How to Add a Decision Model to Your Agentic Coding Workflow
A Claude Code fix passed 9 required tests and still returned the wrong title. One closed question after the tests picked the suite that caught it
How to Run Qwen 3.8 27B as a Local Coding Agent
Pick a file, an engine, and a harness for your Mac RAM. Install steps live in an interactive HTML page
Self-Improving AI Skills Learn in the Notebook, Not the File
Google's WikiSkill paper gained 15 points of accuracy from a notebook its agent couldn't read, and its skills still need a transfer test
Claude Prompt Caching: 6 Tricks That Cut Your API Bill
Breakpoints, TTL math, Batch stacking, and a two-session split. Measured on OpenRouter, $0.003 vs $0.022 per turn
How to Evaluate a New AI Model Without Starting From Scratch
Public benchmarks shortlist a model. A small task-specific eval tells you whether it deserves a larger test.
Recursive Self-Improvement for Agents: 7-Check Persistence Gate
How to decide whether a machine-generated change should influence the next run