Bernstein

Bernstein

Deterministic orchestrator for 40+ CLI AI coding agents.

sanderchernitsky
@sanderchernitsky
Published on Jun 20, 2026
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About Bernstein

Bernstein is a deterministic Python scheduler that runs a crew of CLI coding agents (Claude Code, Codex, Gemini CLI, Aider, Cursor and 35+ more) against a single goal in parallel git worktrees. Every scheduling decision is appended to an HMAC-signed audit chain. Zero LLM in the coordination loop, so replaying yesterday's plan reproduces yesterday's task graph exactly. Apache-2.0, on PyPI as bernstein.

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sanderchernitsky
@sanderchernitsky

bernstein is a deterministic python scheduler that runs cli coding agents in parallel. no llm in the loop. ships adapters for claude code, codex, gemini cli, aider, and 42 more. each runs in its own