The Daily AI Command Center

OpenAI: GPT-5.6 Luna Pro scores 97.3% CCI, maintaining a leading position in capability benchmarks.
Trending paper "HarnessDev: Can LLMs Create and Evolve Their Own Agent Harness?" gains significant traction with 236 Hugging Face community upvotes.
Community focus shifts to: "Airfoil" trending across Developer and Hacker forums.

Updated: 06:00 UTC

💬 Social Pulse SentimentAI Synthesized

Scaling laws & hardware limits17%

Open source & local LLMs32%

Agentic platforms & code automation27%

Safety, ethics & regulatory policies24%

Trending Threads

Don't post generated/AI-edited comments. HN is for conversation between humans

4229 pts

Airfoil

2544 pts

Open source AI is the path forward

2360 pts

📄 Trending Research Papers (No Abstracts)

Digests →

HarnessDev: Can LLMs Create and Evolve Their Own Agent Harness?By Yuhao Wu, Jingyuan Zhang, Jiajun Shi, Xinping Lei, Qingshui Gu, Yuxuan Zhang, Zexuan Wang, Chen He, Chen Huang, Maojia Song, Zhiyuan Zeng, Shaowen Wang, Jinkai Liu, Yunfeng Shi, Jiaheng Liu, Shen Yan, Wenhao Huang, Ge Zhang, Wenxuan Zhang

▲ 236

💬 4

Aspire: Can Models Self-Evolve from Vague Goals?By Yuhao Wu, Jingyuan Zhang, Jiajun Shi, Yuxuan Zhang, Xinping Lei, Junting Zhou, Zexuan Wang, Yuchen Wu, Huan Zhou, Duo Wang, Yinzhu Piao, Yongchang Peng, Yunfeng Shi, Jin Chen, Zuo Wang, Jinkai Liu, Jiaheng Liu, Wenxuan Zhang, Shen Yan, Wenhao Huang, Ge Zhang

▲ 210

💬 8

Terminal-Universe: Turning Agent Trajectories into Scalable Terminal EnvironmentsBy Jie Wu, Zhenru Zhang, Beichen Zhang, Xuwu Wang, Yuhui Su, Mouxiang Chen, Peng Wang, Zhihai Wang, Que Shen, Hao Zhou, An Yang, Fei Huang, Yujiu Yang, Dayiheng Liu

▲ 159

💬 4

Knowing When Not to Reuse: Conditional Experience Transfer in Autonomous LLM Post-TrainingBy Tingyun Li, Wenfeng Feng, Weiqing Li, Abudukelimu Wuerkaixi, Guohua Liu, Yuewei Zhang

▲ 147

💬 8

Compile by Training: Turning Natural-Language Specifications into Local Neural FunctionsBy Yuntian Deng, Pengyu Nie, Stuart Shieber

▲ 123

💬 8

LLaDA-Image: Building Strong Image Generators with Fully Open Training RecipesBy Chuyan Chen, Haoxing Chen, Kun Chen, Zhenglin Cheng, Long Cui, Ruishan Fang, Zhangxuan Gu, Zhicheng Huang, Zhenzhong Lan, Yuanting Lei, Haoquan Li, Jianguo Li, Rongchuan Li, Sidu Li, Tao Lin, Deyuan Liu, Jiacheng Liu, Lin Liu, Yuxuan Lou, Zhisheng Lu, Yuxin Ma, Shuheng Shen, Peng Sun, Chaoyang Wang, Hongjun Wang, Xiaomei Wang, Yongxin Wang, Chengzhang Wu, Hongru Wu, Jun Xie

▲ 120

💬 2

LatentPress: Context Compression Beyond Text and VisionBy Zhengze Zhou, Hejian Sang

▲ 74

💬 7

Random Attention: Rethinking KV Cache Eviction for Efficient ReasoningBy Heng Wang, Jielin Qiu, Wenting Zhao, Cheng Qian, Liangwei Yang, Jiawei Han, Heng Ji, Silvio Savarese, Shelby Heinecke, Huan Wang

▲ 72

💬 0

Why Gated DeltaNet Survives 4-Bit Quantization: NVFP4 W4A4 for the Recurrent Half of a Hybrid 27B LLMBy Sergii Kozyrev, Davyd Maiboroda

▲ 65

💬 0

Rethinking On-Policy Distillation of Large Language Models II: One Training ExampleBy Zixuan Fu, Bingxiang He, Yuxin Zuo, Haohuan Huang, Jinqian Zhang, Ruhang Xiao, Cheng Qian, Qinyu Luo, Huan-ang Gao, Yudong Wang, Zhiyuan Liu, Ning Ding, Chaojun Xiao

▲ 62

💬 5

Puffin-World: Scaling a Unified Multimodal Model with Native 3D World StatesBy Kang Liao, Yihang Luo, Xiao-Ming Wu, Linyi Jin, Size Wu, Chunyu Lin, Yao Zhao, Fei Wang, Wei Li, Chen Change Loy

▲ 54

💬 5

Editable Visual DesignBy Junyan Ye, Wei Liu, Dongzhi Jiang, Zichen Wen, HaoDong Li, Zhutao Lv, Jiaxin Lin, Jinhua Yu, Jun He, Zilong Huang, Rui Chen, Weijia Li

▲ 31

💬 9

Scal3R: Learning Efficient Multi-Relative Pose Query for Scalable Online 3D ReconstructionBy Chin-Yang Lin, Yang-Che Sun, Cheng Sun, Fu-En Yang, Min-Hung Chen, Yen-Yu Lin, Wei-Chen Chiu, Yu-Lun Liu

▲ 30

💬 1

WHALE: A Simple Recipe for Joint Harness-Weight OptimizationBy Haechan Kim, Yoonho Lee, Gisang Lee, Chelsea Finn, Kangwook Lee

▲ 29

💬 5

S3Gym: Can LLMs Turn Self-Testing and Self-Judging into Self-Improvement?By Jiajun Shi, Siyuan Tao, Yuhao Wu, Zexuan Wang, Jingyuan Zhang, Jiaheng Liu, Xinping Lei, Xinrong Zhang, Siyuan Fang, Zhewen Tan, Tianle Cai, Junhao Fang, Jiameng Huang, Yueyang Wang, Jinkai Liu, Yuxuan Zhang, Jian Yang, Zhoujun Li, Shen Yan, Wenhao Huang, Ge Zhang

▲ 29

💬 4

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