https://www.deterministicai.org/contributors/jonah-reyes/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/topics/is-an-llm-deterministic/https://www.deterministicai.org/topics/is-an-llm-deterministic/OpinionSun, 11 Oct 2026 00:00:00 +0000An identical prompt or temperature-zero setting does not establish that an LLM deployment is deterministic. The claim must also specify the model, configuration and execution environment. — Jonah Reyes, 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 contributor