Cross-Vendor Audit: What It Caught in My Own Model's Writing, and What It Got Wrong
1Key Takeaways
- Originally published on hexisteme notes .
- I write these engineering notes with one main model, and until recently I also reviewed them with that same model.
- Same family writes, same family checks its own work.
- That sounded fine right up until I had ten queued posts sitting in a publish backlog and a nagging thought: if the writer and the reviewer come from the same training distribution, what exactly is the review checking for?
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — AI reports that originally published on hexisteme notes .
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