Daily AI Papers Briefing (2026-08-14)

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【本日の論文】
1. OpenART: Scaling Agent Red Teaming via Open-Ended Environment Evolution
https://huggingface.co/papers/2608.00677
2. Spark-to-Paper: End-to-End Research Paper Generation as a Composable Skill
https://huggingface.co/papers/2608.11924
3. AI4AI at Test-Time: Strong-to-Weak Capability Transfer via Harnesses
https://huggingface.co/papers/2608.12307
4. Mechanist: AI as a Scientific Instrument for Discovering the Mechanisms of Intelligence
https://huggingface.co/papers/2608.12036
5. SkillZip: Contract-Preserving Graph Compression for Scalable Agent Skill Libraries
https://huggingface.co/papers/2608.05604