Topic
A design pattern where AI-generated output requires human review or approval before it takes effect, preserving accountability and traceability.
AWS published a Bedrock AgentCore sample for agents that wake on S3 and scheduled events, capping each agent turn at Lambda's 15-minute timeout. Reviewers can take hours, so the sample stops the agent at every human checkpoint and restarts it from saved state.
Reality
The Austrian Academy of Science built Apollo with Mistral and Sail Reply on roughly 600 million words of historical Greek, and made it free to academics through a chatbot. A scholar still picks the word that goes into the record.
Reality
A one-person dev shop wired Gmail into Claude and out to Slack, scoring each support message 0 to 100 and leaving the assignee to a plain Python lookup table. Nothing sends until a person clicks approve.
Reality
Nova reaches general availability as a pre-call briefer and meeting recorder that drafts deal stage, value and close date, then waits for the rep to edit and approve before anything reaches the record.
Reality
Ten Coves Capital led $22 million into Luminary, whose platform reads estate documents for advisers overseeing more than $500 billion in client assets. Human reviewers still check what the AI extracts.
Reality
The 5 million euro Series A prices a 98 per cent cut in review hours against a testing services market whose revenue is those same hours, and IVEX's primary customer is the body that writes the protocols.
Reality