DATA HEALTH · PUBLIC RECEIPTS

Freshness is part of the answer.

See when each automated desk last ran, which upstream source failed, and whether old records need human review. No green badge is inferred from missing data.

0/6fresh and healthy
0need attention
18hfreshness budget

Headlines

checking…

Official newsrooms + cross-field paper discovery

Expected ≤ 18h

Provider status

checking…

Official OpenAI and Claude incidents

Expected ≤ 18h

Community signals

checking…

Public discussion snapshots; discovery only

Expected ≤ 18h

Tool signals

checking…

GitHub activity, license and repository attention

Expected ≤ 18h

Event audit

checking…

Deadline freshness and field coverage

Expected ≤ 18h

Model lifecycle

checking…

Release, migration and retirement checks

Expected ≤ 18h

A warning means “inspect before trusting,” not necessarily that the upstream service is down. Community-source failures remain visible instead of silently falling back to old engagement numbers.