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NVIDIA has released Nemotron-Labs-3-Puzzle-75B-A9B, a compressed variant of Nemotron-3-Super. Iterative Puzzle alternates hardware-aware structural compression with short knowledge distillation recovery phases. The model drops from 120.7B total / 12.8B active parameters to 75.3B / 9.3B. On a single 8xB200 node it delivers 2.03x Super's total throughput at 100 tok/s per user. On one H100, 1M-token concurrency rises from 1 request to 8. The post Meet Nemotron Labs 3 Puzzle 75B A9B: A Compressed Hy

Article URL: https://www.hackster.io/jenfi59/brainiak-topological-al-drives-llm-by-lora-runtime-adapters-73a678 Comments URL: https://news.ycombinator.com/item?id=48851182 Points: 1 # Comments: 1

Hi HN, we’re Luke and Phillip, and we’re building Spice.ai OSS - a lightweight, portable data and AI engine and powered by Apache DataFusion & Ballista for SQL query, hybrid-search, and LLM-inference across disaggregated-storage used by enterprises like Barracuda Networks and Twilio. With v2.0, you can add a real-time analytics node to your operational database with high-throughput native CDC replication. We first introduced Spice [1] on HN in 2021 and re-launched it on HN [2] in 2024 re-built f

You guys aren't either aware or just plain don't care how AI is causing massive pain for most Americans Comments URL: https://news.ycombinator.com/item?id=48850980 Points: 3 # Comments: 2

At work, just noticed that in one of our private repo's contributors page, some strange user was being displayed. Knowing that it could be simply due to some e-mail appearing in the author's commit or within the very own commit message, I just went around looking for anything suspicious in the timeframe from where the commit mentioning this strange user apparently happened. After some digging, I tracked down to some commit with the following snippet at the end "Co-authored-by: Copilot ". Well, i

Article URL: https://github.com/vibhasjain/agent-keyboard Comments URL: https://news.ycombinator.com/item?id=48850924 Points: 1 # Comments: 0

News publishers say OpenAI hid tools and datasets that could identify copyrighted journalism in ChatGPT outputs, escalating their lawsuit with a new motion for sanctions.

OpenAI may be sanctioned for hiding, deleting ChatGPT logs in NYT copyright fight.

Article URL: https://design.withfudge.com/ Comments URL: https://news.ycombinator.com/item?id=48850741 Points: 2 # Comments: 0

The latest GPT Live Voice models can listen, speak, and conduct online research all at the same time. Does it feel like you're talking with a real person? Almost.

<p>Staggered release of ChatGPT 5.6 follows similar restrictions on rival firm Anthropic’s latest AI models</p><p>OpenAI released its latest advanced AI model, called <a href="https://www.theguardian.com/technology/chatgpt">ChatGPT</a> 5.6, on Thursday after earlier delaying the public rollout over US government concerns about cybersecurity. The <a href="https://www.theguardian.com/us-news/trump-administration">Trump administration</a> had requested last month that <a href="https://www.theguardi

A team routing queries across a coding specialist, a logic specialist, and a generalist model assumes each will cover the others' blind spots. A new study evaluating 67 frontier models from 21 providers shows that assumption is mathematically flawed — and the flaw has a name: the co-failure ceiling. The assumption works like this: as long as two models don't usually fail on the exact same prompts, combining them is supposed to create a safety net against failures. The real limit on orchestration

Article URL: https://onboard-cli.vercel.app/ Comments URL: https://news.ycombinator.com/item?id=48850593 Points: 2 # Comments: 0

While Google prohibits misleading and deceptive ads, an ad can still leverage AI to create some type of synthetic or digitally altered content. Until now, that's something Google only required election ads to disclose.

Hi, my name is Kam, and today my cofounder Josh and I are shipping Finterm.ai, a CLI that gives coding agents direct access to financial data: stock prices, options data, SEC filings, and ticker deep research. I’m a developer and have been a full-time trader for the past few years. Recently I have been using LLMs more and more in my trading and strategy. I always found it frustrating that LLMs did not have direct access to actual financial information and had to rely on web search, so it couldn’

Datadog Security Labs is warning of "several overlapping campaigns" that are systematically enumerating corporate GitHub organizations, repositories, and user accounts through the GitHub API. "Operators rely on automated scraping tooling with custom or legitimate-sounding user agents, leveraging GitHub 'ghost' accounts that are often years old, or compromised OAuth tokens and personal

OpenAI's GPT-5.6 Sol scores 59 points on the Artificial Analysis Intelligence Index, just one point behind Claude Fable 5. At $1.04 per task, it costs a third of what Anthropic's top model charges. In agentic coding, Sol beats every competitor, adding even more pricing pressure on Anthropic. The article GPT-5.6 Sol nearly matches Fable 5 on aggregated benchmarks at one-third the cost appeared first on The Decoder .

The company is using the cash to open an office in the Bay Area and compete for talent there, "strengthening its position at the heart of the world's leading AI ecosystem."

Claude subscribers must soon pay usage-based fees to access Anthropic’s best consumer AI model—a sign that the golden era of AI subscriptions is ending.

"Exactly what that dialog looked like between the government and Anthropic and OpenAI is unclear."

<p> The agent-native way to ship software </p> <p> <a href="https://www.producthunt.com/products/notion?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/1192317?app_id=339">Link</a> </p>

Was just checking my usage and I see its back to 0. So go nuts Comments URL: https://news.ycombinator.com/item?id=48850032 Points: 2 # Comments: 2

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.