Query the memory system for relevant learnings from past sessions
AI & LLM
LLM integrations, prompt engineering, and AI orchestration
Search past reasoning for relevant decisions and approaches
QLTY During Development
Code quality checks, formatting, and metrics via qlty CLI
Formal theorem proving with research, testing, and verification phases
Identify failure modes before they occur using structured risk analysis
Planning agent that creates implementation plans and handoffs from conversation context
Unit-aware computation with Pint - convert units, dimensional analysis, unit arithmetic
AI-powered web search, research, and reasoning via Perplexity
Parallel Agent Orchestration
Parallel Agent Type Contracts
OPC Architecture Understanding
Analyze brownfield codebase and create initial continuity ledger
Observe Before Editing
Never Use TaskOutput
No Polling for Background Agents
Search library documentation and code examples via Nia
System health check (MOT) for skills, agents, hooks, and memory
Fast codebase search via WarpGrep (20x faster than grep)
Fast file editing via Morph Apply API (10,500 tokens/sec, 98% accuracy)
Modular Code Organization
Migration workflow - research → analyze → plan → implement → review
MCP Script Rules
Research-to-implement pipeline chaining 5 MCP tools with graceful degradation