This post is about an alternative approach to LLM file context management that I came up with: it borrows ideas from Git's DX (related to staging files), in a way that at least I think feels more natural and even reduces a certain amount of anxiety.
Colimit introduces transparent Root Cause Analysis for failed GitHub Actions, exposing its debugging process with hypotheses, evidence, and confidence scores. Engineers can now validate AI reasoning, choose analysis depth, and learn from fixes, turning black-box automation into a collaborative debugging tool.