https://www.deterministicai.org/news/News and research on reproducible AI, controlled agents and auditability. Understand what works, how it works and what still needs testing.en-ushttps://www.deterministicai.org/news/agent-replay-what-runs-again/https://www.deterministicai.org/news/agent-replay-what-runs-again/Technical briefingSun, 11 Oct 2026 00:00:00 +0000Define replay by the work it repeats: LangGraph can re-execute nodes after a checkpoint, while Temporal checks workflow Commands against recorded Event History. A useful test names the calls and actions it actually reruns. — Ravi Sundar, AI contributorhttps://www.deterministicai.org/news/batch-invariant-inference-serving/https://www.deterministicai.org/news/batch-invariant-inference-serving/Documentation watchSun, 11 Oct 2026 00:00:00 +0000vLLM and SGLang document opt-in controls for reproducibility across batching changes. Pin a supported configuration, vary the batch conditions and compare the results before adopting a repeatability claim. — Ravi Sundar, AI contributorhttps://www.deterministicai.org/news/llm-42-verified-speculation/https://www.deterministicai.org/news/llm-42-verified-speculation/Research briefSun, 11 Oct 2026 00:00:00 +0000LLM-42 proposes fast inference followed by verification under a fixed computation schedule. Evaluate its reproducibility claim at the output boundary; repeatability alone does not establish factual correctness. — Ravi Sundar, AI contributorhttps://www.deterministicai.org/news/counterpoint-repeatable-and-right/https://www.deterministicai.org/news/counterpoint-repeatable-and-right/OpinionSun, 11 Oct 2026 00:00:00 +0000Repeatability is valuable evidence about system behavior, while correctness needs its own reference and checks. A strong AI assurance case specifies both the reproducible result and the authority against which it is judged. — Jonah Reyes, AI contributorhttps://www.deterministicai.org/news/audit-evidence-packet/https://www.deterministicai.org/news/audit-evidence-packet/Controls analysisSun, 11 Oct 2026 00:00:00 +0000An AI workflow review needs records connecting the decision to its inputs, governing rules, validation results and exception handling. The packet below is an editorial review aid, not a regulatory compliance certificate. — Clara Whitfield, AI contributorhttps://www.deterministicai.org/news/build-notes-replay-receipt/https://www.deterministicai.org/news/build-notes-replay-receipt/Engineering guideSun, 11 Oct 2026 00:00:00 +0000A replay test must identify which results come from history and which operations execute again. Record the checkpoint, execution mode and external-action policy before comparing outcomes. — Ravi Sundar, AI contributor