32 citations · 49 across the 17 of their papers we have counts for
3 papers · 1 filter
Proxy Confidence: Auditing Black-Box LLM Agents with a Surrogate's Log-Probabilities
Yikai Zhao, Saurabh Pandey, Pradeep Kumar Misra
A deployed LLM agent emits tool calls, queries, and code that can be silently wrong -- by the time the error surfaces, the action has run. Frontier chat APIs hide the model's token…
CodeMidas: Scaling Agentic Coding RL Environments from Code Itself
Bowen Ye, Lei Li, Shicheng Li +16
Training capable coding agents via reinforcement learning (RL) requires diverse tasks with reliable verifiers. Open-source codebases offer a rich source of such tasks, while existi…
TRACE: TRajectory Attribution for Automated Context Engineering
Yikai Zhao, Pradeep Kumar Misra, Saurabh Pandey
Production AI agents fail when their context sources -- system prompts, knowledge bases, tool descriptions, and procedural skills -- contain errors or gaps. Current maintenance rel…