[beshrkayali]

The hierarchy you describe (intent -> plan -> code -> tests) maps well to how Ossature works. The difference is that your approach builds scaffolding around Claude Code to recover structure that chat naturally loses, whereas Ossature takes chat out of the generation pipeline entirely. Specs are the source of truth before anything is generated, so there's no drift to compensate for, the audit and build plan handle that upfront.

The judge finding is interesting though. Right now verification during build for each task in Ossature is command-based, compile, tests, that kind of thing. A judge checking spec-to-code fidelity rather than (or maybe in addition to?) runtime correctness is worth thinking about.

[visarga]

Yes, judges should not just look for bugs, they should also validate intent follow, but that can only happen when intent was preserved. I chose to save the user messages as a compromise, they are probably 10 or 100x smaller than full session. I think tasks themselves are one step lower than pure user intent. Anyway, if you didn't log user messages you can still recover them from session files if they have not been removed.

One interesting data point - I counted word count in my chat messages vs final code and they came out about 1:1, but in reality a programmer would type 10x the final code during development. From a different perspective I found I created 10x more projects since I relied on Claude and my harness than before. So it looks user intent is 10x more effective than manual coding now.