Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2607.23031.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Canary is an AI-mediated system for real-time collaborative programming classrooms. It decomposes a peer's programming obstacle into smaller, skill-matched steps and surfaces concrete entry points to potential helpers, aiming to reduce the upfront effort of understanding a teammate's problem and increase peer scaffolding frequency.

Concrete system design for AI-mediated peer help, with formative studies and an evaluation. Relevant to anyone studying how agents structure human collaboration.

Cited by

No citations on record.