arXiv12h ago

Improving Human Performance with Value-Aware Interventions: A Case Study in Chess

Saumik Narayanan, Raja Panjwani, Siddhartha Sen, Chien-Ju Ho

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Analysis

Viral velocity

low

Implementation gapYES

Novelty6/10

Categorypaper

Topics

rldecision-makingalignment

Opportunity Brief

Implement a 'Value-Aware' intervention framework that adjusts AI suggestions based on the user's estimated skill level. It helps prevent 'brilliant but un-followable' advice.

Suggested repo: HumbleAssist

"AI advice that knows when you can't follow through."

Estimated effort: 50h