Use Cases
Hiring without the halo effect: how dissenting models exposed a hidden skills gap
Three engines, one résumé set. The outlier caught a mismatch that confidence language buried—and it changed the shortlist.
Inside UsureRU
Notes, experiments, and reflections from the team building AI that debates itself.
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Use Cases
Applied reasoning in real-world contexts
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Refining the Algorithm
Updates, experiments, or thought logic behind improvements
Refining the Algorithm
The dissent threshold we didn't expect (and how we recovered signal)
Lowering agreement raised truthfulness—until it collapsed. Here's where it broke and the veto logic that stabilized the system.
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Social
Human side, design philosophy, team reflections
Social
Designing for disagreement without chaos
Typography, spacing, and motion choices that show argument maps clearly—without adding cognitive load.
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Implications
Ethics, bias, governance, cultural consequences
Implications
Transparent answers vs persuasive answers
When explanations are first-class citizens and confidence isn't the product, incentives shift—for everyone.