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Collective Skills

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PaperAgent
PaperAgent
Nov 12, 2026 · Artificial Intelligence

NVIDIA's Skill2Env and SoL-Pi: Collective Skills to Self-Evolving Agent Harnesses

NVIDIA's two new papers introduce Skill2Env, which compiles 3,400 practitioner skills into 7,971 verifiable training tasks across 13 domains, and SoL-Pi, an auto-research loop that cuts token usage by 49% and API costs by 33% while retaining 93.7% performance on agent benchmarks.

Agent HarnessAgent TrainingAuto-Research
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NVIDIA's Skill2Env and SoL-Pi: Collective Skills to Self-Evolving Agent Harnesses