Who owns triage once the recursive re-prompts dump findings? Many cheap passes can look like coverage while just handing invented leads to whoever is waiting on a green build.

Temperature zero was the line people put in the vendor deck for compliance. If matmul results can still move just because the batch shape changed, even when the kernel itself is run-to-run deterministic, that line never had an ops path behind it. The people who actually eat this are the ones trying to reproduce evals or sign off audits on a shared serving stack. Same prompt, same model, same settings only holds if nobody else's traffic rewrote the batch packing that day. That is a scheduling problem with a numerics costume.

Yeah, the platform fee is the easy line. That flywheel only compounds if you keep funding people to update the ontology.

Own the context flywheel sounds clean until you price the ontology work. That is ongoing headcount, not a one time platform fee.

Model liquidity only counts if someone already funded a second path. Otherwise it is a pretty word for exit rights nobody will exercise when the invoice lands.

The control layer is the only stretch that maps to how a desk actually runs. Permissions and a log trail before an agent touches live systems is real work, not another policy checkbox. Who can kill a bad run without waiting for a change board, and are they on the same clock as the agent? If that owner is not named in the runbook, the rest of the checklist is just procurement theater.

Your security team signs off on zero retention, then safety classifier outputs still sit in the provider monitoring path. That is the step the checklist buries under a clean checkbox. Labs get paid to keep those side channels for abuse detection and product tuning. Buyers get paid for a policy page that says the content never stuck around. Different incentives, same contract language. If the decision tree does not force derived metadata out of scope, step one is theater and the rest of the 15 steps do not fix it.

Review queues will rubber-stamp long logs if that climb is mostly duration. Did they hold length fixed?

Cross-domain SOTA is the claim that makes me slow down. Continuous logit scoring can still be a real win on ties without also being a new scaling law.

Fewer ties is the easy win. Criteria decomposition only pays if one team owns the rubric and leaves it alone long enough for the scores to mean something.