Where Does Agent Reliability Come From? A Cross-Benchmark Decomposition of Verification Loops, Specialist Models, and Scaffolding in a Production Enterprise Agent — mentioned by termau

Wed, 05 Aug 2026 20:47:50 GMT

I've been working a lot on building a system like this personally over the last few months - Cloudflare are either not stating or missing one important issue. While they are doing loop improvement on the Standards themselves, they are forgetting to do improvement on the model. So in their language, they are improving the Codex, but they are NOT improving the reviewer and they need to close that loop. Great bit of work, I rate it up there with their thoughts on CodeMode MCP's which was also excellent work that advanced our thinking. As a side node, we're beginning to see the outline of a self…

Paper and discussion history. A mention is not an endorsement.

Where Does Agent Reliability Come From? A Cross-Benchmark Decomposition of Verification Loops, Specialist Models, and Scaffolding in a Production Enterprise Agent · HackerPapers discussions

Where Does Agent Reliability Come From? A Cross-Benchmark Decomposition of Verification Loops, Specialist Models, and Scaffolding in a Production Enterprise Agent — mentioned by termau