Matt Pocock

Ultra-compressed communication mode that cuts token usage ~75%.

A disciplined diagnosis loop for hard bugs and performance regressions.

Get interviewed relentlessly about a plan until it's fully resolved.

Stress-test a plan against your domain model and update the docs inline.

Compact the conversation into a handoff document for another agent.

Find architectural deepening and refactoring opportunities in a codebase.

Build a throwaway prototype to flesh out a design before committing.

One-time per-repo setup that teaches the engineering skills your conventions.

Test-driven development with a strict red-green-refactor loop.

Learn a new skill or concept, grounded in your workspace.

Break a plan or PRD into independently-grabbable tracker issues.

Turn the current conversation into a PRD on your issue tracker.

Triage incoming issues through a role-driven state machine.

Create new agent skills with proper structure and progressive disclosure.

Get broader, higher-level context on unfamiliar code.