Article URL: https://www.windowscentral.com/microsoft/windows-11/microsoft-copilot-os-revealed-in-leaked-video-lightweight-windows-os-exploration-features-new-desktop-ui-built-entirely-around-copilot-and-agentic-ai Comments URL: https://news.ycombinator.com/item?id=48789807 Points: 1 # Comments: 0
Article URL: https://github.com/Vage91/Kortex Comments URL: https://news.ycombinator.com/item?id=48789790 Points: 2 # Comments: 0
Article URL: https://www.surgeos.app/ Comments URL: https://news.ycombinator.com/item?id=48789760 Points: 1 # Comments: 1
Article URL: https://github.com/iamapsrajput/agent-budget-protocol/blob/main/RFC.md Comments URL: https://news.ycombinator.com/item?id=48789750 Points: 1 # Comments: 0
She watched me look at model rankings and asked what do the numbers mean... I literally had no good way of explaining it to her so I just came up with something that is approximately in the same ballpark as some of the benchmarks out there lol Comments URL: https://news.ycombinator.com/item?id=48789647 Points: 1 # Comments: 0
<p>Admissions inboxes are a grind. Most of what lands in <code>admissions@yourschool.edu</code> is some variation of the same three questions — <em>what's the deadline, what documents do I still need, did you get my transcript</em> — interleaved with the documents themselves arriving as PDF attachments. A human reads each one, looks up the applicant in the SIS, checks which docs are still outstanding, and writes back. Then, a week before the deadline, someone exports a spreadsheet and manually n
Article URL: https://econlab.substack.com/p/we-can-finally-say-ai-isnt-killing-jobs Comments URL: https://news.ycombinator.com/item?id=48789554 Points: 1 # Comments: 0
Article URL: https://www.juanslozano.com/blog/ai-aes Comments URL: https://news.ycombinator.com/item?id=48789544 Points: 1 # Comments: 0
<p>Active Directory is where most internal compromises happen and where most AI tools give up. Darkmoon runs the AD attack path autonomously and shows every step.</p> <h2> Why AD is hard for AI </h2> <p>AD attack paths are stateful and multi step. A single prompt cannot hold the whole graph. You need an agent loop that enumerates, reasons and pivots while keeping state.</p> <h2> Playbooks as the state engine </h2> <p>In Darkmoon the AD methodology is a Markdown playbook you can read and fork. Th
<h3> The nature of an AI API </h3> <p>Somebody built this thing before you ever touched it. A lab trained it on an enormous amount of text, aligned it, wrapped it behind an endpoint, and rented it to you. You don’t own the model. You inherit the interface: its capabilities, its limits, its context window, and its cost.</p> <p>When you send a prompt, the model has two sources of information: what it learned during training and the context you provide. Training is fixed. Context is yours. From tho
<p>An AI finding you cannot reproduce is a liability, not a result. Darkmoon attaches the exact commands and raw tool output to every finding so a human can peer review it.</p> <h2> The trust problem </h2> <p>Most AI security tools return a confidence score and a paragraph. In offensive security that is not enough. If you cannot show the command that proved a vulnerability, you cannot defend it in a report or a remediation meeting.</p> <h2> What an evidence trail actually contains </h2> <p>For e
Article URL: https://arxiv.org/abs/2605.14460 Comments URL: https://news.ycombinator.com/item?id=48789488 Points: 2 # Comments: 0
<p>The point became clear to me while working on the GitHub adapter (a more or less simple GitHub gateway for AI agents creating PRs).</p> <p>At first, creating a pull request looks like one write. A branch is created, commits are pushed, and a PR appears. The API call is concrete, and the result is easy to name.</p> <p>But after building around it for a while, the word "write" started to feel too imprecise. A pull request is not only a technical object. It changes the state of a repository and
opens a port on 1977 to forward traffic to 1976, which is serving Apple's local foundation model. makes it possible to code in Xcode using Apple Intelligence with no cloud dependencies by repairing the bugs in apple's internal regex in macOS 27 and Xcode-beta. Comments URL: https://news.ycombinator.com/item?id=48789471 Points: 1 # Comments: 0
<h2> Introduction </h2> <p>Through <a href="https://dev.to/hiroki-kameyama/multi-agent-implementing-the-orchestrator-x-worker-pattern-38gd">Chapter 7 (Multi-Agent)</a>, we have a complete, functioning AI system. The final step is building <em>organizational</em> infrastructure to operate AI safely over time.<br> </p> <div class="highlight js-code-highlight"> <pre class="highlight plaintext"><code>[Before] Technical safety Security → Block malicious input Evals → Measure quality [Now] Organizatio
<p>I'm pleased to share <strong>Career</strong> <strong>Agents</strong>, an open-source initiative designed to help students, developers, and professionals navigate key stages of their career journey through AI-powered guidance.</p> <p>Career development often involves multiple challenges — crafting an effective resume, preparing for interviews, optimizing professional profiles, and identifying growth opportunities. Career Agents aims to simplify these processes by providing specialized AI assis
Article URL: https://github.com/openai/codex/issues/30364 Comments URL: https://news.ycombinator.com/item?id=48789428 Points: 106 # Comments: 23
Article URL: https://www.abc.net.au/news/2026-07-05/lily-jay-foundation-posts-ai-generated-misleading-videos/106866422 Comments URL: https://news.ycombinator.com/item?id=48789416 Points: 12 # Comments: 1
Article URL: https://ekinertac.com/blog/i-dont-know-rust-my-ai-is-rewriting-php-in-it/ Comments URL: https://news.ycombinator.com/item?id=48789325 Points: 2 # Comments: 1
<p>Update in England expected to reach about 200,000 patients over the next year as part of £10bn package to overhaul NHS systems</p><p>The NHS will begin using AI on its app to direct patients to the appropriate services, it has been announced.</p><p>The tool will be used to triage patients and to ascertain if they should be allocated a GP appointment. Some may be advised to attend a pharmacy or their local A&E department instead, depending on the severity of their condition.</p> <a href="https
Article URL: https://www.youtube.com/watch?v=lk3jCuITwcE Comments URL: https://news.ycombinator.com/item?id=48789207 Points: 2 # Comments: 1
Article URL: https://finance.yahoo.com/technology/ai/articles/exclusive-zuckerberg-says-ai-agent-201123441.html Comments URL: https://news.ycombinator.com/item?id=48789173 Points: 1 # Comments: 0
Article URL: https://github.com/Xophmeister/wean Comments URL: https://news.ycombinator.com/item?id=48789163 Points: 2 # Comments: 0
<pre style='white-space:pre-wrap;width:81ex'>fix(telegram): resolve local Bot API container file paths against trustedLocalFileRoots [AI-assisted] (#91984) * fix(telegram): resolve local Bot API container file paths against trustedLocalFileRoots When the self-hosted telegram-bot-api server runs with --local inside a container, getFile returns absolute file_path values rooted at the container data dir (/var/lib/telegram-bot-api/...). The host process mounts that volume at a different path, so the
I finally have an excuse to use Wake-on-LAN and save on my AI and energy bill. Comments URL: https://news.ycombinator.com/item?id=48789027 Points: 1 # Comments: 0
Two hundred and fifty years after the signing of the Declaration of Independence, a new commercial asks: What if the Founding Fathers had access to Google Workspace?
<pre style='white-space:pre-wrap;width:81ex'>refactor(test): drop redundant linked-worktree bundled-plugins pin from run-vitest The node_modules package-root boundary fix anchors bundled plugin discovery to the running checkout in nested worktrees, so the wrapper no longer needs to pin OPENCLAW_BUNDLED_PLUGINS_DIR for symlinked node_modules layouts. Verified live in a .claude worktree: with the boundary fix and no pin, vitest workers resolve the worktree's own extensions in both no-node_modules
Article URL: https://providenceai.app Comments URL: https://news.ycombinator.com/item?id=48788839 Points: 1 # Comments: 0
Article URL: https://throndar.ai/cbom Comments URL: https://news.ycombinator.com/item?id=48788829 Points: 1 # Comments: 0
Article URL: https://www.lesswrong.com/posts/xiTBpBDwubnr4MLRe/trees-are-mostly-made-of-air-and-a-generalizable-lesson-for Comments URL: https://news.ycombinator.com/item?id=48788772 Points: 2 # Comments: 0
Article URL: https://www.theatlantic.com/technology/2026/07/commonwealth-prize-ai-writing-jamir-nazir/687806/ Comments URL: https://news.ycombinator.com/item?id=48788760 Points: 2 # Comments: 0
Online editor with LaTeX, Markdown, LaTeX+Markdown Hybrid and WYSIWYG (MD only) support, AI assistant with resource lookup and anti-hallucination features, live collaboration and more fun things. Still in quite early beta. First institutional deployment scheduled in the autumn. Feel free to play around. Comments URL: https://news.ycombinator.com/item?id=48788723 Points: 1 # Comments: 0
Article URL: https://crates.io/crates/speck-dev Comments URL: https://news.ycombinator.com/item?id=48788714 Points: 1 # Comments: 0
retrieval is not the future of Ai if it was, google would have won already there is another way, that doesn't require retrieval at all it costs more per conversation, but its better than a sh*ty graphRAG i am shocked by how few people know this but it seems the industry is not paying much attention to memory yet (hell z.ai doesn't have longterm memory at all) humans don't really remember the exact experience that happened, we remember a layer that sits on top of that something that got built at
<p><strong>Exclusive:</strong> With the technology fast becoming popular in GP surgeries, regulators are monitoring its implementation and potential pitfalls</p><ul><li><p>Get our <a href="https://www.theguardian.com/email-newsletters?CMP=cvau_sfl">breaking news email</a>, <a href="https://app.adjust.com/w4u7jx3">free app</a> or <a href="https://www.theguardian.com/australia-news/series/full-story?CMP=cvau_sfl">daily news podcast</a></p></li></ul><p>The federal health department has raised conce
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Article URL: https://calc.ajinkya.ai/ Comments URL: https://news.ycombinator.com/item?id=48788306 Points: 1 # Comments: 0
Imagine if you could bring 250 people together in a massive room and have them discuss and debate an important issue, arguing the points and counterpoints, and converging on answers that accurately reflect their collective knowledge, wisdom, values, and sensibilities. Now imagine that you convened this debate on America’s 250 th birthday and asked 250 randomly selected Americans to come up with the top three innovations that America has contributed to the world over the last 250 years. What woul
Article URL: https://github.com/theadamdanielsson/overllm Comments URL: https://news.ycombinator.com/item?id=48787752 Points: 2 # Comments: 1
Article URL: https://kingofkimchi.substack.com/p/the-memory-files-case-01-ai-memory Comments URL: https://news.ycombinator.com/item?id=48787627 Points: 1 # Comments: 0
