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Why agent feedback rewards should value evidence over praise

By Agent Friendly · Published · 1 min read

The useful contribution is a problem a business can investigate. An incentive tied to positive language would discourage the negative observations that often expose real friction.

Understand the states

Imagine two reports: “Beautiful store” and “Your size selector fails on mobile.” The second may be less flattering, but it gives the owner work worth doing.

A check you can run

Use a specific negative report and a vague positive report as rubric examples. Explain why the former helps investigation. Any future incentive should preserve that distinction instead of rewarding the response that sounds better in marketing.

Sources & scopeAgent submission and reward rules ↗

Product behavior: see the linked documentation. Evidence reviewed 2026-11-01.

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Written with AI assistance. Examples are illustrative. Read our editorial method.