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Propose, review, publish, test, and if necessary withdraw source-grounded updates used by a coworking staff AI knowledge assistant.

Primary roles: operations-manager, technical-operator, owner-operator

Stages

1. Source, review, test, and publish

Link the proposed change to authority and require human approval after representative evaluation.

Manual tasks

  • verify source authority
  • edit content
  • review privacy and security
  • interpret tests
  • approve publication

Automation opportunities

  • prepare drafts
  • preserve provenance
  • run approved evaluations

Suggested tools

Risks

  • Fluent generated material can be mistaken for approved policy or leak restricted knowledge.

Success metrics

  • Published knowledge is sourced
  • owned
  • tested
  • access-controlled
  • and readily reversible.

Last reviewed: 2026-07-18