Jev founder's 140-minute technical talk: from RLHF to autonomous systems
Diogo Almeida explains why RLHF produces confident mistakes, compares RLCD and RLVR, and covers the reliability design behind Choice, Score, Noul and Action.
Jev founder Diogo Almeida, formerly at OpenAI: “Claude Code and Codex are still assistance tools. Jev is what comes next beyond the human-in-the-loop era.” LLMs → Assistance → Jev → Autonomous Systems In this 140-minute technical talk, Diogo breaks down why RLHF is losing relevance and how Jev enables reliable autonomous decisions: 00:02:50 – What Jev really is 00:05:54 – Why RLHF produces confident mistakes 00:24:59 – RLCD vs RLHF and RLVR 00:39:55 – Building reliability, robustness, and determinism Choice → Score → Noul → Action Easily worth more than most $1,500 AI engineering courses. Bookmark it and watch today. Then read the complete guide to becoming a Jev engineer below ↓
This post quotes another post: “Jev turns routing, scoring and verification into a decision layer”