Witness

Witness surfaces the work performance reviews miss: unblocking a teammate in Slack, catching a bug in review, work credited to whoever closes the ticket. It returns cited proof, never a score.

InsForge runs: the Postgres schema (person, run, source_event, ticket_state, reference, classification, attribution), the attribution engine (confirm_attributions, a SQL temporal join for both confirmation rules), the source-gated visibility functions that make the degradation guarantee structural instead of a filter, the ranking functions (person_ledger, rank_divergence, top_divergence) with an evidence floor before anyone's rankable, RLS access control (self/manager visibility, admin-only pipeline tables), a realtime channel streaming pipeline stages live, and pgvector for resolving paraphrased references like "the auth timeout thing" back to a real ticket.

HydraDB ties a Slack user ID to a Linear assignee UUID with no shared key between them, and its REST client was verified live against a real database. Slack messages are also mirrored into HydraDB as searchable knowledge, confirmed with a live semantic query that returned the right message at 0.68 relevancy.

We live-tested RocketRide against a real Cloud account and documented two real platform gaps in its orchestration layer rather than guessing around them.