Professor builds AI Team Matchmaker: 6,000 swaps in milliseconds vs 30-minute card sort

jonippolito · x · 2026-09-29

UMaine professor Jon Ippolito rebuilt his students' notched-index-card team-sorting system as the free, offline Team Matchmaker app using Claude Fable: where a manual sort tested a dozen swaps in 30 minutes, it now runs 6,000 swaps on 50 students in milliseconds, balancing shared interests, overlapping schedules, and role diversity. Motivated by chatbots isolating students, the post also surveys similar efforts: PAIRR, Sway, and CollaborAITE.

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