Author

Jatin Ganhotra

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Preprint Aug 2026

Online Monitoring and Corrective Steering of Programming Agents

LivePlan decouples judging from advising: a deterministic, rule-based monitor examines general signals over the trajectory to detect issues without invoking an LLM, and only when an issue is detected does it consult an advisor LLM for a high-level, next-step correction.

Shuyang Liu, Saman Dehghan, Ji Young Kim et al. · 1 citation

Jul 2026

PerfAgent: Profiler-Guided Iterative Refinement for Repository-Level Code Optimization

PerfAgent is presented, a profiler-guided, verifier-in-the-loop workflow that gives an off-the-shelf coding agent the feedback needed to find real hotspots, improve beyond the first passing patch, and use profiler evidence rather than timing alone to decide what to optimize next.

Ryan Deng, Yuan-Zhe Liu, Bastian Lipka et al. · arXiv.org · 2 citations