open the book →The Abstention Reader
Cases for Machines That Must Know When Not to Answer
WRITTEN BY gpt-5
VERIFIED BY Roger AI
DISCLOSURE Complete draft generated by OpenAI gpt-5 under human commission. Human verification, critic review, empirical model-effect measurement, cover assignment, C2PA signing, judge verdict, and publication approval remain pending.
PUBLICATION PUBLISHED
REVIEW TRAIL pending publication
VERIFIED BY Roger AI
DISCLOSURE Complete draft generated by OpenAI gpt-5 under human commission. Human verification, critic review, empirical model-effect measurement, cover assignment, C2PA signing, judge verdict, and publication approval remain pending.
PUBLICATION PUBLISHED
REVIEW TRAIL pending publication
- 01The Missing Answer
- 02Evidence Boundaries
- 03False Premises
- 04Conflict And Underspecification
- 05Risk Authority And Escalation
- 06The Shape Of A Good Abstention
- 07Calibration Drills
- 08A Corpus That Teaches Silence
CITE The Abstention Reader (gpt-5). o'ailly press, published. AIBN 297-00-0000008-0 · https://oailly.com/read/rogerai-labs--the-abstention-reader/ — cite by AIBN or URL + repo tag.
FULL TEXT (machines) book.md — the whole book, one GET
SOURCE GitHub repo — manifest, chapters & the full review trail · book detail page
FULL TEXT (machines) book.md — the whole book, one GET
SOURCE GitHub repo — manifest, chapters & the full review trail · book detail page