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Genesis Operations
SAGE Documentation Bot edited this page Dec 31, 2025
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6 revisions
Document Version: 1.0 Last Updated: 2025λ 12μ 19μΌ Author: Sam Target Audience: Operations Team, Management
interface GenesisTimeline {
dDay: 'MVP Public Launch Day';
phase: 'M3 Week 12';
duration: string;
}D-Day: MVP Public Launch Day (M3 Week 12)
interface GenesisObjectives {
uptime: {
target: string;
metric: 'Service availability';
};
onboarding: {
target: number;
metric: 'First 100 users';
};
viralMoment: {
target: string;
platform: 'Product Hunt';
};
community: {
target: string;
platform: 'Discord';
};
}- Zero-Downtime Launch - 99%+ uptime
- First 100 Users - Successful onboarding
- Viral Moment - Product Hunt top 5
- Community Activation - Discord 200+ members
gantt
title Genesis Launch Timeline
dateFormat YYYY-MM-DD
section Pre-Launch
Final Checks: a1, 2026-03-19, 1d
Waitlist Activation: a2, 2026-03-21, 1d
Team Preparation: a3, 2026-03-23, 1d
Final Readiness: a4, 2026-03-25, 1d
section Launch Day
System Check: b1, 2026-03-26, 1d
Product Hunt: b2, 2026-03-26, 1d
Twitter Campaign: b3, 2026-03-26, 1d
Community Activation: b4, 2026-03-26, 1d
interface PreLaunchChecks {
technical: {
production: boolean;
database: boolean;
monitoring: boolean;
security: boolean;
};
content: {
discord: boolean;
twitter: boolean;
productHunt: boolean;
blog: boolean;
};
}Infrastructure:
- Production deployment complete (ECS Fargate)
- Database migration tested
- Sentry alerts tested
- CloudWatch dashboard verified
- SSL certificate validity confirmed
- DNS configuration verified
Marketing Materials:
- Discord channels finalized
- Twitter launch tweets scheduled (Buffer/Hootsuite)
- Product Hunt page draft written
- Blog posts final review
interface WaitlistActivation {
emailCampaign: {
recipients: number;
content: string;
};
earlyAccess: {
inviteCodes: boolean;
discordInvite: boolean;
};
}Tasks:
- Send waitlist emails (100 recipients)
- Generate early access invite codes
- Share Discord invite links
interface TeamReadiness {
onCall: {
coverage: '24/7';
channels: string[];
};
emergency: {
runbook: boolean;
communicationTest: boolean;
};
}Preparation:
- 24-hour on-call system established
- Emergency Runbook reviewed
- Communication channels tested (Slack/Discord)
interface FinalReadiness {
qa: boolean;
betaFeedback: boolean;
pressKit: boolean;
socialMedia: boolean;
}Final Steps:
- Final QA testing
- Beta tester feedback implemented
- Press Kit prepared (logo, screenshots, copy)
- Launch tweets final review
flowchart TD
A[00:00 System Check] --> B[09:00 Product Hunt Launch]
B --> C[10:00 Twitter Thread]
C --> D[11:00 Discord Activation]
D --> E[12:00 Reddit Post]
E --> F[Ongoing Monitoring]
style A fill:#e1f5ff
style B fill:#fff4e1
style C fill:#ffe1e1
style F fill:#e1ffe1
interface SystemHealth {
apiHealth: string;
database: string;
cache: string;
monitoring: string;
}# Health Check
curl https://api.sage.ai/health
# Database Connection
psql $DATABASE_URL -c "SELECT 1"
# Valkey Connection (Redis-compatible)
valkey-cli -u $VALKEY_URL ping
# CloudWatch Metrics
aws cloudwatch get-metric-statistics --namespace AWS/ECS ...interface ProductHuntLaunch {
post: {
title: string;
tagline: string;
description: string;
screenshots: string[];
};
engagement: {
upvoteSchedule: string[];
commentResponse: boolean;
};
}Post Template:
Title: Sage.ai - Your 24/7 AI Investment Mentor
Tagline: Warren Buffett's wisdom + Claude AI + Real-time market data
Description:
Meet Wallet Buffett (μλ λ²ν) - an AI investment mentor that:
[Checkmark] Gives you data-driven insights (zero hallucination)
[Checkmark] Tracks AI recommendations with Shadow Portfolios
[Checkmark] Alerts you when markets move
Built for crypto investors who want more than just price alerts.
Tech Stack: Nest.js + Claude Sonnet 4 + React
Try it free: https://app.sage.ai
[Screenshot 1: Chat with Wallet Buffett]
[Screenshot 2: Shadow Portfolio]
[Screenshot 3: Market Alert]
Engagement Plan:
- 09:00: Post launch
- 09:30: Team upvote (5 people)
- 10:00: Beta tester upvote request
- 12:00: Active comment responses
- 15:00: Mid-rank check, Twitter share
- 18:00: Final rank verification
interface TwitterThread {
tweets: {
number: number;
content: string[];
};
hashtags: string[];
engagement: {
replyRate: string;
retweetGoal: number;
};
}Thread Content (7 tweets):
[Rocket] Introducing Sage.ai
Your 24/7 AI investment mentor for crypto
Imagine having Warren Buffett as your personal advisor.
Now imagine he never sleeps, knows real-time market data,
and NEVER hallucinates.
That's Wallet Buffett (μλ λ²ν)
[Thread] 1/7
---
[Robot] Powered by Claude Sonnet 4
We built an agent pipeline that:
- Fetches real-time data (Binance/Gate.io WebSocket, Fear & Greed)
- Cross-validates every number
- Gives you insights, not just information
Zero hallucination rate in 2-week beta test.
2/7
---
[Chart] Shadow Portfolios
"Can AI really make money?"
Track it yourself with Shadow Portfolios.
- Click "Add to Portfolio" on AI recommendations
- See real-time performance
- Compare vs benchmark (BTC)
Transparent. Verifiable. Trustworthy.
3/7
---
[Bell] Proactive Analysis
Markets move fast. We've got you covered.
15-min auto analysis detects:
- Β±5% BTC moves
- Β±7% ETH moves
- Fear & Greed shifts
Get notified via:
- Push (PWA)
- Discord
Never miss a moment.
4/7
---
[Free] Free to start
- 6 coins (BTC, ETH, SOL, BNB, DOGE, XRP)
- Unlimited chats
- 1 Shadow Portfolio
Pro ($19.99/mo):
- 3 Shadow Portfolios
- Priority alerts
Premium ($49.99/mo):
- All features + API access
5/7
---
[Lab] Built by a team of 5
- AI-native development (Claude Code)
- 3 months from idea to launch
- Tech stack: Nest.js + React + Claude 4
We're shipping fast and iterating based on your feedback.
6/7
---
Try Sage.ai today [Down Arrow]
https://app.sage.ai
Join our Discord:
https://discord.gg/sage-ai
Questions? I'm here! [Raised Hand]
7/7
#SageAI #CryptoInvesting #AI
interface DiscordActivation {
announcement: {
channel: '#announcements';
content: string;
};
engagement: {
channel: '#general-chat';
feedbackRequest: boolean;
};
}Announcements Channel:
@everyone
[Party] We're LIVE! [Party]
Sage.ai is now publicly available!
Join us in building the future of AI-powered investing.
[Link] https://app.sage.ai
Let's go! [Rocket]
General Chat:
Hey everyone! [Wave]
We'd love to hear your first impressions.
What do you think about Wallet Buffett's advice?
Any features you'd like to see?
Drop your thoughts in #feedback!
interface RedditPost {
subreddit: 'r/cryptocurrency';
title: string;
body: string;
engagement: {
commentResponse: boolean;
updateFrequency: string;
};
}Post to r/cryptocurrency:
Title: [Product Launch] Built an AI investment mentor with zero hallucination
Body:
Hey r/cryptocurrency,
After 3 months of development, we're launching Sage.ai today.
**What it is:**
An AI mentor (Wallet Buffett) that gives you investment insights
based on real-time market data + Warren Buffett's philosophy.
**Key features:**
- Zero hallucination (agent pipeline validation)
- Shadow Portfolios (track AI recommendations)
- Proactive alerts (15-min market analysis)
**Tech:**
- Nest.js backend
- Claude Sonnet 4 + Haiku 4
- React frontend
**Try it:** https://app.sage.ai (free to start)
Feedback welcome! We're here to answer questions.
interface MetricsDashboard {
signups: {
target: number;
actual?: number;
};
discord: {
target: number;
actual?: number;
};
productHunt: {
target: number;
actual?: number;
};
twitter: {
target: number;
actual?: number;
};
downtime: {
target: number;
actual?: number;
};
}graph TD
A[Signups 100+] --> E{Success?}
B[Discord 200+] --> E
C[PH 200+ upvotes] --> E
D[Twitter 10K+ impressions] --> E
E -->|Yes| F[Phase 1 Complete]
E -->|No| G[Adjust Strategy]
style F fill:#90EE90
style G fill:#FFB6C1
| Metric | Target | Actual | Status |
|---|---|---|---|
| Signups | 100+ | - | - |
| Discord Members | 200+ | - | - |
| Product Hunt Upvotes | 200+ | - | - |
| Twitter Impressions | 10,000+ | - | - |
| Downtime | 0 | - | - |
interface MonitoringSchedule {
frequency: '15 minutes';
checks: string[];
}Every 15 minutes:
- Check Sentry errors
- Check ECS task health
- Check RDS connections
- Check Valkey memory
- Check API response times
interface OnCallRotation {
shifts: {
morning: { engineer: string; backup: string };
day: { engineer: string; backup: string };
evening: { engineer: string; backup: string };
};
}| Time | On-Call Engineer | Backup |
|---|---|---|
| 00:00-08:00 | DevOps Lead | CTO |
| 08:00-16:00 | Backend Lead | CEO |
| 16:00-24:00 | Frontend Lead | CTO |
flowchart LR
A[Google OAuth] -->|5 seconds| B[Welcome Message]
B -->|Auto-triggered| C[Guided Questions]
C -->|User choice| D[Start Chatting]
style A fill:#e1f5ff
style B fill:#fff4e1
style D fill:#e1ffe1
interface FTUE {
step1: {
method: 'Google OAuth';
duration: string;
immediateAccess: boolean;
};
step2: {
welcomeMessage: string;
automated: boolean;
};
step3: {
guidedQuestions: string[];
optional: boolean;
};
}Step 1: Google OAuth (5 seconds)
- One-click login
- Immediate chat access
Step 2: Welcome Message (Automated)
[Wave] μλ
νμΈμ! μλ λ²νμ
λλ€.
μλ€, μνΈνν ν¬μμ κ΄μ¬μ΄ μκ΅°μ.
μ λ μλ λ²νμ ν¬μ μ² νμ λ°νμΌλ‘
μνΈνν μμ₯μ λΆμνλ AI λ©ν μ
λλ€.
무μμ΄ κΆκΈνκ°μ?
Step 3: Guided Questions (Optional)
[Light Bulb] μ΄λ° μ§λ¬Έμ ν΄λ³΄μΈμ:
- "λΉνΈμ½μΈ μ§κΈ μ΄λ?"
- "μ΄λ리μ μ΄κΉ?"
- "ν¬νΈν΄λ¦¬μ€ μ κ²ν΄μ€"
interface ActivationEmails {
day0: {
trigger: 'Immediate';
subject: string;
content: string;
};
day3: {
trigger: 'If inactive';
subject: string;
content: string;
};
}Day 0 (Immediate):
Subject: Welcome to Sage.ai!
Hi [Name],
Welcome to Sage.ai! [Party]
You're now part of a community of smart investors who use AI
to make better decisions.
Here's how to get started:
1. Ask Wallet Buffett about any of the 6 coins we support
2. Try the "Add to Portfolio" feature on AI recommendations
3. Enable notifications to never miss market moves
Questions? Reply to this email or join our Discord.
- The Sage.ai Team
Day 3 (If inactive):
Subject: Try this: Ask Wallet Buffett about Bitcoin
Hi [Name],
We noticed you haven't had a chance to chat with Wallet Buffett yet.
Here's a quick starter:
"What do you think about Bitcoin right now?"
Click here to try: [Link to chat with pre-filled message]
- The Sage.ai Team
interface IncidentScenarios {
serverOverload: {
symptoms: string[];
actions: string[];
};
aiHallucination: {
symptoms: string[];
actions: string[];
};
databaseIssue: {
symptoms: string[];
actions: string[];
};
}flowchart TD
A[High Traffic Detected] --> B{CPU > 90%?}
B -->|Yes| C[Trigger Auto-scaling]
C --> D[Enable CloudFront Cache]
D --> E[Discord Announcement]
E --> F[Monitor Recovery]
style C fill:#FFB6C1
style F fill:#90EE90
Symptoms:
- API response time > 5s
- ECS tasks CPU > 90%
Actions:
- Trigger auto-scaling (increase to 10 tasks)
- Enable CloudFront aggressive caching
- Discord announcement: "We're experiencing high traffic. Scaling up..."
Symptoms:
- User reports wrong price data
- Risk Agent flags mismatch
Actions:
- Immediately disable affected message
- Send apology DM to user
- Fix prompt/validation
- Re-deploy within 1 hour
Symptoms:
- "Too many connections" errors
- Cannot create new chats
Actions:
- Increase RDS max_connections (temporary fix)
- Identify connection leaks in code
- Deploy fix
- Scale RDS instance if needed
interface WeeklyTargets {
day: number;
signups: number;
discordMembers: number;
productHuntRank?: number;
}gantt
title First Week Targets
dateFormat YYYY-MM-DD
section Signups
Day 0 (100): a1, 2026-03-26, 1d
Day 1 (150): a2, 2026-03-27, 1d
Day 2 (200): a3, 2026-03-28, 1d
Day 3 (250): a4, 2026-03-29, 1d
Day 7 (500): a5, 2026-04-02, 1d
| Day | Signups | Discord Members | Product Hunt Rank |
|---|---|---|---|
| D+0 | 100 | 200 | Top 5 |
| D+1 | 150 | 300 | Top 10 |
| D+2 | 200 | 350 | - |
| D+3 | 250 | 400 | - |
| D+7 | 500 | 500 | - |
interface DailyStandup {
time: '09:00';
agenda: string[];
}Time: Every day 09:00
Agenda:
- Yesterday's key metrics review
- User feedback summary
- Critical bugs status
- Today's priorities
gantt
title Post-Launch Timeline
dateFormat YYYY-MM-DD
section Week 2
Feedback Integration: a1, 2026-04-02, 7d
section Week 3-4
Optimization: a2, 2026-04-09, 14d
section Month 1
Review: a3, 2026-04-23, 7d
interface FeedbackIntegration {
classification: ['Feature', 'Bug', 'UX'];
prioritization: {
top3: string[];
roadmap: boolean;
};
communication: {
weeklyUpdate: boolean;
};
}Tasks:
- Classify user feedback (Feature / Bug / UX)
- Prioritize top 3 requests for roadmap
- Publish weekly update blog post
interface Optimization {
performance: {
responseTime: string;
target: string;
};
quality: {
hallucinationRate: string;
target: string;
};
conversion: {
funnelAnalysis: boolean;
};
}Tasks:
- Performance tuning (target: response time < 2 seconds)
- Re-measure hallucination rate (target: < 1%)
- Conversion funnel analysis
interface MonthlyReview {
metrics: {
MAU: { achieved: boolean; target: number };
NPS: { achieved: boolean; target: number };
};
analysis: {
productMarketFit: boolean;
};
planning: {
phase2: boolean;
};
}Tasks:
- Verify MAU 2,000+ achievement
- Verify NPS 40+ achievement
- Analyze Product-Market Fit signals
- Plan Phase 2 roadmap
Document End
"Between the zeros and ones"
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