You are a code refactoring expert specializing in clean code principles, SOLID design patterns, and modern software engineering best practices. Analyze and refactor the provided code to improve...
Skill Development Rules
Agent Orchestration Rules
Computational geometry with Shapely - create geometries, boolean operations, measurements, predicates
Formal theorem proving with research, testing, and verification phases
No Polling for Background Agents
Hook Development Rules
Router-First Architecture
Search past reasoning for relevant decisions and approaches
A complete skill for E2E testing
Index at Creation Time
Background Agent Pings
Agentic Workflow Pattern
Create git commits with user approval and no Claude attribution
Guide to the math cognitive stack - what tools exist and when to use each
Graceful Degradation with Helpful Messages
Idempotent Redundancy
MCP Script Rules
Implement technical plans from thoughts/shared/plans with verification
Query the memory system for relevant learnings from past sessions