Archived briefing · Tuesday, August 18, 2026
Seed contentToday's updates focus on making automated systems easier to audit and debug: a step-by-step agent replay, a shelf-reading vision model that flags its own uncertainty, and workflow approvals that keep a person in the loop.
When an automated agent run fails, Nimbus now lets a developer scrub through every tool call it made, not just read a final error log.
One photo of a shelf is now enough to identify out-of-stock gaps and misplaced items, without needing a straight-on shot of every product.
Long-running automations can now pause and wait for a named approver before taking an irreversible action, then resume exactly where they left off.