Graceful Degradation with Helpful Messages
Background Agent Pings
MCP Script Rules
Create git commits with user approval and no Claude attribution
Debug issues by investigating logs, database state, and git history
Deep interview process to transform vague ideas into detailed specs. Works for technical and non-technical users.
Agentic Workflow Pattern
Agent Context Isolation
Create or update continuity ledger for state preservation across clears
Hook Development Rules
Parallel Agent Orchestration
Agent Orchestration Rules
Never Use TaskOutput
Upgrade any skill to v5 Hybrid format using decision theory + modal logic
Unit-aware computation with Pint - convert units, dimensional analysis, unit arithmetic
Search Mathlib for lemmas by type signature pattern
Planning agent that creates implementation plans and handoffs from conversation context
Index at Creation Time
No Polling for Background Agents
Implement technical plans from thoughts/shared/plans with verification