Generate comprehensive PR descriptions following repository templates
TDD workflow for migrations - orchestrate agents, zero main context growth
Never Use TaskOutput
Create or update continuity ledger for state preservation across clears
Analyze brownfield codebase and create initial continuity ledger
Unit-aware computation with Pint - convert units, dimensional analysis, unit arithmetic
Hook Development Rules
System health check (MOT) for skills, agents, hooks, and memory
Friendly onboarding when users ask about capabilities
Formal theorem proving with research, testing, and verification phases
Interactive workspace discovery - learn what tools, workflows, agents, and hooks are available
Explicit Identity Across Boundaries
Problem-solving strategies for compactness in topology
QLTY During Development
Guide for integrating Agentica SDK with Claude Code CLI proxy
Problem-solving strategies for lebesgue measure in measure theory
Problem-solving strategies for gradient methods in optimization
Full 5-layer analysis of a specific function. Use when debugging or deeply understanding code.
Problem-solving strategies for vector spaces in linear algebra
Problem-solving strategies for sigma algebras in measure theory