by sipyourdrink-ltd · sipyourdrink-ltd/bernstein
Deterministic orchestrator across 40+ CLI agents — auditable, reproducible runs that don't depend on a single model.
Bernstein gives you a deterministic execution model on top of CLI agents (Claude Code, Codex, Gemini CLI, Aider, etc.). Same prompt + same inputs = same audited trail. Useful for compliance and CI use.
When to use: Compliance asks for a record of what was sent, by whom, with what result.
Outcome: Reproducible runs with full traceability.
Audit + guardrails together
| Tool | Inputs | When to call | Cost |
|---|---|---|---|
| run / replay / export | (see docs) | Three flows | 1 call |
rotate audit log without retention policyNon-determinismSet seed / temperature where the backend supports it
| Alternative | When to use it instead | Tradeoff |
|---|---|---|
| Single-agent CLI | You don't need audit | No reproducibility |