#504 · Primary category: AI Agents & Automation

bernstein

agent-fleet agent-infrastructure agent-orchestrator agent-swarm ai-orchestration aider air-gap attestation audit-log audit-trail autonomous-coding deterministic-replay git-worktree git-worktrees llm-orchestration orchestrator parallel-agents provenance reproducibility tamper-evident

Deterministic orchestrator for CLI coding agents enabling byte-identical parallel runs and tamper-evident audit trails.

Project last updated:08/29/26

GitHub Stars

1.0K

Forks

136

Contributors

90

License

Apache-2.0

Why we included this project

Running several CLI coding agents at once usually means babysitting overlapping edits and output that never quite repeats. Bernstein takes a goal you declare, breaks it into tasks, and runs short-lived agents in parallel, each in its own git worktree, then checks and merges the results. No model sits in the coordination loop, so the same input replays byte-identically; that makes a run reproducible and easy to trust. A signed lineage and an optional HMAC audit chain let a reviewer verify the whole pipeline offline, and cluster mode plus air-gap deployment handle bigger or isolated setups. If you manage a fleet of coding agents and want reproducible, auditable parallel execution instead of another single-agent wrapper, this is worth a look.

Articles for this project

No articles for this project yet.

To suggest a topic or contribute an article, contact us.

Related projects in this category