build1 distinct publisher
A four-entry frozenset decides which of the LLM critic's blockers survive
Measured five times on the same plan, one safety critic returned five different verdicts and still never approved a seeded defect. It holds because the code downstream never reads the model's severity label.
Publishers:dev.to
Reality
- Evidence40
- Adoption12
- Hype gap+8
- Incentives45