Migration workflow - research → analyze → plan → implement → review
AI & LLM
LLM integrations, prompt engineering, and AI orchestration
MCP Script Rules
Research-to-implement pipeline chaining 5 MCP tools with graceful degradation
Unified math capabilities - computation, solving, and explanation. I route to the right tool.
Deterministic router for math cognitive stack - maps user intent to exact CLI commands
Guide to the math cognitive stack - what tools exist and when to use each
Search Mathlib for lemmas by type signature pattern
LLM Tuning Patterns
Index at Creation Time
Implementation agent that executes a single task and creates handoff on completion
Implement technical plans from thoughts/shared/plans with verification
Implement technical plans from thoughts/shared/plans with verification
Idempotent Redundancy
Hook Development Rules
Complete Claude Code hooks reference - input/output schemas, registration, testing patterns
Interactive workspace discovery - learn what tools, workflows, agents, and hooks are available
Graceful Degradation with Helpful Messages
Search GitHub code, repositories, issues, and PRs via MCP
Git Commit Rules
Scrape web pages and extract content via Firecrawl MCP
Meta-skill for internal codebase exploration at varying depths (quick/deep/architecture)
Explicit Identity Across Boundaries
Environment Triage
Deep interview process to transform vague ideas into detailed specs. Works for technical and non-technical users.