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The first article in a three-part series. Part 1 - where an LLM loses cross-service context and why local specs are not enough. Part 2 - archspec: a versioned architecture contract for services. Part 3 - archspec: feature investigation, contract updates, and implementation. 1. Introduction I work at a large
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A zero-shot experiment: one prompt, five known-vulnerable contracts from the SmartBugs Curated benchmark, and an unexpected pattern in how an LLM judges severity. * Model: Claude Sonnet 4.6 · Claude Pro * Protocol: Zero-shot · fresh context per contract * Benchmark: SmartBugs Curated (ICSE 2020) Claude Sonnet 4.6 found a security bug in
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SEO dashboards count what they recognise. Server logs count what actually happened. The 30-day delta between the two was big enough to change how I think about AI visibility, and the verification step most operators skip. For most of last year, I was relying on the AI-bot tracking widgets in
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Let's learn about Science via these 500 free blog posts. They are ordered by HackerNoon reader engagement data. Visit the Learn Repo or LearnRepo.com to find the most read blog posts about any technology. "The good thing about science is that its true whether or not
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How are you, hacker?🪐Want to know what's trending right now?:The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here. ProbeNet Live: Run Network Measurements from 150+ Countries By @ipinfo [ 6 Min read ]IPinfo launches
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What happens when the company sitting between you and the AI model goes away? AntSeed launched an open marketplace for AI model access that operates peer-to-peer, with no central aggregator between consumers and providers. The network is live at antseed.com. On its face it may look like a regular
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Hey Hackers! Welcome to another edition of HackerNoon Projects of the Week, where we spotlight standout entries from the Proof of Usefulness Hackathon, HackerNoon's global competition designed to reward what actually matters: real utility, real users, real impact. This week, we're highlighting three projects operating in
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Table of Links I. Introduction II. Pseudoscience III. Unidentified Assumption IV. False Assumption V. Objection VI. Conclusion and References II. PSEUDOSCIENCE What is and is not scientific has been subject to debate since time immemorial. For example, Karl Popper [12] argues that a statement or hypothesis is scientific if and
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Meta has begun rolling out a new Meta AI Incognito Chat mode on WhatsApp and the Meta AI app, giving users what Mark Zuckerberg says is a completely private way to talk to its chatbot. The mode keeps conversations off of Meta's servers and processes them in an
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The largest electrical grid in the U.S., the PJM Interconnection, saw prices nearly double over the last year, according to a report published yesterday by an independent monitor. The culprit? Data centers. Wholesale prices for one megawatt-hour of electricity rose to $136.53, up from $77.78 at the
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If you are involved in the world of embedded hardware and digital security, then you know that opportunities for hacking are everywhere — not just in your home lab where all of your tools are at your disposal. When you’re in the field, a forgotten gadget or missing adapter can
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Visual Concepts/2K 2K is set to delist the Lego arcade racing game it released three years ago. The publisher announced on variousstore pages that it will remove Lego 2K Drive from sale on May 19. The multiplayer servers will remain online through May 2027, after which time all of
