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46 lines (46 loc) · 1.63 KB
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cff-version: 1.2.0
message: "If you use Bernstein in academic or industry work, please cite it using the metadata below."
type: software
title: "Bernstein: a deterministic Python orchestrator for CLI coding agents"
abstract: >-
Bernstein is a deterministic orchestrator that runs a crew of CLI coding
agents (Claude Code, Codex, Gemini CLI, and 40+ more) against a single
goal in per-task git worktrees. There is no model in the coordination
loop, so replay of yesterday's plan reproduces yesterday's task graph
byte-identically. Every step carries signed lineage, and an opt-in
HMAC-SHA256 audit chain covers every scheduling decision. Verification
splits by key material: the Ed25519 signature legs and the Merkle seal
check from the on-disk artefacts alone, while replaying the HMAC chain
needs the install's audit key.
authors:
- given-names: Alex
family-names: Chernysh
email: alex@alexchernysh.com
affiliation: independent
repository-code: "https://github.com/sipyourdrink-ltd/bernstein"
url: "https://bernstein.run"
license: Apache-2.0
keywords:
- multi-agent
- agent-orchestration
- cli-coding-agents
- deterministic-scheduler
- hmac-audit
- parallel-worktrees
- claude-code
- codex-cli
- gemini-cli
- aider
- software-engineering
version: "3.10.0"
date-released: "2026-07-26"
preferred-citation:
type: software
title: "Bernstein: a deterministic Python orchestrator for CLI coding agents"
authors:
- given-names: Alex
family-names: Chernysh
email: alex@alexchernysh.com
year: 2026
url: "https://bernstein.run"
repository-code: "https://github.com/sipyourdrink-ltd/bernstein"