Maps questions to the optimal tldr command. Use this to pick the right layer

Wiring Verification

Full 5-layer analysis of a specific function. Use when debugging or deeply understanding code.

Fast file editing via Morph Apply API (10,500 tokens/sec, 98% accuracy)

Search library documentation and code examples via Nia

Build Python agents with Agentica SDK - @agentic decorator, spawn(), persistence, MCP integration

Test-driven development workflow with philosophy guide - plan → write tests → implement → validate

Research agent for external documentation, best practices, and library APIs via MCP tools

Query the memory system for relevant learnings from past sessions

Identify failure modes before they occur using structured risk analysis

TDD workflow for migrations - orchestrate agents, zero main context growth

Hook Development Rules

Problem-solving strategies for convex optimization in optimization

Completion Check: Verify Infrastructure Is Wired

AI-powered web search, research, and reasoning via Perplexity

Document codebase as-is with thoughts directory for historical context

Formal theorem proving with research, testing, and verification phases

Problem-solving strategies for proof theory in mathematical logic

Problem-solving strategies for lebesgue measure in measure theory

Generate comprehensive PR descriptions following repository templates