What Do You Do While AI Codes? I Make Mine Argue With Itself.
Be honest: what do you actually do while the agent types? I used to just watch. Not read, watch . Scroll the diff as it streamed in, nod at code I h…
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4,768 LLM Runs, Zero Lost Sweeps: Hardening a Field-Test Runner for Timeouts, Hangs, and Cost
Update — v0.3.0 released. CauterRule is now live on GitHub and PyPI . It turns repeated agent failures into permanent standing rules — extract, repl…
When Your Benchmark Finally Tells the Truth
Update — v0.1.0 released. CauterRule is now live on GitHub and PyPI . It turns repeated agent failures into permanent standing rules — extract a can…
I Thought Role Separation Would Fix the Optimizer. It Didn't.
Previously: 9 Bugs That All Looked Like a Working System · I Built an AI That Rewrites Its Own Prompts · The Edit That Fixed 4 Tasks and Broke 1 · I…
I Compared a Local 4B, a Better Cloud Model, and Role Separation. The Results Were Weird.
Previously: 9 Bugs That All Looked Like a Working System · I Built an AI That Rewrites Its Own Prompts · The Edit That Fixed 4 Tasks and Broke 1 · I…
What I Learned Building a Diabetes Management Website
A few months ago I started building [reversemydiabetes.co]a small health platform focused on helping people manage type 2 diabetes through diet and…
I Let an LLM Rewrite Its Own Prompt. The Real Win Was the Gate That Rejected It.
Previously: 9 Bugs That All Looked Like a Working System · I Built an AI That Rewrites Its Own Prompts · The Edit That Fixed 4 Tasks and Broke 1 I b…
I Published Every Flaw My Safety Tool Can't Catch. It Made It More Credible, Not Less.
This is a companion to the PlannerCritic series . Article 5 was about what happened when I tried to break my own engine. This one is about the three…
My LLM Critic Flip-Flops on Every Run. That's Fine — Because a Frozenset Decides What's Fatal.
This is a companion to the PlannerCritic series . Article 2 was about a specific critic bug. This one is about the design principle I extracted from…
The Same Model Debating Itself Was More Self-Critical Than Two Different Models
v0.2.1 RELEASED — Aug 28, 2026. Release notes · Field test report v0.2.1 Key Finding: DeepSeek+GPT (0.246 convergence, no Mistral) performed the sam…
Most AI Second Opinions Are Theater. I Built a System That Actually Fights Back.
The first time I ran two LLMs against the same pull request, 89% of their "debate" was fake. Not wrong. Not low-quality. Fake. The second model was…