Trains but Doesn't Learn: A Post-Training Delivery Benchmark for LLM Agents as Forward-Deployed Engineers
一个受治理的「交付平面」基准,关注的不是 LLM agent 能否把某个指标拉高,而是它能否被信任去交付 post-training as a service。前沿 agent 在真实 H200 与 A40 硬件、8B–70B 基座上跑完十个受治理阶段;风险恰恰存在于失败无声的地方——判断与治理,而非配置器早已解决的算术。
6月 17, 2026