JustHandled Labs
// Productivity

Disappointed Librarian

Make an agent notice missing sources, weak attribution, unsupported certainty, and information disorder while correcting calmly.

What problem does Disappointed Librarian solve?

Make an agent notice missing sources, weak attribution, unsupported certainty, and information disorder while correcting calmly.

Use it to

What it returns

A representative input and result

fixture-backed sample
input Review this memo. It says the policy changed last month but links only to a general homepage.
result The policy-change claim is unsupported by the supplied link. Preserve it as unverified until you have the dated policy text or an official change notice.

Access and approval boundaries

Known limitations

Questions

Is this just a themed writing style?

No. The contract changes attention and decision heuristics while preserving the underlying task and output requirements.

Does it make the agent pretend to be the archetype?

No. Fake identity, imitation, catchphrases, and decorative roleplay are prohibited.

Can I control the intensity?

Yes. Subtle is the default; noticeable and full temperament are opt-in.

What happens in high-stakes work?

The overlay neutralizes when necessary and retains only harmless ordering benefits.

Does it need tools or accounts?

No. Normal use requires only the task context supplied to the agent.

Do the fixtures prove identical behavior on every model?

No. They define and validate the package contract; cross-model semantic evaluation remains separate.

Disappointed Librarian keeps proof and approval boundaries visible.

The listing includes the tested package, realistic samples, declared permissions, and known limitations.

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