A year of adversarial verification: 3 in 10 confident outputs failed review. Agreement between models isn't verification.
We spent a year running an adversarial verification layer over our own agent stack. Not a benchmark. A living system that had to keep shipping while it distrusted itself. The rule we started with: the model that writes the answer never gets to grade it. Sounds cheap until you try it. Reviewers drif…
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- 2026-10-20 19:34 · r/artificial
A year of adversarial verification: 3 in 10 confident outputs failed review. Agreement between models isn't verification.