Idempotent Redundancy
Index at Creation Time
Guide to the math cognitive stack - what tools exist and when to use each
Agent Context Isolation
Validation agent that validates plan tech choices against current best practices
Deterministic router for math cognitive stack - maps user intent to exact CLI commands
No Polling for Background Agents
Query the memory system for relevant learnings from past sessions
Create git commits with user approval and no Claude attribution
Computational geometry with Shapely - create geometries, boolean operations, measurements, predicates
Agentic Workflow Pattern
Environment Triage
Show full session token usage, costs, TLDR savings, and hook activity
Parallel Agent Orchestration
Background Agent Pings
Deep interview process to transform vague ideas into detailed specs. Works for technical and non-technical users.
Scrape web pages and extract content via Firecrawl MCP
MCP Script Rules
Graceful Degradation with Helpful Messages
Upgrade any skill to v5 Hybrid format using decision theory + modal logic