• What this GitHub is for
• Repository Architecture: Three Interconnected Stacks
• How to Navigate This Profile
• How I Build
• Work & Writing

This profile is organized around three practical outcomes:

• Enterprise reliability: deterministic systems for operational risk and supply chain decisions.
• Personal execution: local-first tools for neurodivergent-friendly productivity and knowledge management.
• Research depth: cognitive architecture and AI safety experiments that inform the design of production systems.

If a system can’t be inspected, versioned, and explained, it doesn’t ship.

These repositories are not isolated demos. They form a connected portfolio.

Built for enterprise operators who need traceable decisions, not black-box outputs.

• Hardstop Deterministic supply chain risk decision engine. Monitors external inputs and generates actionable alerts.
• Lumina-Pro Supply chain UI layer that visualizes and operationalizes backend risk signals.
• Alert-Axolotl-Evo Deterministic genetic programming system for anomaly detection and time-series signal analysis.

How these work together

1. Alert-Axolotl-Evo detects emerging anomalies from operational metrics.
2. Hardstop turns signals and external events into explainable, reason-coded risk decisions.
3. Lumina-Pro delivers those decisions through a usable frontend dashboard for action.

Positioning: This is the end-to-end suite to feature on Shank Strategy Ops: anomaly detection → deterministic risk logic → operational visualization.

A local-first productivity ecosystem designed for real-world cognitive constraints.

• dragons-and-distractions-site ADHD/executive-function toolkit framed through mythic metaphors and cognitive challenge design.
• journey-log Customizable task system with reflective prompts and practical execution structure.
• strainer-cli Offline CLI for extracting summaries and metrics from .txt/.md sources.
• obsidian-spotify-link Bridge tool that syncs listening context into Obsidian note workflows.

How these work together

1. strainer-cli and obsidian-spotify-link collect and enrich context from local systems.
2. journey-log turns context into executable task flow.
3. dragons-and-distractions-site supports psychological framing and adherence.

Positioning: Present as a Neurodivergent Developer Toolkit: local-first capture, structured reflection, and practical follow-through.

Research-forward repositories focused on system safety, memory, and cognition.

• TopoGuard Topology-gated refusal layer with pluggable backends.
• The-Temporal-Gradient Internal time accumulator based on salience load and memory-strength reconsolidation.
• information-causality-rg-note Theoretical notes on information causality and renormalization group flows.

How these work together

1. The-Temporal-Gradient models bounded memory/time behavior.
2. TopoGuard constrains unsafe outputs with explicit refusal logic.
3. information-causality-rg-note documents the theoretical backbone.

Positioning: This is the AI/cognitive lab: symbolic safety controls, memory modeling, and theoretical rigor.

If you are visiting for:

• Consulting / enterprise tooling: start with the Supply Chain & Operational Risk Stack.
• Personal productivity systems: start with the Neurodivergence & Knowledge Management Stack.
• Research and AI safety: start with the Cognitive & AI Safety Stack.

• Deterministic
• Explainable
• Auditable
• Offline / local-first
• Operationally reliable

• Define the win condition before writing code.
• Design for failure modes, not just happy paths.
• Prefer clarity over cleverness.
• Ship in small, measurable slices.
• Treat documentation as part of the system.

• Founder — Shank Strategy Ops
  Operational strategy, execution systems, deterministic decision tooling.
  https://shankstrategy.com

• X (Twitter)
  Signal, systems, execution thinking.
  https://x.com/whatsyourwhy

• Substack
  Long-form essays on systems, pressure, and structured thinking.
  https://whatsyourwhy85.substack.com

• LinkedIn
  https://www.linkedin.com/in/justin-shank

For a live activity snapshot, see pinned repositories and the contribution graph on the profile page:
https://github.com/WhatsYourWhy