Choose the right search tool for each query type
Query the memory system for relevant learnings from past sessions
Spawn Agentica multi-agent patterns
Debug issues by investigating logs, database state, and git history
Unit-aware computation with Pint - convert units, dimensional analysis, unit arithmetic
Async REPL Protocol
Resume work from handoff document with context analysis and validation
Deterministic router for math cognitive stack - maps user intent to exact CLI commands
Environment Triage
Search Tool Hierarchy
Goal-based workflow orchestration - routes tasks to specialist agents based on user goals
Search library documentation and code examples via Nia
Code quality checks, formatting, and metrics via qlty CLI
Create or update continuity ledger for state preservation across clears
Never Use TaskOutput
Idempotent Redundancy
Parallel Agent Type Contracts
Scrape web pages and extract content via Firecrawl MCP
Formal theorem proving with research, testing, and verification phases
Search GitHub code, repositories, issues, and PRs via MCP