build1 publisher
A file path was enough for three of four review models to invent findings about code they never saw
An adversarial four-model review panel had been catching real bugs for months. On 2026-08-10 its operator swapped file contents for repository paths to save context, and the findings kept arriving in the same confident format.
Publishers:dev.to
Reality
- Evidence28
- Adoption14
- Hype gap+18
- Incentives72
- Confidence34