Full Walkthrough: Workflow for AI Coding — Matt Pocock
Transcript of the conference workshop by Matt Pocock (@mattpocockuk), educator and AI teacher, published April 24, 2026.
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Video Details
- Speaker: Matt Pocock (Educator, AI teacher)
- Format: Conference workshop (~2 hours)
- Published: April 24, 2026
- YouTube: Watch on YouTube
Transcript
本篇目录
- Welcome and Setup
- LLM Constraints: The Smart Zone vs Dumb Zone
- Multi-Phase Plans and the Ralph Wiggum Loop
- LLMs Like the Guy from Memento
- Exercise 1: The Grill Me Skill
- Running Grill Me on Sarah Chen's Slack Brief
- Q&A: Frameworks, Pair Programming, Human-in-the-Loop
- The Two Documents: Destination and Journey
- Exercise 2: Write a PRD
- Q&A Break: 1M Context, Specs vs Code
- Exercise 3: PRD to Issues — Vertical Slices and Tracer Bullets
- Q&A: Stop Conditions, Plan Conciseness, Future Roles
- Independently Grabbable Issues and Parallelization
- Exercise 4: Running the AFK Agent (Ralph Loop)
- Q&A: Negative Decisions, Code Review Volume, Front-End Workflow
- TDD: Red, Green, Refactor
- Inspecting the Implementation
- Deep Modules vs Shallow Modules
- Improve Codebase Architecture Skill
- Q&A: Document Persistence, Beads Framework
- Push vs Pull: Coding Standards
- Sand Castle: Parallel AFK Loops
- Improve Codebase Architecture Results
- Wrap-Up