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Model attribution and code provenance tracking in enterprise systems

Discussion of explicit metadata labeling for model attribution in code commits and supply chain visibility of which frontier models (Claude Sonnet/Haiku) wrote specific code, enabling filtering and quality control in enterprise codebases.

2 posts · First seen 2026-02-23 · Last activity 2026-02-23

Time	Author	Post
2026-02-23T19:29	@kalomaze	not opt in btw. it's the default. the default in the cc harness is explicit metadata labeling for public commits, showing not just the product itself being used generically, but the specific model that wrote the code. you can filter out sonnet/haiku, and keep crème de la crème ↩ reply parent
2026-02-23T19:18	@kalomaze	all you gotta do is grep commit descriptions for `Co-authored-by: Claude Opus 4.6`, which constitutes the simplest form of deliberately going out of your way to distill on Claude outputs. no proxy heuristics needed. no reasonable doubt via "incidental webscraping" explicit labels ↩ reply parent

@kalomaze 2026-02-23T19:29

not opt in btw. it's the default. the default in the cc harness is explicit metadata labeling for public commits, showing not just the product itself being used generically, but the specific model that wrote the code. you can filter out sonnet/haiku, and keep *crème de la crème*

↩ reply parent

@kalomaze 2026-02-23T19:18

all you gotta do is grep commit descriptions for `Co-authored-by: Claude Opus 4.6`, which constitutes the simplest form of deliberately going out of your way to distill on Claude outputs. no proxy heuristics needed. no reasonable doubt via "incidental webscraping" explicit labels

↩ reply parent

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Model attribution and code provenance tracking in enterprise systems

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