AI News Today

<h2> TL;DR </h2> <p>Build AI-agents in 5 lines of code. Skip the set up & infrastructure. Live and running.<br> </p> <div class="highlight js-code-highlight"> <pre class="highlight python"><code><span class="kn">from</span> <span class="n">custodian_labs</span> <span class="kn">import</span> <span class="n">Custodian</span> <span class="n">app</span> <span class="o">=</span> <span class="nc">Custodian</span><span class="p">(</span> <span class="n">model</span><span class="o">=</span><span class=

<p> Claude Code & Codex in your Mac notch </p> <p> <a href="https://www.producthunt.com/products/agentpeek?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1184157?app_id=339">Link</a> </p>

<p><em>I built Kajota Pulse and wrote this article as my entry for the **AWS × Vercel "H0: Hack the Zero Stack"</em>* hackathon (<strong>#H0Hackathon</strong>). Live app: <a href="https://kajota-pulse.vercel.app" rel="noopener noreferrer">kajota-pulse.vercel.app</a> · Code: <a href="https://github.com/KaJota-inc/kajota-pulse" rel="noopener noreferrer">github.com/KaJota-inc/kajota-pulse</a>*</p> <h2> The problem nobody builds for </h2> <p>Across African micro-commerce, "co-sellers" buy stock from

<p>A GitLab API token appeared in a README.md file. It was committed, pushed, and reviewed by two engineers before merging. Nobody caught it.</p> <p>This was not a junior developer's mistake. Both reviewers were experienced. The token was on line 47 of a 200-line file, sandwiched between installation instructions. At the end of a sprint, with three other reviews queued, it looked like documentation. It was a secret sitting in plain sight.</p> <p>We caught it the next day during a routine audit.

<p>Most content advice for AI search treats writing as an SEO problem with new rules. It is not. It is a citation problem with old rules, applied differently. Ranking on Google was about earning the click. Getting cited by ChatGPT, Perplexity, or Google’s AI Overviews is about earning the quote, a discipline known as answer engine optimization when it focuses on direct-answer citations.</p> <p>This guide breaks down what AI engines actually look for in a piece of content, the seven writing moves

<p>An exception queue is the next agent interface to embed.</p> <p>Dull. An exception queue is fundamentally simple. All enterprise autonomy requires is for the agent to create a review item (e.g. an Approval item) and park its state. Then it waits for someone to make a decision, and resumes execution when done. If the AI agentic workflow depended on someone physically being present to “review” the AI (e.g. by staring at chat) then it would simply be another chat app, dressing up in a hard hat f

See how Intel's Arc G3 Extreme processor performs inside the MSI Claw 8 EX AI+ and what kind of gaming performance you can expect.

We built Hawkeye because grep, IDE, TC search broke down on our internal codebase (~500k files). Every "find all references" took long enough to break focus — now with AI agents spending more time re-grepping the same files than actually writing code. Comments URL: https://news.ycombinator.com/item?id=48726376 Points: 2 # Comments: 0

<pre style='white-space:pre-wrap;width:81ex'>fix: Ollama Cloud tool calls fail on second turn (#96474) Tested and it works.</pre>

<p>Google's Agent2Agent protocol, usually shortened to A2A, had a strange first year.</p> <p>When Google announced A2A in April 2025, the pitch was clear: AI agents built by different vendors, frameworks, and teams needed a standard way to communicate. The protocol promised agent discovery, task delegation, message exchange, streaming updates, and artifact sharing. The reaction, however, was considerably less clean than the announcement.</p> <p>Some developers saw A2A as the missing agent-to-age

Wall Street pays up to $30k/year for terminals. They have access to better data & faster intel than most investors. That's one of the reasons why they win big. The playing field is finally changing... We built a Wall Street terminal for retail investors. Finally, retail investors can see breakouts in real-time breakouts, run AI predictions on any stock, see what stocks institutions are buying... PLUS A Lot More! All in one place, at a fraction of the cost. We spent years building it... hope you

I need some character voice acting for an animation I'm making. The response from people when I used Elevenlabs was that it felt flat and characters were inconsistent. I was previously using the voice reference on seedance 2.0, but obviously that's limited to 15 seconds, and I have 40 lines I have to go through Finally I just spent $75 on a human voice actor for subpar work that I can't use Anyways, is there anything better than elevenlabs right now to carry emotional tone or is it still SOTA? C

Article URL: https://github.com/chain-shield/ai-agent-audit Comments URL: https://news.ycombinator.com/item?id=48726182 Points: 2 # Comments: 0

Brennand Pierce, founder and CEO of Kinisi Robotics, discusses the company's approach to physical AI and its acquisition by Bear Robotics. The post Insights behind Kinisi’s acquisition by Bear Robotics appeared first on The Robot Report .

What does it mean? ScienceAlert stories are written, fact-checked, and edited by humans, never generated by AI. Don't miss a story, subscribe here.

Comments

Article URL: https://github.com/PJHkorea/consciousness-auto-rotation-artificial-neural-bypass/blob/main/fluxmesh_hybrid_test_core.h Comments URL: https://news.ycombinator.com/item?id=48726084 Points: 1 # Comments: 0

With lot of code being pushed, how are you guys managing PR reviews? - Only review by some other agent - Ask devs to push plans and review those - Review critical code paths yourself - Rely on integrations tests - Rely on manual testing Just looking for what people are following and best practices Comments URL: https://news.ycombinator.com/item?id=48726037 Points: 1 # Comments: 0

Article URL: https://openenvelope.org/writing/composable-ai-thesis/ Comments URL: https://news.ycombinator.com/item?id=48726012 Points: 1 # Comments: 0

Article URL: https://thenoosphere.substack.com/p/theres-a-reason-women-arent-swooning Comments URL: https://news.ycombinator.com/item?id=48725984 Points: 2 # Comments: 2

Smartphones are welcoming the agentic AI overlords.

Article URL: https://github.com/aivinay/switchboard Comments URL: https://news.ycombinator.com/item?id=48725764 Points: 2 # Comments: 0

Hundreds of contractors working on a project for Meta pretended to be kids in order to see how other chatbots like Gemini and ChatGPT would respond to high-risk subjects, WIRED found.

NOPE. ScienceAlert stories are written, fact-checked, and edited by humans, never generated by AI. Don't miss a story, subscribe here.

The agent is only the material. The discipline is what it’s allowed to decide. Continue reading on UX Collective »

Article URL: https://github.com/Vadale/project-guardian Comments URL: https://news.ycombinator.com/item?id=48725632 Points: 2 # Comments: 0

Article URL: https://www.forthwrite.ai/blog/how-forthwrite-learns-your-email-voice Comments URL: https://news.ycombinator.com/item?id=48725623 Points: 3 # Comments: 0

I know that almost all technology is a double edged sword. When used correctly, it can elevate you more than ever possible before. Conversely, it can also destroy your ability to live a meaningful life. Calculators allowed us to do math quickly but there were people who used to do everything by hand and “Calculator” used to be a job title. Google mapped every single nook of the world and put it in an app but now almost no one knows the how to get anywhere without it. Phones/social media allowed

Hi HN, I have finally ported kew, a music player for the terminal, to Windows. We are everywhere now, watch out! Some of kew's features: - Play auto-generated playlists based on words from the artist, album or song name: 'kew nirvana'. - Private and offline* (*discord gets notified but this can be turned off). - Music without distractions or algorithmic manipulation. - Gapless playback. - Music library explorer. - Search - Full color covers in sixel-capable terminals. kew 4.1 adds cross-fade (bo

AI agents can't remember past conversations. They must constantly reload or retrieve context, which grows less efficient as tasks get longer and more complex. Memora solves this with a scalable memory system separating what’s stored from how it's retrieved. The post Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity appeared first on Microsoft Research .

Quantum computing is the tech world's latest obsession. Here's what it actually is, how it works

Article URL: https://github.com/GuglielmoCerri/khazad Comments URL: https://news.ycombinator.com/item?id=48725166 Points: 2 # Comments: 0

Sorry for the slightly truncated title. It should have been "Network traffic analysis and monitoring without AI, using netflow-family protocols, PostgreSQL or ClickHouse, Grafana, and some scripts". In 2026, it might seem a bit presumptuous to announce AI-free software on HN. But building a netflow analyzer manually is no less presumptuous! There are quite a few xFlow analyzers out there these days, and I'm constantly reminded of this. But I think there's always room for an alternative approach.

VCs remain thirsty to fund AI coding startups. This one, founded by investor Chamath Palihapitiya, is no exception.

I'm a quasi-mathematician who adapts and translates rigorous, nuanced mathematical concepts for more expressive mediums like natural language and code. This results in shared processes for synthesizing and analyzing technical assets that are actionable, pragmatic, and accessible to both deep technical experts and practical execution teams alike. Think of me as an LLM wrangler who uses latent space acupuncture to pin down precise model behaviors, replacing haphazard reactions with a systematized,

Rather than external partnerships, Uber may start leaning on its own robotaxis for driverless options.

Even as the geopolitical conversation around AI continues to grow more fraught following the U.S. government's actions to limit the new models from Anthropic and OpenAI , Chinese open source darling DeepSeek is back with yet another open release that could once again change AI development around the globe. Over the weekend, the firm released DSpark , a new, MIT-Licensed system designed to make large language models answer faster without changing what the underlying model is trying to say. The ea

Article URL: https://github.com/matt454/agent-fleet-console Comments URL: https://news.ycombinator.com/item?id=48724767 Points: 3 # Comments: 0

Article URL: https://play.google.com/apps/testing/com.apextradingsignals Comments URL: https://news.ycombinator.com/item?id=48724761 Points: 2 # Comments: 0

Google is expanding Gemini’s personalized AI image generation to eligible free users in the U.S., allowing the chatbot to create images based on your interests and data from connected Google apps.