mattorb Stay curiousTighten Feedback LoopsIterate, Measure, LearnFan of Science, Design, and Systems Thinking

Using AI models to surface potential improvements for your particular code and product…

Using AI models to surface potential improvements for your particular code and product along the dimensions that are important to you is a fun way to find things you might otherwise miss.

Below, a rough visual ranking from an experiment I ran, asking six different models to look through a codebase and brainstorm along dimensions I wanted to focus on.

Aside: even Opus 4.8 agreed with me that GPT-5.5 did the best job. LOL. 🤣

Radar chart comparing six AI model and harness combinations across architecture, security, usability, interface, feature ideas, code health, bugs, observability, and testing.