Agent Orchestration Rules

Computational geometry with Shapely - create geometries, boolean operations, measurements, predicates

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

Create handoff document for transferring work to another session

Store a learning, pattern, or decision in the memory system for future recall

Idempotent Redundancy

Fast codebase search via WarpGrep (20x faster than grep)

Async REPL Protocol

Validation agent that validates plan tech choices against current best practices

Create or update continuity ledger for state preservation across clears

QLTY During Development

Check reference SDK implementations using btca ask

Code quality checks, formatting, and metrics via qlty CLI

Guide to the math cognitive stack - what tools exist and when to use each

Search Tool Hierarchy

Search Mathlib for lemmas by type signature pattern

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

Resume work from handoff document with context analysis and validation

Query the memory system for relevant learnings from past sessions

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