New flapping robot swims and flies like a diving bird
MIT engineers’ design could lead to a new class of aerial-aquatic vehicles for ocean exploration.

MIT engineers’ design could lead to a new class of aerial-aquatic vehicles for ocean exploration.

OpenAI is launching ChatGPT Work, an agent-based product powered by Codex and the now publicly available GPT-5.6. The agent can independently handle complex projects across apps like Google Drive, Slack, and Salesforce. ChatGPT Work is available now on web, mobile, and desktop, though access depends on the subscription plan. The article OpenAI pairs its GPT-5.6 public rollout with ChatGPT Work, a new agent that handles entire workflows appeared first on The Decoder .
Meta's new AI image generator is using your public Instagram photos unless you opt out. Here's how to do that.
We're looking for robotics startups that are creating a full system, component, or software system to show off their work at RoboBusiness. The post Calling all robotics startups: apply to RoboBusiness Startup Alley appeared first on The Robot Report .

Searching for work sucks; AI combs the internet and sucks it all up. Combine the two and let 'er rip with this Python project

I built Pylon because I wanted a simpler path between hobby apps and production apps. For hobby projects, I usually reach for a pure Next.js app. It is fast, familiar, and easy to deploy to Vercel. For production apps, I usually split the frontend from a standalone backend, then deploy the backend on AWS. That setup works, but it feels heavier than it needs to be for a lot of products. Pylon is my attempt to simplify and make it easier for agents to ship full stack apps. The framework is inspire
<p> Runtime authorization for Claude, Cursor, Codex and OpenClaw </p> <p> <a href="https://www.producthunt.com/products/kastra?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="http://www.producthunt.com/r/p/1192293?app_id=339">Link</a> </p>
I run a small AI lab and playground and got super excited about Anthropics paper "Verbalizable Representations Form a Global Workspace in Language Models" ( https://transformer-circuits.pub/2026/workspace/index.html ) It talks about how they use a tool they call a Jacobian Lens to view inside the middle layers of LLM while it's working before it commits to a word (token). I wanted to see if I could get a version of this running on the open models and to my surprise it worked! I ran some experime
Article URL: https://thenewstack.io/openclaw-foundation-nonprofit-status/ Comments URL: https://news.ycombinator.com/item?id=48849604 Points: 3 # Comments: 0
Personal teaching project turned website Comments URL: https://news.ycombinator.com/item?id=48849584 Points: 2 # Comments: 0
Hello good people of HN, This is Rohan from Almanac (YC S26). Today I want to share CodeAlmanac. It is a self-updating wiki for your coding agent. It lives in your repo as Markdown files and updates from your conversations with your agent. It’s open-source, local, and free. How it works 1. Install the CLI and pick your agent (it uses your CC or Codex sub) 2. It scans your codebase and generates an initial wiki. 3. A background job reads your agent conversations every few hours and updates the wi
Power users generate 10x as many lines of code vs the median, most of the AI spend is coming from input tokens not output ones, and almost half of AI changes are accepted without manual review by devs (!!)

The company is taking a modular approach to designing these chips, anticipating that their needs will change as AI evolves rapidly by the time the chips are in production.
<p> Partner for your most ambitious work </p> <p> <a href="https://www.producthunt.com/products/chatgpt-work?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/1192273?app_id=339">Link</a> </p>
Molecular dynamics (MD) simulations are among the most demanding workloads in computational science. Using them, researchers can observe atomic behavior in...

Having proven how valuable compute can be, the company finds itself at the center of a market everyone wants to be in — while simpler technologies and less interesting companies get rich on the sidelines.
Article URL: https://openai.com/index/gpt-5-6/ Comments URL: https://news.ycombinator.com/item?id=48849066 Points: 139 # Comments: 74
Article URL: https://openai.com/index/chatgpt-for-your-most-ambitious-work/ Comments URL: https://news.ycombinator.com/item?id=48849059 Points: 14 # Comments: 1
An elite security team at Microsoft has built an AI-powered pipeline to find vulnerabilities in Windows and get them to engineers to build fixes.
Windows 11 updates could soon include fixes for more security issues at once. Microsoft said in a blog post on Thursday that it's now using AI to "identify potential issues earlier," which means "customers will see a higher volume of security updates included in each security release." Hackers, even amateurs, have increasingly been using AI […]

About two weeks after OpenAI's GPT-5.6 was caught up in regulatory drama - rolled out only to government-approved organizations during a "limited preview" period - the company has received the Trump administration's greenlight for a public rollout of the model. OpenAI CEO Sam Altman called it "the best model we have ever produced." To celebrate, […]

Meta is entering the AI API business with Muse Spark 1.1 at prices that undercut even the dirt-cheap Grok 4.5, released just yesterday. At $4.25 per million output tokens, Meta charges a fraction of what Anthropic or OpenAI ask. For pure-play AI labs burning through billions, the pressure just got worse. The article Meta's Muse Spark 1.1 API pricing squeezes OpenAI and Anthropic as the AI price war heats up appeared first on The Decoder .
Article URL: https://arxiv.org/abs/2501.16946 Comments URL: https://news.ycombinator.com/item?id=48848987 Points: 1 # Comments: 0
Article URL: https://www.wiz.io/blog/ghostapproval-a-trust-boundary-gap-in-ai-coding-assistants Comments URL: https://news.ycombinator.com/item?id=48848932 Points: 1 # Comments: 0
<!-- SC_OFF --><div class="md"><p>What it is</p> <p>Talos-XII is a CLI simulator for the gacha system in Arknights: Endfield. Rather than sampling from a static probability table, it trains a small set of neural nets to model environment uncertainty and pull-decision policy, then uses them to answer questions a static table can’t easily express — e.g. “as a F2P player, what’s my probability of getting the rate-up unit on free currency alone?” or “given my current pity count, should I keep pullin
Article URL: https://home.dartmouth.edu/news/2026/07/ai-mistakes-can-cost-doctors-time-when-writing-patients Comments URL: https://news.ycombinator.com/item?id=48848863 Points: 2 # Comments: 0
Article URL: https://gimletlabs.ai/blog/formally-verifying-ai-generated-kernels Comments URL: https://news.ycombinator.com/item?id=48848860 Points: 1 # Comments: 0
My cofounder and I each run our own Claude Code agent locally. Each has built up real context over time: strategy, customer notes, past decisions, conventions. The problem: that context is trapped on one machine. When he asks his agent something I already worked out with mine, he starts from zero. We're maintaining two "company brains" and they're drifting apart. I don't want to share everything. Half my local context is personal or half-baked. I want a shared subset both agents read and write,
Comments URL: https://news.ycombinator.com/item?id=48848809 Points: 2 # Comments: 0
Article URL: https://dev.to/modelbloat/model-bloat-naming-the-thing-everyones-alredy-complaining-about-5bpa Comments URL: https://news.ycombinator.com/item?id=48848801 Points: 1 # Comments: 0
Aurora 1.5 adds 22 more variables, hourly temporal resolution, and probabilistic ensemble forecasting to the Aurora foundation model, making it more useful for real-world weather, climate, and energy applications. The post Aurora 1.5: Extending open foundation models for weather and Earth-system applications appeared first on Microsoft Research .

We've seen AI agents write code/debug systems/browse the web and automate all kinds of work. But does anyone let them play games - not for benchmarking or research - just for fun? I'm thinking about things like LinkedIn games, Wordle, chess, puzzle games, etc. Comments URL: https://news.ycombinator.com/item?id=48848741 Points: 1 # Comments: 0
Rollon said the magnets deliver improved load management, smoother extension, and increased durability, even under intensive operating conditions. The post Rollon launches two telescopic rails with integrated magnets appeared first on The Robot Report .

In this post, we walk through five capabilities now available in SageMaker HyperPod inference: multi-tier data capture for auditing and model improvement, direct deployment from Hugging Face Hub, local NVMe model loading for faster cold starts, automated Route 53 DNS for custom domains, and pod-level IAM through custom service accounts.
Article URL: https://medium.com/@alanscottencinas/why-ai-orchestration-beats-bigger-context-windows-f65179b28854 Comments URL: https://news.ycombinator.com/item?id=48848606 Points: 2 # Comments: 0
A rewrite done in 11 days that would have taken a small team a year to complete, for $165K in tokens. Also: coding LLM “wars” heat up, AI fakers from North Korea still a problem when hiring, and more

Article URL: https://unskilled.blog/posts/are-we-governed-by-ai-yet/ Comments URL: https://news.ycombinator.com/item?id=48848561 Points: 1 # Comments: 0
A measured look at distributed training, from DDP and FSDP to the ZeRO stages in between, and why the wiring between your GPUs matters as much as the strategy you choose The post Behind the Scenes of Distributed Training and Why Your GPU Wiring Matters as Much as Your Strategy appeared first on Towards Data Science .
Article URL: https://github.com/riktar/memledger Comments URL: https://news.ycombinator.com/item?id=48848460 Points: 1 # Comments: 0