Meet Shepherd: An Open-Source Python Substrate That Lets Meta-Agents Fork, Replay, and Revert Any Agent Run
MarkTechPost 3 weeks ago 13
Researchers at Northeastern and Stanford released Shepherd, an open-source Python runtime that records agent executions as Git-like traces, enabling agents to fork, replay, and revert to any past state without restarting. Shepherd achieves 5× faster forks than Docker and over 95% prompt-cache reuse on replay. The system enables meta-agents to supervise and correct other agents mid-run, demonstrated by raising pair-coding pass rates from 28.8% to 54.7% on CooperBench.