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shepherd-agents / shepherd

Author description: 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

Repository stars
2,505All-time #22,927
Fork
219
Last push
updated 1 months ago
Repository created
since 2026
Apps & systemsGeneralPythonMIT · Permissive
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Original · GitHub
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

Summarised by AI from the README; the original prevails

Author description: Author description: 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

Basic listing based on official public information; functionality has not been independently evaluated.

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Pricing not verifiedCheck current official software, hosting, model and infrastructure pricing.

Star trend

2,5052,5062,50611-06 · 2,50510-0810-1310-1810-2310-2811-0211-06

First collected 2026-11-06Measured at 2026-11-06 12:00 UTCSourceLicense source

Compiled from public project information; not independently tested. · Repository Stars, not unique users · License tiers are derived from metadata. Check obligations for your use; unknown does not mean prohibited.