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AI Agent Papers·2026
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SkillOpt-Lite: Better and Faster Agent Self-evolution via One Line of Vibe

Yifei Shen, Bo Li +1·LMMs-Lab, NTU MMLab +1

Proposes SkillOpt-Lite, a minimal pipeline for optimizing LLM agent skills by treating rollout traces as filesystem files and applying trajectory exploration, consensus mining, and independent validation; integrates as a one-line VSCode Copilot command and reports cross-benchmark improvements that let smaller models sometimes outperform larger ones.

#agent-skills#LLM#claude-code#copilot#IDE+7
AI Video Papers·2026
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ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog

Lingao Xiao, Yalun Dai +18

Converts an academic paper into reusable extracted assets and then produces editable poster, synchronized talk video, and bilingual blog via modular generator skills. Key differentiator: a single Paper2Assets extractor shared by three editable generators plus an interactive Paper2Reel viewer that links slides, video, captions and blog while preserving factual consistency and round-tripable PPT/DOCX output.

#agent-skills#claude-code#codex#paper#video+4
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