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ecause thinking of an alternative — even as you see proof point after proof point — is near-impossible due to the prominence of the dogma and confidence from those in power. The flaws of simplistic, systemic thinking are that it “always works out,” as if time is simply repetitions of the same story again and again, versus a series of events that each feed into each other, each compounding the next one’s sins. Instead of building a robust social safety net after the Great Financial Crisis, Americ

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So, we’ve been trying to solve this issue.” All of these companies are trying to tap into an untapped resource of local compute and hoping it’ll benefit the device hosts and users alike. “All these big guys are running around building data centers,” Shazhaev says, “but I believe there is enough compute power that already exists in the world.” SETI@home Update: 21 Years of Citizen Science – and 100 Signals to Investigate ›; What is Distributed Computing? - Distributed Computing Explained - AWS ›

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pecific pooled investment vehicles — which should be read in their entirety, and only to those who, among other requirements, meet certain qualifications under federal securities laws. Such investors, defined as accredited investors and qualified purchasers, are generally deemed capable of evaluating the merits and risks of prospective investments and financial matters. There can be no assurances that a16z’s investment objectives will be achieved or investment strategies will be successful. Any

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g to improve on these risks as part of the update? Not that much, based on a reading of the patch notes. Shared sessions, for example, are a great way to introduce collaborative Claws at work, but the OpenClaw foundation states in the patch notes that the shared session controls “are not tenant isolation or a security boundary.” In other words, you’d better be sure there’s no need to isolate various OpenClaw instances. A new protected credentials feature has been added that allows users to share

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ion of Rust's "unsafe" code blocks and concurrent code with custom locking schemes, re-establishing machine-checked safety guarantees for performance-critical implementations like AWS's Nitro Isolation Engine; Amazon uses Verus to prove correctness of key primitives in critical infrastructure, and the tool has been adopted by open-source projects including certificate validation libraries, data format parsers, and distributed systems like Kubernetes controllers Many open-source and industry soft

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Submit your iOS app to the App Store with Codex Zach Mink Good morning, AI enthusiasts, and welcome to our 9,208 new readers. Sam Altman and Elon Musk have fought over companies, lawsuits, talent, and more. Now the feud is landing somewhere developers may actually feel it… One of the most popular AI coding editors on the market. OpenAI's models will exit the newly SpaceX-owned Cursor by mid-November, with Musk's record on past agreements as the dealbreaker. Elon’s response? He “couldn’t care les

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yad 3.0 represents a new level of ability and autonomy for designing complex systems. “One important thing about Dyad is that it is a physics compiler and hence enforces physical laws,” Shah explains. “General AI systems often solve physical problems in ways that violate physical laws. When using the Dyad agent, it will detect such violations and guide the agent in the direction of the physically correct solution. We expect it will decrease design times in product engineering by orders of magnit

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ably, the exploit successfully demonstrated RCE on AMD systems (literally the worst kind of bug, and the reason why bug bounty programs exist). Hyperscalers have similar programs. AWS, Azure, GCP, and OCI publish scope, severity classifications, and safe-harbor terms, with Azure and GCP paying six-figure top-end bounties and hosting live hacking events with $100K+ prize pools. AWS and Oracle have decided to cheap out. Server OEMs such as Dell and SuperMicro have similar intake forms and publish

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pecific pooled investment vehicles — which should be read in their entirety, and only to those who, among other requirements, meet certain qualifications under federal securities laws. Such investors, defined as accredited investors and qualified purchasers, are generally deemed capable of evaluating the merits and risks of prospective investments and financial matters. There can be no assurances that a16z’s investment objectives will be achieved or investment strategies will be successful. Any

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pecific pooled investment vehicles — which should be read in their entirety, and only to those who, among other requirements, meet certain qualifications under federal securities laws. Such investors, defined as accredited investors and qualified purchasers, are generally deemed capable of evaluating the merits and risks of prospective investments and financial matters. There can be no assurances that a16z’s investment objectives will be achieved or investment strategies will be successful. Any

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’s Generalist and China’s Dogotix raised big rounds as investors swarm to the robotics sector. Meta agreed to pay up to $17.1 billion and make changes to its products to settle a lawsuit from state AGs — and put the screws to its competitors in the process. Y Combinator draws the FTC chair’s ire with a snarky DEI tweet. The Main Item After a remarkable few weeks of blowout earnings, multi-billion-dollar acquisitions, and potentially hundreds of billions in loan guarantees, Nvidia more than ever

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arkets, letting parents watch through the driver’s selfie camera while both the teen and driver are notified. Alphabet has agreed to pay £260M ($353M) to settle a UK class-action lawsuit accusing Google Play of overcharging app developers through excessive commissions. Fitbit’s founders launched Luffu Link, a $250 screenless LTE health-and-safety band shipping in early 2027 that tracks health and location and can alert family in emergencies without a phone. A startup led in part by Twitter’s for

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pecific pooled investment vehicles — which should be read in their entirety, and only to those who, among other requirements, meet certain qualifications under federal securities laws. Such investors, defined as accredited investors and qualified purchasers, are generally deemed capable of evaluating the merits and risks of prospective investments and financial matters. There can be no assurances that a16z’s investment objectives will be achieved or investment strategies will be successful. Any

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as the site favicon: the small image shown beside a page title in a browser tab. I still liked the annotations from the first canvas idea. Rough Notation is a small library that draws animated underlines, boxes, circles, highlights and brackets around parts of a web page. I had seen another site use brackets with handwritten explanations and wanted to try the same thing. I drew over another screenshot to show where a bracket should sit and what it should explain. One marks the Markdown formattin

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tonking Stingray' beta swims out: Deeper Rust 'oxidization' plus LLM speech-to-text GNOME 51 is here, and Ubuntu interim releases are getting interesting again; Revive Raskin's 3 laws of software with humane work that considers a dev's duty of care All this, and angry NeoVim users; Firefox 157: Could bold new look be just what Mozilla needs? Yet another new version of Firefox, with a significant reskin; KDE turns 30 and someone's brought an AI-native desktop proposal Akademy talk imagines Plasma

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asically told me she's only hiring “star athletes” now — the people she wants at her relatively small startup are just absolutely elite. On the other hand, Matt Garman, the CEO of AWS, said replacing junior employees with AI is one of the dumbest things he's ever heard; he thinks there's so much advantage in bringing them into the workplace. You've run very large teams inside two of the biggest software companies in the world. What do you think is going to happen? Shih: I have a few predictions.

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mber of talkers recorded at length. Test sets of comparable duration are usually constructed the other way. No region or handset carries it either: The Indian English public set draws on 428 native districts across 30 states and union territories; the Hindi sets, being a Hindi-belt language, concentrate more tightly but still span 202 and 295 districts. Recordings come from 315 to 582 distinct device models, with no single model exceeding 2.1% of segments in any subset. Corpora collected on stan

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nd operating guidance. It knows the supported path through the product and can inspect the actual setup before recommending a change. 2. Proven knowledge of agent design Advisor draws on reusable expert designs shaped by benchmark-leading agent research and years of production experience. They cover incident response, code review, ticket-to-PR, project delivery, feedback triage, and more. These designs encode hard-won decisions about prompts, tools, context, memory, delegation, event handling, a

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le are stable enough to guide future work. Standardization follows proven practice; it does not attempt to predict every path in advance. 4.2.2 Starting Context Starting Context draws the line between known state and assumption. A Task may begin from a blank state, a prepared environment, or an upstream result. What matters is that the source and verification status of that state remain explicit. Custom Setup records conditions prepared for the current Task, such as the model, container image, d

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e company’s AI Code Review agent, bringing research-grade program analysis and modern GenAI techniques together to automate one of the most time-consuming parts of the SDLC. Before Augment, Akshay spent several years at Uber advancing automated code review and repair systems, and conducted research across AWS’s Automated Reasoning Group, Google’s Android Static Analysis team, and UCLA. His work sits at the intersection of AI, software engineering, and programming-language theory. Related reading

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