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determinism
4 postsBernstein 3.x recap: deterministic replay, evidence bundles, tournament runs
Bernstein 3.x recap: deterministic replay, signed evidence bundles, tournament runs, and durable, resumable runs engineers can verify offline.
Governed Agent: LLM reads text, code and rules decide outcomes
Governed Agent demonstrates a deterministic architecture where an LLM only extracts text while code and tables decide outcomes, using ITIL as the example.
Why LLM Decisions Should Be Deterministic
Why LLM-driven systems need deterministic decision layers, and how auditability, not just consistency, matters for engineering teams.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comWhy Your LLM-as-Judge Gate Flips Between Runs
Same code, same input, different LLM judge score: why CI gates flap between runs, and how temperature, model pinning, k-sampling and quantization fix it.