
ThePandaDroid
30.6K posts



There is an interesting new DoW Directive out which rescinds "the designation of the Director of the Defense Counterintelligence and Security Agency (DCSA) as a Defense Intelligence Component head." The DCSA conducts background investigations for 95% of the federal government. Rescinding this designation seems to narrow it's actual role with counterintelligence. Wondering if @EzraACohen or @JoshuaSteinman has any insight on the significance of this...

LOL I accidentally mixed up two video titles this morning because I am slowly going blind. I can still write but editing is now damn hard.

X Square Robot Unveils New Embodied AI Model, Says Robots Will Arrive in Homes in 35 Days Backed by Alibaba, ByteDance, Xiaomi and Meituan, X Square Robot unveiled a next-generation embodied AI foundation model for home robots and said its first deployments in everyday households will begin within 35 days. X Square Robot on Tuesday unveiled WALL-B, a new embodied AI foundation model designed for deployment in real-world homes, marking what the company described as a major step toward bringing general-purpose robots into daily family life. At a launch event themed "Born to Bot, Bot to Family," the company also introduced its World Unified Model (WUM) architecture, a training framework that combines vision, language, action and physical prediction within a single system from the outset. X Square said the model is intended to help robots operate in the far more unpredictable setting of a home, where tasks, layouts and interactions vary from moment to moment. "Robots in factories and in homes are completely different. In factories, they repeat the same action 10,000 times without variation. In a home, however, they need to perform 10,000 different actions, each unique and non-repetitive. Therefore, the challenge of a truly intelligent robot lies not in repeating a single action, but in the ability to execute new, untrained movements within unstructured environments. Deploying robots in the home is one of the most significant technical hurdles of our time," said Qian Wang, founder and CEO of X Square Robot. WALL-B is the first real-world implementation of the World Unified Model architecture. Unlike modular systems that train perception, language and control separately, X Square Robot said World Unified Model optimizes those capabilities jointly from the very beginning. The company said that allows physical prediction — including force, friction and collision dynamics — to emerge as part of the model itself, rather than being layered on afterward. "We train all capabilities—vision, language, action, and prediction—within the same network from day one. Much like infants, who do not learn to see, move and speak in isolated, sequential stages, but instead see, move listen and act simultaneously while receiving feedback, we have integrated all these capabilities into a unified whole," said Wang Hao, CTO of X Square. X Square Robot said the development of WALL-B rests on two pillars. The first is a data strategy that prioritizes training on authentic, non-staged home environments to cover the “long-tail” distribution of real-world scenarios, such as misplaced objects and temporary occlusions. Unlike models primarily trained on synthetic data or laboratory datasets, this strategy exposes WALL-B to the natural clutter of lived-in spaces—misplaced items, unexpected obstacles, and spontaneous human activity—ensuring that the training data reflects real-world conditions rather than a simplified version. The second is a physics-aware predictive mechanism that anticipates physical outcomes before an action is taken, enabling the model to respond to contact dynamics instead of just reacting. The development of the self-developed WUM architecture on physical robotic platforms highlights the company’s accumlated experience in bridging sim-to-real gaps across varied operational contexts. Wang commented that the current AI model is still in an "intern" stage, subject to errors requiring remote assistance. For instance, it may mistakenly place slippers in the kitchen or pause while wiping a table to "think". However, the model operates nonstop 24 hours a day, becoming increasingly "intelligent" as each day of operation generates new data. In 35 days, on May 25, X Square Robot will officially bring its robots into everyday homes, underscoring the company’s long-term commitment to the home robotics sector.












🚨Scoop: You can't make this up: The Southern Poverty Law Center (SPLC)—the very group just indicted by the DOJ for manufacturing hate and secretly funneling millions to KKK members and other extremists—is the same outfit selling its 'expertise' on hate crimes to the government to train federal employees." Irony level: expert. Below are the contracts and grants that prove it. @DataRepublican @dojphofficial @HarmeetKDhillon @FBIDirectorKash @marcorubio


We're going to be investing heavily in XChat. Communities had a great vision, but they were used by less than 0.4% of users—yet contributed to 80% of spam reports, financial scams, and malware on X. It occupied half the team's time some weeks, while the rest of the app suffered. Of the handful of Communities that succeeded, most were user-acquisition channels for Kick or compensated clipper communities. There are a handful very cool communities that will have to migrate (e.g., coin collectors, baseball cards, skincare, artists), but that content should really live on Timeline or in chats—instead of a Temu version of subreddits.

SPLC Racism Report Buried Trump-Related ‘Hate Crimes’ Against White Kids -- Paul Sperry/New York Post Southern Poverty Law Center failed to mention 2,000 instances of educators reporting anti-white hate incidents. SPLC had also asked in a questionnaire to agree or disagree with the statement, “I have heard derogatory language or slurs about white students,” but omitted these results in its hate crimes report. “Asked by Paul Sperry last week to provide the data, SPLC initially said it was having a hard time getting the information ‘from the researchers.’ Pressed, SPLC spokeswoman Kirsten Bokenkamp finally revealed that ‘about 20 percent answered affirmatively to that question.’ ” nypost.com/2016/12/05/rep…






