Coding agents copy what they find. In a tangled repo they copy the tangle. Here's why structure changes what an agent writes, and what RayStack's new dev-refactor skill does about it.
Your Agent Is Only as Good as Your Codebase
Coding agents copy what they find. In a tangled repo they copy the tangle. Here's why structure changes what an agent writes, and what RayStack's new dev-refactor skill does about it.
Last week I published a 30-scenario red-team harness for AI support bots. Within two days, three...
One deployment returns verbatim, clean or speaker-tagged text by prompt: 3 minutes in 4.4 s on 32 GB. The clean prompt still adds speaker tags.
Thousands of apps run on our engine: a radio station, a sports club, a local paper, a pastry shop,...