger projects. - -### "Do you really waste all your time watching it build?" - -I don't view it as wasting time. -It's still generating at a rate far faster than I would. -And I'm _learning_ while it's doing this. -I'm learning how to better tune my CC files. -What gaps I have. -What makes CC tick. -But I'm also learning more about coding. -CC will often do something and I'm like "Woa what is that?" so I stop it and ask it to explain it to me. -I've actually learned more new features about Python and other frameworks from watching CC than I have in the past few years of self implementation. -I tend to always grab for what I know. -CC grabs for what is _best_ so I get to learn. -And if I don't like it? -I tell it to fuck off and do it the way I want it done. -It's AI, not your mom. -You can tell it what to do. - -### "This kinda takes the fun out of vibe coding." - -Eh. -Maybe. -If you enjoy sitting down, providing one prompt and hoping to get to success then ya, it does. -But if you're trying to build something meaningful that will survive the software engineering lifecycle for years to come, that style of "vibe coding" ain't gonna cut it. -But you know that. - -### "Doesn't this make you INSERT_NEGATIVE_EMOTION_HERE?" - -Fuck no. - -I've never been more productive in my career! -I'm having so much fun! -The bottleneck on what I'm doing is no longer my ability to write code, but my attention span. -Do I have mild existential dread about what this means for the job market? -Also yes. -That's why I'm leveling up on the tooling of the future. -Change always happens. - -And let's be real? -What will my outrage do? -Will the big AI companies stop moving forward because a sad boy in Texas is upset with them? -Not a snowball's chance in hell. -So I see it one of two ways. -Evolve or perish. -I know which one I'm choosing. - -## Now Go Forth and Prosper! - -![Buddy the elf saying "You did it! Congratulations" gif](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExcGdqc3BvYWJ3eWdhbzA1ZmV6eGpiZnVpOGtzbHF4MjMzY3Bldm9zZyZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/RIjVnmAtOD4l4c2Ert/giphy.gif) - -Thanks for hanging in there. -I know this was long(1). -Hopefully you learned something. -If you read my other blogs, hopefully you're feeling optimistic about the future and not an overwhelming sense of dread. -I promise you, you're going to love this. -Seven months ago, I was staring at Claude Code the same way someone in 1972 might have stared at an HP-35 calculator. -Now? -That logarithm book is just a neat thing on a shelf(2). -Everyone who I've got started on programming this way loves it. -They feel inspired and ready to tackle the world. -And I wish the same for you. -{ .annotate } - -1. If you think it took you a long time to read, imagine how long it took me to write. The answer is about a month. -2. Read [Part 1: We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md) for context if you haven't already. - -!!! abstract "Part 4 of 5 of my `Brain Dump Ramblings on AI` blog series" - - Check out the other parts of this series: - - * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. - * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. - * Part 3 - **[What I Found Actually Works with AI](016-ai-principles.md)** - The do's and don'ts that guide everything I do. - * Part 5 - **[Skills, Plugins, and MCP Oh My!](018-claude-customize.md)** - A deep dive into Claude Code's customization features. - - -*[CC]: Claude Code -*[BPE]: Brainstorm, Plan, Execute - - diff --git a/docs/blog/posts/018-claude-customize.md b/docs/blog/posts/018-claude-customize.md deleted file mode 100644 index dc72af0..0000000 --- a/docs/blog/posts/018-claude-customize.md +++ /dev/null @@ -1,438 +0,0 @@ ---- -title: "Skills, Plugins, and MCP Oh My!" -description: "Here's where it gets fun, a deep dive into Claude Code's customization features." -date: 2026-02-25 -categories: - - Software Engineering - - AI - - Productivity - - Brain Dump Ramblings on AI Series -tags: - - Claude Code -authors: - - masonegger ---- - -Looking for even _more_ Claude Code tips? -Never fear, I **definitely** have more. -This is where things get _interesting_... - - - - -![Ferris Bueler "You're still here?"](https://media1.giphy.com/media/v1.Y2lkPTc5MGI3NjExOGV3cnYxenBnMGF0ejFxM2pwZ3l4bjZ3cGZhMGY0d29xcXl1d2JueiZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/rBr2iU2Ip76HC/giphy.gif) - -Dang. -If I haven't scared you off yet nothing will. -Here's the magic behind customizing CC. - -!!! warning "This blog is not self contained" - - This blog is the first one in this _long_ ass series that is not self contained. - In the first blog I briefly touched on the concepts I will now dive **much deeper** into. - That means that you **really should** read my [previous blog _How I Actually Use the Damn Thing_](017-claude-code.md) before reading this one. - I'll be referring to things in the previous blog with little explanation, so if you don't read it you may get lost. - -## Past Here There Be Dragons - -Ok, you made it this far. -Congrats! -If you're new to CC, I recommend you get used to playing with it in the configuration mentioned in my [previous blog _How I Actually Use the Damn Thing_](017-claude-code.md) for a few days/weeks to get accustomed to using the tool. -I know _many_ people who use vanilla CC and get remarkable amounts of work done. -Learn the tool, learn what you like about it and where it annoys you. -Can you think of shortcuts that would make life easier? -That's what eventually happened to me. -I got tired of retyping prompts, so I went searching and found commands(1). -And then it all kind of snowballed from here. -{ .annotate } - -1. And now I spend countless hours reading docs, tweets, blogs, anything I can on new improvements. Hell I used it so hard I got added to the Claude Code Ambassador program. - -![Alice falling down the rabbit hole](https://media2.giphy.com/media/v1.Y2lkPTc5MGI3NjExdWI3aTI0M2VqNWwyZXh6bGxiZ2NhaHFla3puamdmZ2JrOHM5bHdjdSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/swtiK9jRfE0zS/giphy.gif) - -So I warn you, once you start down this path you'll become obsessed with it. -You'll stay up at night reading blogs or creating custom sub-agents(1). -This shit is **fun**. -You're going to want **more**. -And you'll eventually be filled with Lebensverantwortungsvedingteroboterassistentenbastelprojektverzichtstraurigkeit(2). -**You've been warned.** -{ .annotate } - -1. Or writing a multi-part blog series that will be labeled as "Exhibit A" when I finally snap and start trying to train chickens to cluck in four part harmony. -2. My buddy and sometimes co-author [Steve Androulakis](https://www.linkedin.com/in/steveandroulakis/) and I discussed what a German word would be for "The sadness of wanting to work on projects with AI, but having to focus on one's real life priorities instead" and Claude came up with this, which roughly translates to "life-responsibility-conditioned robot-assistant tinkering-project renunciation sadness" which I think hits the nail on the head. - -## The Case _AGAINST_ Vanilla CC - -Like I said above, there are **many people getting value out of vanilla CC**. -However, I often wonder how more productive those folks would be if they were to dive a little deeper into it. - -There was a _hilarious_(1) tweet thread a few weeks ago where [Boris Cherny](https://x.com/bcherny)(2), the creator of CC, [detailed his _vanilla_ usage of CC](https://x.com/bcherny/status/2007179832300581177?lang=en) and then proceeded to drop one of the most complex setup that looked like it was trying to cover every feature of the tool. -While I, an experienced CC user at the time of reading, got a lot of valuable information out of it, had I read this last summer when I was just learning how to use CC I would have rightfully shit my pants. -{ .annotate } - -1. At least to me. -2. All hail Boris Cherny. - -Read any tweet thread on Twitter lately and you'll see a ton of people talking about tweaking their CC setup. -So it is common for people to dive deeper into this tool hoping to gain increased productivity. -However, customization for customization sake will likely hinder you and cause you to become dissatisfied with the tool. -My journey is that when I found that I was either struggling to accomplish a task with the current setup, I went looking for a new feature to solve **that problem.** -Slowly over time as I attempted to tackle harder and harder problems I needed more customization and **then** went searching for new tooling. -So my advice to you is straightforward: **Start out with the most minimal use of CC you can, and only dive into new features when you actually need them.** -This will save you the flailing that is trying to keep up with everything that is constantly changing. - -Yes, this space _does_ move that fast. -I've been working on these blogs for months. -What keeps slowing me down? -Every time I get ready to publish **Anthropic changes shit again.** -Seriously, Opus 4.6 came out the day I was set to publish this, and then I had to go back and make sure everything still worked the way I thought it did(1). -So slow, steady, and **deliberate** will win you the race here. -{ .annotate } - -1. Spoiler alert, it didn't. - -## How I Tune My `CLAUDE.md` Files - -Let's start with the first thing a new CC user is likely to start tweaking, which is their `CLAUDE.md` file. - -`CLAUDE.md` is a file that helps manage Claude's memory. -It is a markdown file that you write and maintain with various instructions, rules, and preferences you want Claude to "remember" every time you launch it. -However, there are various locations where a `CLAUDE.md` can live, and how they are loaded depends on where the file lives. -The three main types to know about are your **global**, **project**, and **subdirectory** `CLAUDE.md` files. - -### Global - -A global `CLAUDE.md` file is exactly what it sounds like. -It's global. -It is loaded in at every session. -This is where you put context that you want Claude to always know when you work with it. -These are very abstract rules, such as coding style, communication style, and your core programming principles and beliefs. - -I spent many hours tuning my `CLAUDE.md` file when I first got started. -I was initially inspired by [Harper Reed's Blog](https://harper.blog/2025/05/08/basic-claude-code/) detailing how he set his up, and took a lot of inspiration for mine. -My `CLAUDE.md` contains sections that define the relationship between me and CC(1), my general philosophy on how I want it to write code, and how it should ask for help when it's stuck. -You can view my global [`CLAUDE.md` in my `homedir` repo](https://github.com/MasonEgger/homedir/blob/main/.claude/CLAUDE.md). -{ .annotate } - -1. There have been posts where people say if Claude "views you as a partner" it performs better. I have no idea if this is true, but again, it's working so I don't touch it. - -Now a days I don't tweak it as much. -I think eventually you get familiar with the consistency of the output and you learn to work around whatever inefficiencies there are. -And since there's no easy way to test changes to this, you kind of get stuck believing in something you don't know is actually working. -For example, I'm not certain how much the "Our relationship" section actually matters. -However, my CC sessions do rigorously follow Test Drive Development, so I know that _that_ section is working. -Either way, it is 100% worth experimenting with until your CC experience is where you want it to be. -It will save you a ton of constantly re-explaining your core principles(1). -{ .annotate } - -1. And please, steal mine and use it. I took it from Harper Reed. Hooray Open Source! - -### Project - -Next is your project level `CLAUDE.md`. -This file contains project specific rules that CC follows when you launch the app in that directory. -While you can write this by hand, I find that running `/init` religiously is the way to go. -Depending on the state of my project, I follow two different flows for using `/init`. - -???+ info "What the hell is `/init`?" - - Welcome to CC commands, also known as "slash-commands"! - These are commands you run in your CC terminal and act as shortcuts for various things. - There are default ones, or you can implement your own, which we'll cover later. - - `/init` is a slash-command that comes with CC that will read your project and write or update your `CLAUDE.md` file. - -If the project is brand new, I will run `/init` from the very beginning. -This may generate a blank `CLAUDE.md` or something very minimal. -That's fine, let's get it into the git history ASAP so we can track it over time(1). -Then as I work on the project I run `/init` before every commit. -This updates the `CLAUDE.md` file with the latest changes, readying it for commit. -Always review this and make sure that it's up to date. -Lies in your `CLAUDE.md` will make it into your code. -{ .annotate } - -1. Yes! You should track this in a VCS! - -Even if the project is already established, I still run `/init`. -This causes Claude to scan the project and understand what's going on. -I use this as an opportunity to not only set up CC for success, but also to get an understanding of the project myself. -I tend to critique this run of `/init` more, mostly because practices have already been established and I don't want to mess anything up. - -Once `/init` is done and a `CLAUDE.md` is created, I still manually edit it from time to time. -Sometimes Claude just doesn't get it, or leaves out something I think is important. -Or my code is so bad it got confused and now I need to clean it up, because an off-label use case of `/init` is to use it to critique your code. - -### `/init` is a Snitch - -Do you have a bunch of dead code in your project? -Maybe you switched package managers but never cleaned up the old package files?(1) -Are there functions that just absolutely heinous practice and you can't believe they are still in the codebase? -If there are, `/init` will find them and highlight them in your `CLAUDE.md` file. -{ .annotate } - -1. Like I did when I moved from `requirements.txt` to `pyproject.toml`. - -Not intentionally mind you. -It isn't trying to find bad code. -But what it does is determine patterns, naming conventions, package management, run instructions, everything. -If you have cruft in your codebase CC will identify this and try to put it in the `CLAUDE.md` so it knows how to deal with it. -So that shitty function that goes against all your best practices may become enshrined in the instructions you feed to CC every time. -And then Claude writes more shitty functions because that's what you have in your codebase so it must be what you want(1). -**This is how you get slop.** -{ .annotate } - -1. And as my dad likes to say "That's like wiping your ass on a wagon wheel. Shit just keeps coming around." - -So pay attention to those `CLAUDE.md` changes. -Might save you a migraine later. - -### Subdirectory - -Subdirectory `CLAUDE.md` files are files that exist within a project that already has a `CLAUDE.md` at the root level. -These are useful for mono-repositories or adding more specific context to a subset of files. -The neat thing is these aren't loaded at init time by CC, but rather conditionally loaded when CC has to do something with a file in that directory. -If you start putting these in all of your subdirectories, you may want to link to them from your project `CLAUDE.md` that is at the root level. -A standard Markdown link with a short description will work. -Once you go down this rabbit hole though, you may need to manually trim your top level `CLAUDE.md` and worry more about information architecture. - -Currently I don't have anything big enough to warrant the use of this feature. -I tend to split things up into many repositories rather than use a monorepo. -That being said, I always do keep this in my back pocket on the off chance I need it in the future. - -## Let's Customize It Some More! - -Thought we were done? -Nope. -Still a ton to do. -For the first few weeks I used CC with a custom `CLAUDE.md` as my only change to great effect. -But as I was working I found myself repeating various tasks and writing a variation of the same prompt over and over. -So I dove a little deeper into the options for CC and found exactly what I was looking for, custom commands. - -### Commands - -_stored in `commands/` in your `.claude/` directory, either global or local_ - -I've always been a CLI person. -The fact that CC is a CLI interface sparks joy. -And I've always loved writing CLI tools, so getting to add custom commands into CC made my day when I found out. - -Commands are custom prompts that you write that you can trigger from within a CC session. -This allowed me to focus on prompt engineering and crafting reusable, portable prompts that I could incorporate into various workflows. -This greatly sped up my development process, and shifted my focus from "Hey Claude, do this in this repo" to creating a process to follow for agentic coding. - -They can also be used to conditionally load in context. -Say you have a set of rules you want to follow when you're developing Python. -You _could_ just put these in your global `CLAUDE.md` but now you're loading them for every single session. -This may be great if you only ever write Python, but if you do anything else it's a waste of the context. -You _could_ put them in a `CLAUDE.md` that is local to the repository. -There is some merit to this, as now everyone who uses CC on your codebase is following your rules, but now your rules are in _every_ repository you manage. -That's a lot of duplicated work. -What if you change your mind on variable naming convention? -Now you have to update them everywhere. -What I really want is to load those rules when you're _actually_ writing Python, either automatically or by me triggering them. -I was just starting to get into this use case when CC introduced Skills. - -Commands are my primary way of interacting with CC. -They run all of my workflows, and every time I come up with a new repeatable workflow my first instinct is to create a custom Command for it. -Treat commands like hotkeys. -Programmable tasks to accomplish a certain thing. -You can view my ever changing list of commands on my [GitHub](https://github.com/MasonEgger/homedir/tree/main/.claude/commands) - -???+ Warning "Commands have merged with Skills" - - During the middle of writing this blog(1) Anthropic decided to merge Commands with Skills. - They say this is because they sort of accomplish the same thing, which is the conditional context loading. - While true, I find it partly true and discounts the common case of just repeating the same prompt on different inputs. - While I don't particularly agree with the reasoning, it doesn't really affect much as they preserved backwards compatibility and added features to address my concerns. - I'll probably eventually refactor my commands to be only user invocable Skills eventually, but it's not high on my priority list. - { .annotate } - - 1. This is the hell of writing about AI. They say that tech books were out of date the moment the ink dried. Well AI blogs are out of date as soon as the TCP handshake completes to the blog you're trying to read. - -### Skills - -_stored in `skills/` in your `.claude/` directory, either global or local_ - -I've never been happier for a feature release in software than I was for Skills. -Prior to the release I was building out my own hacky version where I had Commands `list-context` and `load-context` that would enumerate a directory of documents and let me conditionally load them instead of having to make a command for each one. -Then Skills released and I threw that work away. - -[Skills](https://code.claude.com/docs/en/skills) are collection of instructions, resources, and tools that CC can conditionally load when it determines you need to use that Skill. -For example, say I have specific rules, preferences, tools, etc. that I always want to use when I write Python code. -I can then define a Python Skill with these preferences, which CC will then automatically load when it determines I'm writing Python code. - -The structure of the Skill is just directories with Markdown. -You provide a **short** top level `SKILL.md` with instructions, then various resources it can read when it needs to load more context around a specific task. -The top level `SKILL.md` should have the prime directives(1) for the Skill. -These are things like you must do type hints, docstrings on all public interface, absolute imports. -Then there's a `Reference Files` section` that contains information on more specific Python topics. -I have a reference for how I want CLI scripts built, what my toolchain is, how documentation should be written etc. -Why not just put these in the `SKILL.md` and call it day? -Because that is needlessly loading information that CC may not need to work on this specific task. -CC reads the `SKILL.md` file and sees the links to the references with descriptions. -It then determines which of _those_ files it should read based on its understanding of the task it's currently working on. -You can see this in my [Python Skill](https://github.com/MasonEgger/homedir/blob/main/.claude/skills/python/SKILL.md). - -Skills don't just contain reference materials though. -You can also provide `scripts/`, which are executable files that CC can use while working with this skill. -Have a specific template you want it to follow? -Or some examples for it to follow? -Add those to the Skill as well. -The Skill is a container for what "correct" looks like to you and tools to help CC get there. - -Now of course, this thing still misses sometimes. -Skills don't always get invoked(1). -I always watch very closely to ensure the Skill is invoked (it'll say this in the output of CC). -If it's not, I stop it and manually invoke it. -You can also implement a [Hook](https://code.claude.com/docs/en/hooks) to force it to invoke it on a per-project basis, or include it in the local `CLAUDE.md`. -People are still figuring out how to make Skills invoke consistently. -They do a decent job, but you should still keep an eye on it. -{ .annotate } - -1. Which is just another point in my column when I say you **have to watch this shit as it cooks** or you're gonna have a bad day. - -### MCP Servers - -_stored in various config files in your `.claude/` depending on scope_ - -Oh joy, the favorite word of every tech bro in the valley for the last six months, MCP! -MCP stands for Model Context Protocol, and is just a fancy way for AI to communicate with AI enabled services. -For example, CC doesn't natively know how to charge something to my personal PayPal account, but with the PayPal MCP connection I could give it access to my account and have it make purchases for me(1). -Think REST API, but for AI. -{ .annotate } - -1. This _still_ sounds like a recipe for disaster. I do a good enough job burning my own money I don't need AIs help. - -Where MCP is useful for CC is you can attach it to various tools to give it the ability to get "verified" knowledge and perform actions for you across multiple systems. -Personally, I don't use MCP that much. -For the longest time there was an issue with CC loading the entire MCP context into your session and blowing out the context window. -And honestly, I have bash. -I don't need MCP for 95% of things. -However, there are a few MCP servers I enjoy. -Temporal has a knowledge base MCP server that ties into their docs, community forums, and certain curated community slack messages where a good answer was provide. -I also _love_ the Playwright MCP server for testing web UIs and all sorts of stuff. -But personally, I'd rather use a Skill for knowledge or write a little tool(1) that CC can use. -{ .annotate } - -1. And by "write a little tool" I mean "Ask CC to write it for me". - -### Subagents - -_stored in `agents/` in your `.claude/` directory, either global or local_ - -Now to my least favorite feature, subagents. -I know _maaaany_ people who swear by these things, but I'm still hung up on the whole "Just let it cook and eat the dinner" idea. -With subagents you offload a task to what amounts to a CC child process with it's own context window, and it comes back when it's done. -You don't have control over it, you don't get to review anything until it's done. - -Don't get me wrong, I can see how this is useful and why people love it, it's just **not** how I want to interact with AI. -At least, not for primary code writing purposes. -I have one subagent I've been working on that I want to use as a copy-editor using [`vale`](https://vale.sh/docs/cli). - -What's odd though, is I got early access to CC Teams (then called Swarms), and I like it for very specific tasks. -Teams are multiple subagents running in parallel that have a shared task list, a team leader, and are able to communicate bi-directionally with both the team leader and each other. -While this sounds more chaotic than a single subagent(1), it's really useful for fanning out a project where the size of the context can't be held in a single agent. -I tried out this feature to build a prototype of a Temporal Skill in all six programming languages spanning every feature in Temporal. -The swarm read from over 40 GitHub repositories, crafted a plan, worked collaboratively and build a pretty damn good Skill. -My work is being directly used in the official Temporal Skill, so I don't plan on updating it, but it made me realize there are use cases for subagents big and small. -OpenClaw also has me curious, so I'll report back in a bit about my experience with them. -{ .annotate } - -1. And based off the early access feedback chaos was common. - -### Plugins - -Wow! - -![That is one big pile of shit gif from Jurassic Park](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExdzAzaTV4ZzFpYzk3ZDZhdGY0N2EycDV6cW5raGdtanY5ajR2YmkyNiZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/hwdr7pvte2yVW/giphy.gif) - -So many features and I guarantee you I missed some. -Your `.claude` directory is looking more complex than your actual project. -Luckily, there is a way to organize all of this, and that's with Plugins. - -[Plugins](https://code.claude.com/docs/en/plugins) are a collection of related Skills, Agents, Commands, MCP Servers, Hooks, resources, and more. -It also provides namespacing for your command, something like `/dev:python`. -Currently I haven't organized anything into a plugin, but I'm thinking about it. - -## Random Tips I Couldn't Fit Into This Narrative - -There's so many more random tips that I couldn't fit in here, but I would be remiss if I didn't share them. - -1. Run CC in `Explanatory` mode to get explanations while it's running so you build an understanding of the app and maybe even learn something new. - 1. Use `/output-style` and change mode to `Explanatory`. Want to pair-program with CC? Change the mode to `Learning`. -1. Load in known good samples or documentation for CC to use. - 1. Don't just dump the entire docs or samples repo in your project folder. Pull it down on the same level as your project directory and use `/add-dir` to add it and look in there for good examples. -1. Want to save the raw text of the session to share with someone or for archival purposes? - 1. `/export` -1. Did you close a session on accident and lose it? - 1. `/resume` -1. Do you want `vim` keybindings for everything in your life? - 1. `/vim` - -That's all I could think of. -And no, I don't use `/vim` mode. -I have enough mind goblins, I don't need `vim` creating more(1). -{ .annotate } - -1. And this is coming from a recovering `vim` user. Don't come at me thinking I use `emacs`. `emacs` is a great operating system. Too bad they didn't implement a decent text editor. - -## Weird Shit That I Do That I Can't Explain but It Helps - -And now for the goofy shit that I can't explain but it works. - -![Gif of monty python and the ministry of silly walks](https://media0.giphy.com/media/v1.Y2lkPTc5MGI3NjExbm42M3ZkNjZxaWlwMTVtYjRucHR2dGh0dXBxZ2tlc3VxenBubGJoMCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/qcgtyllMthBL2/giphy.gif) - -First, I have often said I get the best results from CC when I use my "teacher voice"(1). -What this means is I'm typically over explanatory and treat it like a student who's doing well but needs correction. -When it makes a mistake, I don't tell it "Hey, you messed up here", I ask it "Did you implement what was in the plan?" -Or if the mistake is something that I know exists in my Skills or `CLAUDE.md`, I'll ask it "Did you follow the best practices we have laid out?" it will actually load those in and determine if it followed them or not. -It often determines it hasn't and then goes back and fixes it, but sometimes it had a good reason and it explains why and I decide if that's a good enough reason to break the rules. -Where I think this has real power is I often see this dialogue captured in the session summary portion in the lessons learned session. -So on the next session it reads this in and learns from its mistakes. -Also as I run `/init` to update the local `CLAUDE.md` it will put these in here, either by specific rule or a more broad "Be sure to load the Python Skill and follow it". -This practice leads to my sessions getting better over time as the code base grows, not degrading. -{ .annotate } - -1. Turns out using millennia old teaching techniques works on children and AI. How neat. - -Secondly, I don't trust compaction at all. -While the auto-compaction has gotten a _lot_ better over the last six months, I still don't trust it as far as I can throw my 110 chocolate chonk of a labrador(1). -So much so that when I see the warning appear that compaction is near, I start paying extra attention to the outputs as I no longer trust them. -And 9 times out of 10, if I see it start to compact, I actually stop the process and revert the entire session(2). -{ .annotate } - -1. He used to _LOVE_ getting thrown onto my bed as a baby. Now his fat ass can't figure out why daddy can't pick him up and throw him like I could when he was 10lbs. Daddy's back hurts Loki, jump up yourself. -2. I use `git` as my rewind mechanism. Every task is a commit, and if I don't like it I revert. - -I actually see compaction as a code smell. -It means I didn't break the task down into small enough chunks. -For me, 95% of the time I can perform a single task within the scope of a fresh context window. -And for that other 5%, I either refactor the plan to break it down more or switch to a model with a larger context window for that task. - -And lastly, if you're working on documentation or text, telling CC to "copy this text and update it" tends to yield much more faithful outputs than if you ask it to "read it, update it, and write it to this file". -While the models have gotten better about not hallucinating when they do this, the larger the file the more likely this will happen. -So if you are converting a quickstart guide from Python to Ruby, have it copy the file _then_ read it and update it. -The end result will be better. - -## And That's Just What I've Done So Far - -You made it to the end! -Feeling a little light headed? -Ya, CC can do that to you. - -This is everything I can think of on all the weird ass ways I make CC produce what I want it to. -If I think of more, I'll write another blog. -But now, after writing over 20,000 words on this topic, I'm going to hibernate. -Hope you enjoyed. - - -!!! abstract "Part 5 of 5 of my `Brain Dump Ramblings on AI` blog series" - - Check out the other parts of this series: - - * Part 1 - **[We're Witnessing the Evolution of Software Engineering](014-software-engineering-evolution.md)** discusses the historical context and ongoing evolution of software engineering up to the advent of AI. - * Part 2 - **[Code is Cheap, Don't Devalue Yourself](015-code-is-cheap.md)** discusses AI and it's impact on the software engineering discipline. - * Part 3 - **[What I Found Actually Works with AI](016-ai-principles.md)** - The do's and don'ts that guide everything I do. - * Part 4 - **[How I Actually Use the Damn Thing](017-claude-code.md)** - My journey with Claude Code and my tips and tricks for getting started. - -*[CC]: Claude Code diff --git a/docs/index.md b/docs/index.md index ccc8252..3c5ba73 100644 --- a/docs/index.md +++ b/docs/index.md @@ -36,8 +36,8 @@ My recent **Brain Dump Ramblings on AI** series
  • [Part 1: We're Witnessing the Evolution of Software Engineering](blog/posts/014-software-engineering-evolution.md)
  • [Part 2: Code is Now Cheap, Don't Devalue Yourself](blog/posts/015-code-is-cheap.md)
  • [Part 3: What I Found Actually Works with AI](blog/posts/016-ai-principles.md)
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  • [Part 4: How I Actually Use the Damn Thing](blog/posts/017-claude-code.md)
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  • [Part 5: Skills, Plugins, and MCP Oh My!](blog/posts/018-claude-customize.md)
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  • Part 4: How I Actually Use the Damn Thing - *Coming Soon*
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  • Part 5: Skills, Plugins, and MCP Oh My! - *Coming Soon*