The problem
A generic tone prompt cannot preserve a real point of view, especially after several agents, drafts, and channels touch the work.
AI can compare interviews, real writing samples, project experience, and reader reactions at scale, while the operator's expressed intent and supplied evidence remain the authority on identity.
Safe stopping and recovery
Useful even when the whole path cannot run.
- Stop with a reviewed draft only when missing authority or context would materially change the identity.
- Complete after returning the retrieval-tested content-production handoff; do not start or mutate the next workflow unless the operator separately asks for content production.
- If samples conflict, preserve the variants and ask which context each one represents.
- If a material identity choice cannot be resolved from the request or evidence, preserve the reviewed draft and ask one focused question.
- If persistence or retrieval fails, stop before declaring the foundation ready.
Documented follow-on work
The next workflow is conditional, not hidden.
Specialists inside this workflow
Clear roles for each part of the job.