shepherd-agents ORG

A runtime substrate that turns an agent's execution into a reversible, Git-like trace, so meta-agents can observe, fork, replay, and revert any run. Couples agent and environments in a copy-on-write fork ~5x faster than docker commit, with ~95% KV-cache reuse on replay. Framework built for meta-agents to supervise, optimize, and train other agents

Experiment code for the Shepherd paper: meta-agent applications + framework-performance microbenchmarks, with the frozen substrate snapshot.

Web editor for the Shepherd blog: side-by-side markdown + live preview, commits to shepherd-gh-pages.

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