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Full Walkthrough: Workflow for AI Coding — Matt Pocock

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Загружено: 2026-04-24

Просмотров: 1593049

Описание: A hands-on workshop covering the full lifecycle of AI-assisted development, from turning ambiguous requirements into agent-ready plans to running autonomous coding agents that ship production features.

You'll learn to stress-test vague briefs into structured PRDs, slice work into thin "tracer bullet" vertical slices, and run an AI agent with TDD. You'll watch it select tasks, write tests, implement code, and commit. You'll then refine your prompts based on where it struggles, graduate to fully autonomous (AFK) runs, and learn to design codebases that maximize agent effectiveness.

You'll walk away knowing how to:

Turn ambiguous requirements into agent-ready issues
Slice work into vertical tracer bullets an agent can grab independently
Run AI agents human-in-the-loop and autonomously with TDD
Design codebase architectures that AI agents love to work in

For: Engineers ready to move beyond chat-based AI assistance and build a real workflow for shipping features with autonomous coding agents.

Speaker info:
https://x.com/mattpocockuk
  / mapocock  
-    / @mattpocockuk  

Timestamps:
00:00:00 - Introduction
00:00:14 - The Thesis of AI Engineering
00:04:20 - Phase 1: Research & Prototyping
00:12:45 - Phase 2: The Grill Session
00:22:10 - Phase 3: Writing the PRD
00:35:50 - Phase 4: Slicing Work into Issues
00:48:15 - Phase 5: Implementation with AI Agents
01:05:30 - Phase 6: Human-in-the-Loop Review
01:18:45 - Phase 7: Deployment & Monitoring
01:28:10 - Designing Codebases for AI Effectiveness
01:34:06 - Final Takeaways & Summary

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Watch along with the corrected transcript, summary, timestamps and resources on this talk's official AIE page:
https://ai.engineer/talks/-QFHIoCo-Ko...

Join our upcoming AI Engineer conferences (see https://ai.engineer landing page):

AIE New York, October 12–14 — the first AI Engineer Finance mainstage summit
AIEi Shanghai, November 5–6 — the first for meeting top Chinese labs and engineers
AIE CODE in SF, November 10–12 — the top AI Coding conference returns
AIEi Sydney, December 7–8 — the first AIEi run alongside NeurIPS 2026 in Sydney

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Full Walkthrough: Workflow for AI Coding — Matt Pocock

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