Judge rules Department of Energy's climate working group was illegal

Judge rules Department of Energy’s climate working group was illegal

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On Friday, a judge ruled that the Trump administration violated the law in forming its Climate Working Group, which released a report that was intended to undercut the rationale behind greenhouse gas regulations. The judge overseeing the case determined that the government tried to treat the Climate Working Group as a formal advisory body, while not having it obey many of the statutory requirements that govern such bodies. While the Department of Energy (DOE) later disbanded the Climate […]

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Decoupling Strategy and Execution in Task-Focused Dialogue via Goal-Oriented Preference Optimization

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arXiv:2602.15854v1 Announce Type: new Abstract: Large language models show potential in task-oriented dialogue systems, yet existing training methods often rely on token-level likelihood or preference optimization, which poorly align with long-horizon task success. To address this, we propose Goal-Oriented Preference Optimization (GOPO), a hierarchical reinforcement learning framework that decouples strategy planning from response generation via an Expert Agent and a Customer Service Agent. The Expert Agent optimizes multi-turn goal preferences at the dialogue-trajectory level, while the Customer Service […]

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Theory of Mind and Self-Attributions of Mentality are Dissociable in LLMs

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arXiv:2603.28925v1 Announce Type: new Abstract: Safety fine-tuning in Large Language Models (LLMs) seeks to suppress potentially harmful forms of mind-attribution such as models asserting their own consciousness or claiming to experience emotions. We investigate whether suppressing mind-attribution tendencies degrades intimately related socio-cognitive abilities such as Theory of Mind (ToM). Through safety ablation and mechanistic analyses of representational similarity, we demonstrate that LLM attributions of mind to themselves and to technological artefacts are behaviorally and mechanistically dissociable from ToM […]

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Building an AI-Powered Invoice Processing Pipeline

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Introduction Accounts Payable (AP) teams in many organizations still rely on manual data entry to process supplier invoices. This approach does not scale well in high-volume environments and introduces risks related to data accuracy, processing delays, and compliance. During multiple ERP implementations, I observed that Accounts Payable teams often rely on manual entry of invoice data from PDFs into the system. This inefficiency highlighted an opportunity to design an AI-driven solution to automate invoice processing. The approach presented […]

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Anti-AI anger hits Sam Altman's front door

Anti-AI anger hits Sam Altman’s front door

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Read Online | Sign Up | Advertise Good morning, {{ first_name | AI enthusiasts }}. Last week, OpenAI published a 13-page policy doc warning that AI could reshape society faster than anyone has prepared for. Days later, someone tried to set Sam Altman’s house on fire. The 20-year-old suspect reportedly believed AI would lead to human extinction — and while the attack was criminal, the anxiety behind it isn’t fringe. With societal changes just beginning, anger like this […]

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After 16 years and $8 billion, the military's new GPS software still doesn't work

After 16 years and $8 billion, the military’s new GPS software still doesn’t work

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Last year, just before the Fourth of July holiday, the US Space Force officially took ownership of a new operating system for the GPS navigation network, raising hopes that one of the military’s most troubled space programs might finally bear fruit. The GPS Next-Generation Operational Control System, or OCX, is designed for command and control of the military’s constellation of more than 30 GPS satellites. It consists of software to handle new signals and jam-resistant capabilities of the […]

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New control system teaches soft robots the art of staying safe

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Imagine having a continuum soft robotic arm bend around a bunch of grapes or broccoli, adjusting its grip in real time as it lifts the object. Unlike traditional rigid robots that generally aim to avoid contact with the environment as much as possible and stay far away from humans for safety reasons, this arm senses subtle forces, stretching and flexing in ways that mimic more of the compliance of a human hand. Its every motion is calculated to […]

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The Architectural Shift: How AI Tooling is Decomposing the SaaS Development Stack

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Author(s): Shashwata Bhattacharjee Originally published on Towards AI. The narrative of solo founders building eight-figure SaaS businesses using AI tools has become increasingly prevalent in entrepreneurial discourse. While the surface-level story focuses on individual success, the underlying technical transformation represents something far more fundamental: a complete decomposition of the traditional software development stack, enabled by the convergence of large language models, code generation capabilities, and automation frameworks. This analysis examines the technical architecture, economic implications, and systemic changes […]

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Which Crypto Could Be The Better Investment Now: MUTM or DOGE?

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The crypto market is no longer driven purely by hype. As investors look ahead to 2026, the focus has shifted toward timing, utility, and long-term sustainability. In this article, we take a closer look at Dogecoin (DOGE) and Mutuum Finance (MUTM)—two very different cryptocurrencies at very different stages—to assess which may offer the stronger investment opportunity in today’s market environment. Dogecoin (DOGE) Dogecoin remains one of the most recognizable cryptocurrencies in the market, largely due to its meme-driven […]

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Python Vulnerability Lookup

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Tool: Python Vulnerability Lookup I learned that the OSV.dev open source vulnerability database has an open CORS JSON API, so I had Claude Code build this HTML tool for pasting in a pyproject.toml or requirements.txt file (or name of a GitHub repo containing those) and seeing a list of all reported vulnerabilities from that API. Tags: tools, python, supply-chain, vibe-coding, security

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