Building in the open.
Insights on AI-era operations, web production, and what it actually looks like to build a company with one founder and AI.
When Your Contracts Start Fixing Themselves
A task specification executes, discovers a gap, and that gap becomes a new specification that fixes it. Nobody designed this. It emerged from two structural decisions: mandatory findings sections and an owner review loop.
When Your Diagnostic Tool Finds What You Didn't Know
You build a tool to check for problems. You run it once. It immediately finds something you've been staring past for months. That's not a bug — that's the entire point.
Measuring AI-Augmented Output: What Matters and What Doesn't
Practical metrics for anyone trying to measure whether AI is actually helping. Most people measure the wrong thing.
Introducing AccelMars Mind: The Missing Layer for AI-Powered Development
AI CLIs are powerful but stateless. Every session starts from scratch. Here's what we're building to fix that — and why the methodology will be free.