Defensive Multi‑Agent Scoring: How I Made LLM Reviews Clamp, Stream, and Fail Loudly

4d ago · 7 min read · A few days ago my review stage did the most dangerous thing a multi‑agent system can do: it looked like it worked. The UI showed progress. The pipeline marched forward. And yet one of the agents had effectively returned “nothing,” which meant my fina...