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cs.CY2026
Creating and Evaluating K-12 GenAI Assessment Graders Through Context Engineering
Zewei Tian, Alex Liu, Lief Esbenshade +6
The integration of large language models (LLMs) into educational assessment represents a transformative shift in classroom grading practices. While automated scoring systems and ma…
cs.CY2026
Generative AI in K-12 Classrooms: A Midyear Implementation Report
Lief Esbenshade, Alex Liu, Michael Xiao +6
This mid-year report summarizes teacher use of Colleague AI across 12 Washington State school districts from September 1 to December 31, 2025. Produced jointly by Colleague AI and…