Evidence-First Agentic Verification

One-line takeaway

Scale AI's Sauron is an evidence-first agentic verifier for long-horizon, semi-verifiable tasks: it investigates both environment state and execution trace and accepts a claim only after independently validating it, so rubric-based RL rewards don't reinforce unsupported success claims.

Scale AI 的 Sauron 是“证据优先”的智能体评审器：针对长程、半可验证任务，同时检查环境状态和执行轨迹，只有独立核实过来源的说法才采信，避免把智能体自称成功当真、在强化学习中奖励错误行为。