FULL Guide to Becoming a Principled Agentic Engineer (Build Anything with AI)

Apr 30, 2026Channel
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Cole Medin
Cole Medin

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Video Details

Published2 months ago
Duration1:07:01
Video IDluBkbzjo-TA
Languageen
CategoryScience & Technology
PrivacyPublic
Made for KidsNo
Video TypeRegular Video

Performance Metrics

Views15K
Likes463
Comments34
Engagement Rate3.31%
Likes per 100 views3.09
Comments per 1K views2.27

Description

This is the foundational AI coding workflow I run on every project! Works for Claude Code, Codex, Pi, any coding agent. The one I think every engineer should have in their tool belt, regardless of stack or team size. It's a three-phase process: Planning, the PIV Loop, and System Evolution. Planning is how you turn a brain dump into structured work automatically, using your coding agent plus your task tracker (JIRA, Linear, GitHub Issues, whatever you're on) to go from idea to PRD to tickets without manually creating any of them. The PIV Loop (Plan, Implement, Validate) is the per-ticket cycle that keeps your agent focused and your context clean. And System Evolution is the foundational layer most people skip, where every bug becomes a chance to improve the AI layer for your whole team instead of just patching the surface of one issue. The whole methodology is lightweight on purpose. If you've tried BMAD, GitHub Spec Kit, or similar frameworks you know it's hard to mold to your actual workflow. This is the foundation you build on top of, not a replacement for your entire SDLC! By the end of the video you'll have the structure you need to make AI coding reliable, repeatable, and actually shippable. ~~~~~~~~~~~~~~~~~~~~~~~~~~ - Dynamous AI community - 1 year anniversary special! https://dynamous.ai/?event=dynamous-anniversary-special - Repo with all my AI coding resources for this workshop (skills, rules, etc.): https://github.com/coleam00/ai-transformation-workshop ~~~~~~~~~~~~~~~~~~~~~~~~~~ 0:00 Introduction to AI Coding 1:31 The Three-Part Process 6:41 Phase 1: Strategic Planning 14:20 Demo: Ideation and PRDs 38:44 Phase 2: The PIV Loop 53:41 Executing the Implementation 57:11 Phase 3: System Evolution 1:06:03 Final Summary and Review ~~~~~~~~~~~~~~~~~~~~~~~~~~ Join me as I push the limits of what is possible with AI. I'll be uploading videos weekly - at least every Wednesday at 7:00 PM CDT!

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