末层偷改答案，早层解码反更准

重点关注

• DataClaw0: Agentic Tailoring Multimodal Data from Raw Streams score 10
  入选 HF Daily Papers；HF 热度: 70 upvotes (+4)；有代码实现；关键词(4): fine-tuning, GRPO, post-training, agentic
• EnterpriseClawBench: Benchmarking Agents from Real Workplace Sessions score 9
  入选 HF Daily Papers；HF 热度: 76 upvotes (+4)；有代码实现
• Deeper is Not Always Better: Mitigating the Alignment Tax via Confident Layer Decoding score 10
  入选 HF Daily Papers；HF 热度: 20 upvotes (+4)；有代码实现；关键词(2): latency, reasoning
• KaLM-Reranker-V1: Fast but Not Late Interaction for Compressed Document Reranking score 8
  入选 HF Daily Papers；HF 热度: 44 upvotes (+4)；关键词(1): deployment
• CLI-Universe: Towards Verifiable Task Synthesis Engine for Terminal Agents score 8
  入选 HF Daily Papers；HF 热度: 31 upvotes (+4)；关键词(2): fine-tuning, open-source
• BioMatrix: Towards a Comprehensive Biological Foundation Model Spanning the Modality Matrix of Sequences, Structures, and Language score 9
  入选 HF Daily Papers；HF 热度: 21 upvotes (+4)；有代码实现
• SkillHarness: Harnessing Safe Skills for Computer-Use Agents score 8
  入选 HF Daily Papers；HF 热度: 19 upvotes (+3)；有代码实现
• Training Open Models for Agentic Phone Use score 9
  入选 HF Daily Papers；HF 热度: 14 upvotes (+3)；有代码实现；关键词(3): deployment, fine-tuning, agentic
• Tmax: A simple recipe for terminal agents score 9
  入选 HF Daily Papers；HF 热度: 11 upvotes (+3)；有代码实现；关键词(1): open-source
• Grouped Query Experts: Mixture-of-Experts on GQA Self-Attention score 7
  入选 HF Daily Papers；HF 热度: 63 upvotes (+4)

也值得关注

• Robusto-2: Benchmarking Humans & VLMs for Autonomous Driving in Lima & New York City score 5
  入选 HF Daily Papers；HF 热度: 3 upvotes (+1)；关键词(2): edge, reasoning
• When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents score 4
  入选 HF Daily Papers；关键词(1): reasoning
• Have You Ever Seen Them? Entity-level Membership Inference through Interrogating Large Language Models score 3
  机构: Zhejiang University