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6/20/25 ☀️ AM: ... The Senate just started a long weekend, but Senate Majority ... (Punchbowl News)
https://punchbowl.news/archive/62025-am/
http://www.memeorandum.com/250620/p4#a250620p4

Great newsletter on Canada from @…, give it a read

🇺🇦 #NowPlaying on KEXP's #90TEEN
PinkPantheress:
🎵 Reason
#PinkPantheress
https://pluto9ine.bandcamp.com/track/reason-2
https://open.spotify.com/track/0REGWAoURfSLQe5hQhlsKK

PRM-Free Security Alignment of Large Models via Red Teaming and Adversarial Training
Pengfei Du
https://arxiv.org/abs/2507.14202 https://

PRM-Free Security Alignment of Large Models via Red Teaming and Adversarial Training
Large Language Models (LLMs) have demonstrated remarkable capabilities across diverse applications, yet they pose significant security risks that threaten their safe deployment in critical domains. Current security alignment methodologies predominantly rely on Process Reward Models (PRMs) to evaluate intermediate reasoning steps, introducing substantial computational overhead and scalability constraints. This paper presents a novel PRM-free security alignment framework that leverages automated …

Interaction as Intelligence: Deep Research With Human-AI Partnership
Lyumanshan Ye, Xiaojie Cai, Xinkai Wang, Junfei Wang, Xiangkun Hu, Jiadi Su, Yang Nan, Sihan Wang, Bohan Zhang, Xiaoze Fan, Jinbin Luo, Yuxiang Zheng, Tianze Xu, Dayuan Fu, Yunze Wu, Pengrui Lu, Zengzhi Wang, Yiwei Qin, Zhen Huang, Yan Ma, Zhulin Hu, Haoyang Zou, Tiantian Mi, Yixin Ye, Ethan Chern, Pengfei Liu

Interaction as Intelligence: Deep Research With Human-AI Partnership
This paper introduces "Interaction as Intelligence" research series, presenting a reconceptualization of human-AI relationships in deep research tasks. Traditional approaches treat interaction merely as an interface for accessing AI capabilities-a conduit between human intent and machine output. We propose that interaction itself constitutes a fundamental dimension of intelligence. As AI systems engage in extended thinking processes for research tasks, meaningful interaction transitions from an…

Controlling IER and EER in replicated regular two-level factorial experiments
Pengfei Li, Oludotun J. Akinlawon, Shengli Zhao
https://arxiv.org/abs/2507.13621

Controlling IER and EER in replicated regular two-level factorial experiments
Replicated regular two-level factorial experiments are very useful for industry. The goal of these experiments is to identify active effects that affect the mean and variance of the response. Hypothesis testing procedures are widely used for this purpose. However, the existing methods give results that are either too anticonservative or conservative in controlling the individual and experimentwise error rates (IER and EER). In this paper, we propose {a Monte Carlo method} and an exact-variance …

6/19/25 ☀️ AM: ... We only have one edition today in honor of the Juneteenth federal holiday. (Punchbowl News)
https://punchbowl.news/archive/61925-am/
http://www.memeorandum.com/250619/p8#a250619p8

🇺🇦 #NowPlaying on KEXP's #Early
Pink Floyd:
🎵 Echoes
#PinkFloyd
https://vlasismetaxas.bandcamp.com/album/pink-floyd-echoes-cover
https://open.spotify.com/track/7kriFJLY2KOhw5en9iI2jb

6/18/25 ☀️ AM: -- Happy Wednesday morning ... Vance said Trump wants ... (Punchbowl News)
https://punchbowl.news/archive/61825-am/
http://www.memeorandum.com/250618/p22#a250618p22

Where could the House GOP redistrict next? (Punchbowl News)
https://punchbowl.news/archive/72225-am/#__wherecouldthehousegopredistrictnext__
http://www.memeorandum.com/250722/p14#a250722p14