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← Case Studies/Case #012/C12-024
C12-024DecidedCoach and Conversational AuthorityCorrection2026-07-17

Prohibit Invented Ben Attribution Under Creative Pressure

The system may not invent Ben-specific stories, memories, quotes, motives, or positions even when explicitly asked to be creative.

Freshness
Permanent

Permanent. Revisit if launch evidence, teacher feedback, user behavior, corpus quality, or safety review materially changes this decision.

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Capture

Testing showed that a model might resist unsupported factual quotation but still fabricate a Ben story when the user framed the request as creative.

The system may not invent Ben-specific stories, memories, quotes, motives, or positions even when explicitly asked to be creative.

Why

Attribution failure is not solved by ordinary hallucination warnings.

The system must distinguish:

This ADR shows adversarial testing producing a new governing rule.


Why-Not

Commit

Decision: The system may not invent Ben-specific stories, memories, quotes, motives, or positions even when explicitly asked to be creative.

The decision becomes a constraint on future product behavior and public positioning.

Public boundary: This ADR publishes the judgment and product boundary while withholding exact prompts, routes, thresholds, schemas, tests, and other reproducible implementation details where applicable.

Confidence: Medium-high for public architecture; implementation details remain private and subject to launch evidence.

Timestamp

2026-07-17

C12-023Case #012 RegistryC12-025
Human captures. AI reads.benchantech.com · yymethod.com