Idempotent Redundancy
Goal-based workflow orchestration - routes tasks to specialist agents based on user goals
Search GitHub code, repositories, issues, and PRs via MCP
AST-based code search and refactoring via ast-grep MCP
Guide to the math cognitive stack - what tools exist and when to use each
Spawn Agentica multi-agent patterns
Formal theorem proving with research, testing, and verification phases
Never Use TaskOutput
Resume work from handoff document with context analysis and validation
LLM Tuning Patterns
Deterministic router for math cognitive stack - maps user intent to exact CLI commands
Modular Code Organization
Validation agent that validates plan tech choices against current best practices
Maps questions to the optimal tldr command. Use this to pick the right layer
Async REPL Protocol
Parallel Agent Type Contracts
Scrape web pages and extract content via Firecrawl MCP
Create or update continuity ledger for state preservation across clears
Check reference SDK implementations using btca ask
Research agent for external documentation, best practices, and library APIs via MCP tools