The Best AI Coding Setup Isn't the Most Autonomous One (Here's Why)

From the creator

AI coding with tools like Claude Code and Codex has five levels, from spicy autocomplete to the fully autonomous Dark Factory. Dan Shapiro mapped them onto the five levels of self-driving cars, so you can place yourself on the ladder, and most people are lower than they think. I break down all five with an analogy that makes each one click, then add what the framework leaves out: where you should actually aim. For most people that's Level 3, in the loop, planning the work and reviewing every change, because that's what keeps software reliable. I've built a full Level 5 Dark Factory, and I'll tell you honestly why chasing it isn't the goal. ~~~~~~~~~~~~~~~~~~~~~~~~~~ - Get started with Gitar (just acquired by Sonar!) for free - AI code review that actually fixes your code: https://fandf.co/4eS3NLj ~~~~~~~~~~~~~~~~~~~~~~~~~~ - The Dynamous Agentic Coding Course is now FULLY released - learn how to build reliable and repeatable systems for AI coding: https://dynamous.ai/agentic-coding-course - Dan Shapiro - The Five Levels (the original framework): https://www.danshapiro.com/blog/2026/01/the-five-levels-from-spicy-autocomplete-to-the-software-factory/ - My Dark Factory Experiment (Level 5 in practice): https://github.com/coleam00/dark-factory-experiment - StrongDM dark factory: https://www.strongdm.com/blog/the-strongdm-software-factory-building-software-with-ai ~~~~~~~~~~~~~~~~~~~~~~~~~~ 0:00 The Five Levels of AI Coding 1:00 Levels 0 to 2 Explained 3:37 Level 3: The Sweet Spot 5:05 Level 4: Engineering Teams 6:35 Level 5: The Dark Factory 9:15 Sponsor - Sonar x Gitar 11:09 Building an AI Coding System 13:43 The R-PIV Development Loop 16:41 Scaling to a Dark Factory 20:29 Future of Agentic Engineering ~~~~~~~~~~~~~~~~~~~~~~~~~~ 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!

Choose to Build with AI
Matched to AI Agents

AI Maker Residence 3

The third AI workshop taught by our legendary teacher, Nick Sarafa. This is a full-day hands-on training workshop for purposeful co-creation with AI using Claude Code. Imagine having access to hundreds of billions of dollars of computing power and knowing exactly how to make it work for you through the power of super intelligence.

◆ Fri 09 Oct 2026 ◆ KOKO Cafe, London ◆ With Nick Sarafa
AI Maker Residence 3
Live event
AI Maker Residence 3
Fri 09 Oct 2026

More like this

Running one yourself?

List your AI event,
wherever it is.

A meetup, a workshop, a hackathon, a conference. Any city, or online. Tell us about it and it lands in front of people already learning this stuff.