Trust and governance

AI models are not reliable reasoners. They are excellent accelerators and researchers.

In Outturn, AI researches. Code calculates. People decide. Models read messy sources, retrieve similar records and draft bounded options; deterministic services run the checks and commercial math; a named person owns every decision and approves every write.

The part that earns trust: the layer knows when not to act.

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read-only by default zero model calls in the decision math human-approved writes append-only audit log

This is a reliability claim, not a denial of capability. Models can produce impressive reasoning; they are not dependable enough to own accountable commercial execution. The evidence, math and approval remain inspectable.