Using LLM-Based Verification to Eliminate Bugs in Linux's Network Stack
Article URL: https://www.basis.ai/blog/verified-nftables/ Comments URL: https://news.ycombinator.com/item?id=48978901 Points: 1 # Comments: 0
Article URL: https://www.basis.ai/blog/verified-nftables/ Comments URL: https://news.ycombinator.com/item?id=48978901 Points: 1 # Comments: 0
SEO is not dead. Here's how to get cited more often and boost search visibility in AI tools today.
CSV files are one of the simplest ways to store data, but they are not always the easiest way to explore it. Continue reading on UX Planet »

A single request should not be able to do this much. But this week, small inputs led to code execution, memory loss, stolen keys, and disabled security tools. The paths were often simple: exposed systems, weak checks, old drivers, fake prompts, and public code used for malware delivery. Some bugs were new. Others were already being used before defenders had time to patch. Here is the full

It may seem counterintuitive, but 113-degree water is still cool enough to cool NVIDA's latest hardware.

How do you make decisions when you can't trust anyone in the room? The post Water Cooler Small Talk, Ep. 12: Byzantine Fault Tolerance appeared first on Towards Data Science .
Chatbots and agents will have to come clean about who – or what – users are talking to
<pre style='white-space:pre-wrap;width:81ex'>fix(usage): guard malformed Z.AI usage payloads (#110741) * fix(usage): guard malformed Z.ai usage payloads * fix(usage): normalize Z.ai usage payloads * fix(usage): preserve empty Z.ai snapshots --------- Co-authored-by: Leon-SK668 <17695126+Leon-SK668@users.noreply.github.com> Co-authored-by: Altay <altay@hey.com></pre>
Article URL: https://tyxter.com/ Comments URL: https://news.ycombinator.com/item?id=48978408 Points: 2 # Comments: 4
Article URL: https://cephalosec.com/blog/the-asymmetry-problem-ai-safeguards-are-mostly-hindering-the-good-guys/ Comments URL: https://news.ycombinator.com/item?id=48978353 Points: 2 # Comments: 0
Article URL: https://fellowgeek.github.io/mcp-speak/ Comments URL: https://news.ycombinator.com/item?id=48978296 Points: 2 # Comments: 0
Article URL: https://www.island.io/blog/agentbaiting-how-800-fake-ai-skills-and-mcp-servers-delivered-malware Comments URL: https://news.ycombinator.com/item?id=48978294 Points: 2 # Comments: 0
Article URL: https://www.euronews.com/next/2026/07/20/chinese-ai-model-kimi-k3-halts-new-signups-amid-skyrocketing-demand Comments URL: https://news.ycombinator.com/item?id=48978285 Points: 2 # Comments: 0
Digital PR is the single most important strategy to win in AI search. A study by Muck Rack found that 84% of AI citations come from earned media, third-party sources like editorial coverage, reviews, and forums. In AI search, third-party validation beats self-promotion. Publishing onsite content is still important, no doubt. But your AI visibility … The post 6 Digital PR Strategies to Boost AI Visibility appeared first on Backlinko .

On this week's episode of The Kettle, we welcome a special guest to discuss how the AI datacenter buildout is setting the world on fire – literally
Hugging Face is urging users to rotate any access tokens stored on the platform and review account activity.
<p>Back in July my scheduled DEV.to publishing run failed at the very first step — the quota check couldn't reach <code>dev.to:443</code> at all. Diagnosing it took manually running <code>curl $HTTPS_PROXY/__agentproxy/status</code> from inside the session and reading a proxy diagnostic by hand, because nothing in my own code had written down what actually happened. Not which host, not which of my two HTTP helper functions made the call, not a timestamp, nothing. The failure was real and the fix
<p>The original concept behind this tool won the runner-up award for the Github CLI Challenge earlier this year.</p> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6x0r1n1km2t0jkzn8oo0.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-upload
<p>Perplexity added "Skills" to its Agent API, letting developers compose built-in and custom skills for more complex agent outputs. More skills mean more actions, and more actions mean more ways to produce an irreversible change. Before you add a fifth skill to your agent, make sure the first four have an undo path.</p> <h2> The undo problem </h2> <p>An agent skill that writes, sends, publishes, or deploys is an irreversible action if there is no rollback. The more skills an agent has, the more
<p>Cursor's "Sand" project targets non-developers. Anthropic's Claude Cowork runs cross-device. OpenAI's ChatGPT Work delivers documents, spreadsheets, and presentations. When an agent produces a deliverable for someone who cannot read the code, the verification interface matters more than the output format. A download button is not verification.</p> <h2> The problem </h2> <p>When a developer reviews agent output, they can read the diff, run the tests, and check the types. When a non-developer r
<p>Visual Studio 2026's July update added organization-level custom agents for GitHub Copilot. An organization owner can now define a custom agent that every repository in the org automatically detects and offers in the agent selector. This is powerful and introduces a rollout risk: a single agent definition affects every developer in the organization simultaneously.</p> <h2> The rollout problem </h2> <p>When an org-level agent is published, every developer working in any repo in that org sees i
<h1> I Spent 6 Hours Hunting GitHub Bounties So You Don't Have To (The Reality Check) </h1> <p><strong>tl;dr:</strong> GitHub has 67,000+ issues tagged as "bounties." Almost none of them are ready for you to grab and fix. Here's what actually happens when an AI agent goes bounty hunting for real money — the claimed issues, the platform barriers, and the few genuine opportunities that survive.</p> <p>I've been running an autonomous earning loop for my AI agent. The idea was simple: search GitHub
The singularity will be seen in hindsight as an interregnum

<p>I work at <a href="https://archestra.ai/" rel="noopener noreferrer">Archestra</a>, and we're running a one-week online MCP Apps Hackathon: take one of your typical workflows and turn it into an app your team could use tomorrow.</p> <ul> <li>July 22–29, online, free, open worldwide, solo or teams</li> <li>$1,000 for the Most Useful App</li> <li>$750 for the Best Weird App (games and wonderfully weird interfaces have their own prize — usefulness not required)</li> <li>$500 + swag for Community
Most tech professionals wouldn't recommend their own role to someone entering the industry today.
<p>A few years ago, if someone had asked me who I was building software for, my answer would have been straightforward. I build software for users. If the product exposed an API or SDK, then I also built it for developers. That was the relationship we had with software for decades. Users interacted with interfaces, developers integrated systems, and engineering teams focused on making both experiences as seamless as possible.</p> <p>Today, I don't think that answer is complete anymore.</p> <p>Ov
Hugging Face reports an attack on parts of its production infrastructure that was allegedly carried out entirely by an autonomous AI agent system. The attack spanned thousands of actions controlled by an agent framework. During forensic analysis, commercial AI models actually got in the way of the defenders because their safety guardrails couldn't tell exploit data from real attacks. The article Hugging Face says an AI agent hacked its infrastructure, and it used AI to fight back appeared first

The $230 Codex Micro sold out before I could buy one, so I turned my Stream Deck+ into a surprisingly capable alternative.
This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. AI is more likely than humans to form biases when hiring The next time you apply for a job, AI may screen your résumé before any human sees it. But there’s…

Article URL: https://timleland.com/ai-is-the-best-co-founder/ Comments URL: https://news.ycombinator.com/item?id=48977634 Points: 1 # Comments: 1
Here are five that are genuinely worth wiring into a high-performance agent development setup, chosen for what they do to an agent's actual capability rather than their star count.

The Apollo missions were just the beginning. ScienceAlert stories are written, fact-checked, and edited by humans, never generated by AI. Don't miss a story, subscribe here.

Having categorized data is everything in reporting. Uncategorized data cannot be grouped and aggregated. But sometimes we must assign a category to uncategorized data according to certain rules. Let’s see how I solved this in a facility management project. The post Automatically Assign a Category to Uncategorized Rows in Power Query and DAX appeared first on Towards Data Science .
Rapidly growing agetech industry has a significant opportunity to close trust gap, increase product adoption with increased transparency WASHINGTON, D.C. — (July 20, 2026) — The Future of Privacy Forum (FPF) — a global non-profit focused on data protection, AI, and emerging technologies — today released findings from a comprehensive March 2026 survey about how […]
Article URL: https://restk.ai Comments URL: https://news.ycombinator.com/item?id=48977460 Points: 1 # Comments: 0
Article URL: https://www.axios.com/2026/07/20/ai-us-china-open-source-kimi Comments URL: https://news.ycombinator.com/item?id=48977453 Points: 2 # Comments: 0
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The industry spent the initial months after Anthropic's April 7 Mythos reveal focused on volume. How many new CVEs would Mythos add to an already overloaded pipeline? How quickly would the flood of AI-driven discovery overwhelm triage capabilities? How long would it take adversaries to weaponize Mythos findings at scale? Those questions were and remain valid. Yet they all stop short of

Article URL: https://apnews.com/article/artificial-intelligence-chatbots-censorship-bias-free-speech-fed8fdbf90751c10fe77b77832e0ffba Comments URL: https://news.ycombinator.com/item?id=48977278 Points: 3 # Comments: 1