Hacker News AIT2·68 pts
- flow-1 uses reinforcement learning to catch 'silent failures' where API calls succeed but agent logic is flawed.
- It achieves detection quality comparable to GPT-6-sol while reducing inference costs by 23x.
- The low cost enables full-scale analysis of all production agent traces, eliminating the need for sampling.