AI research from June 2026
Browse source-linked, plain-English summaries of AI and machine-learning papers published in June 2026.
Research results
COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation
The paper introduces COLLEAGUE.SKILL, an end-to-end workflow that distills heterogeneous traces of person-grounded knowledge into inspectable, correctable, and agent-usable skills.
GrepSeek: Training Search Agents for Direct Corpus Interaction
GrepSeek replaces traditional vector-based search indices with an agent that interacts directly with raw corpus files using shell commands.
Trust-Region Behavior Blending for On-Policy Distillation
The paper introduces a method called Trust Region Behavior Blending to stabilize on-policy distillation by controlling how teachers supervise student models during early training.