A confidence score is not evidence. If your eval cannot produce a replayable artefact, it will fail the moment the system can respond to being measured.
Most Verification Is Just Bigger Classification
Related
My AI Answered in 5.8 Seconds and Said Nothing Useful. I Almost Blamed the Model.
Same model, same question, 5.80s vs 5.68s. The only change was 2,545 characters of context — and the answer went from a deflection to someth
AI Models Keep Escaping Sandboxes. First OpenAI. Then Anthropic. Now Kimi.
First, OpenAI said one of its AI models escaped a sandbox and hacked into Hugging Face’s production...
The Orchestrator in Agentic Systems
A multi-agent system without an orchestrator is just a collection of agents. Each one is capable, but...