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arXiv cs.LGResearch

Energy Manifold Natural Gradient Descent: Riemannian Optimization for Neural PDE Solvers

arXiv:2607.22004v1 Announce Type: new Abstract: Energy natural gradient descent (ENGD) aligns parameter updates with the curvature of an underlying function-space energy, but existing formulations assume an unconstrained Euclidean parameter domain. We introduce \EMNGDfull{}, a manifold optimization framework for physics-informed and variational neural PDE solvers whose parameters lie on a Riemannian manifold. EMNGD restricts the energy-induced quadratic model to feasible tangent directions and u

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Vercel Blog

DeepsecBench: evaluating model performance in finding cybersecurity vulnerabilities

Last week, OpenAI evaluated two models on an exploit benchmark within an isolated sandbox. Guardrails were reduced for testing, and the models found a vulnerability in their environment, accessed the internet, and reached Hugging Face's production database. No human directed the action, but the breach is a clear example of how much more capable malicious attackers are when equipped with powerful AI models. But defenders have the same tools, and a clear advantage: knowledge of their own codebase.

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OpenAI BlogLLMs

How AI is expanding what people do at work

New OpenAI research shows how AI is expanding what workers do, with ChatGPT users taking on tasks across roles and reshaping job boundaries.

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Product HuntTools

Comms

<p> Launch iMessage agents in seconds </p> <p> <a href="https://www.producthunt.com/products/comms-ai-agents-inside-imessage?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/1207407?app_id=339">Link</a> </p>

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NVIDIA BlogResearch

NVIDIA Harnesses Vera CPU to Speed Up Design of Next-Generation CPUs and GPUs

The complexity of modern chip design continues to grow as engineering teams work to develop increasingly sophisticated CPUs, GPUs and AI systems. To help meet that challenge, NVIDIA is collaborating with industry leaders Cadence and Synopsys to optimize critical electronic design automation (EDA) applications for the NVIDIA Vera CPU. NVIDIA is now deploying Vera across […]

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NVIDIA Harnesses Vera CPU to Speed Up Design of Next-Generation CPUs and GPUs
Vercel Blog

WebSocket support for OpenAI Responses API live on AI Gateway

AI Gateway now supports WebSocket mode for the OpenAI Responses API. You can keep a persistent connection open and continue each turn by sending only new input items plus previous_response_id , instead of re-sending the full context over a fresh HTTP request every turn. OpenAI reports up to ~40% faster end-to-end execution on WebSockets for agentic rollouts with 20 or more tool calls. Route Responses API traffic over WebSocket The Responses route opens at GET /v1/responses and accepts raw respon

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Vercel Blog

Kimi K3 and Kimi K3 Fast with ZDR and US-based providers now on AI Gateway

Kimi K3 from Moonshot AI and its faster serving path, Kimi K3 Fast , are now available from US-based providers on AI Gateway, including Baseten and Fireworks. Zero Data Retention (ZDR) is also supported for both models. Running Kimi K3 on US-based providers lets teams with data residency and compliance requirements use the model on US infrastructure. Because AI Gateway serves the models from multiple providers, it automatically routes across them for failover, higher uptime, and more available t

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Vercel Blog

Run Claude Managed Agents with Chat SDK

You can now run Claude Managed Agents with Chat SDK . Claude Managed Agents handles the agent loop server-side, including the model, tools, session state, and sandboxed web research. Chat SDK gives that agent a chat interface through a single type-safe handler, with adapters that carry it to Slack, WhatsApp, and more. What you get Token-by-token streaming : Replies render as the model writes them, over a single streamed response. Live activity feed : Tool calls and model requests are available a

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Product HuntTools

Notate

<p> Annotate anything for humans and their agents </p> <p> <a href="https://www.producthunt.com/products/notate-2?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/1207351?app_id=339">Link</a> </p>

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MashableGeneral Tech

Edit, convert, and chat with PDFs for just $35

Edit, convert, sign, and summarize PDFs with AI using PDNob Pro PDF Editor. Get lifetime access for $34.99 with code SAVE15, down from $349.95.

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Edit, convert, and chat with PDFs for just $35
Product HuntTools

Grok 4.5

<p> SpaceXAI's model for coding, agentic tasks & knowledge work </p> <p> <a href="https://www.producthunt.com/products/grok?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/1207308?app_id=339">Link</a> </p>

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Product HuntTools

Tunio

<p> AI Music operations platform for venues </p> <p> <a href="https://www.producthunt.com/products/tunio?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/1207280?app_id=339">Link</a> </p>

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Product HuntTools

Rivault

<p> Approve AI agent data access with Face ID </p> <p> <a href="https://www.producthunt.com/products/rivault?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/1207277?app_id=339">Link</a> </p>

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Simon WillisonLLMs

An Inside Look at the Relay Market Powering Token Resellers and Fraud

<p><strong><a href="https://vectoral.com/blog/token-relay-market">An Inside Look at the Relay Market Powering Token Resellers and Fraud</a></strong></p> Fascinating investigation by Matt Lenhard into the market that has grown up around reselling LLM tokens at a discount by pooling API keys from various sources.</p> <p>This looks to be mostly a thing in China. Resellers sell access to an LLM proxy that offers significant discounts on regular API pricing, which they achieve by abusing free trials,

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The Verge

The US is charging an American citizen for wiping his phone at the border

The government is prosecuting US citizen Sam Tunick for allegedly providing authorities with a "duress password" that wiped his phone when they tried to seize it at Atlanta's Hartsfield-Jackson airport on January 24th, 2025. Federal agents detained Tunick at the airport, allegedly questioning him about child exploitation images. However, a motion filed by Tunick's lawyers […]

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The US is charging an American citizen for wiping his phone at the border
Product HuntTools

Tackly

<p> Map your thoughts in real time with AI. </p> <p> <a href="https://www.producthunt.com/products/tackly?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/1207115?app_id=339">Link</a> </p>

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The DecoderBusiness

Cursor's agent swarm suggests cheaper models can handle most coding when frontier models plan the work

Cursor asked its upgraded agent swarm and its predecessor to rebuild SQLite in Rust using only the documentation, with no source code or internet access. Every configuration of the new system, which separates planners from workers, eventually scored 100 percent on the test suite. The old swarm choked on merge conflicts of its own making. The article Cursor's agent swarm suggests cheaper models can handle most coding when frontier models plan the work appeared first on The Decoder .

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Cursor's agent swarm suggests cheaper models can handle most coding when frontier models plan the work
Towards Data Science - Medium

How to Efficiently Prompt Claude Code

Maximize your efficiency with Claude Code The post How to Efficiently Prompt Claude Code appeared first on Towards Data Science .

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r/MachineLearningResearch

I want to use AI coding agents for machine learning projects [D]

<!-- SC_OFF --><div class="md"><p>I'm a software engineer who mainly builds softwaes/applications, and I'm starting to work on machine learning projects.</p> <p>Since ML workloads often require GPUs, I know services like Google Colab and Kaggle exist. but, I'm looking for something a bit different.</p> <p>Is there a platform where I can use AI coding agents (such as Codex, Claude Code, or OpenCode) while running the actual ML code on a cloud GPU?</p> <p>Ideally, I'd like to:</p> <ul> <li>Work lo

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IEEE Spectrum AIResearch

Optical Tech Would Update a Robot’s AI on the Fly

Atop a lab bench, Cornell Tech postdoctoral researcher Yifan He positions the lens of an optical receiver almost a meter away from an LED emitting a beam of red light. The computer monitor attached to the receiver takes a beat to refresh, then displays an array of squares that resemble a QR code. When you hold your phone camera up to a QR code, light strikes the image sensor as only a first step to revealing the data hidden behind the black and white matrix. The receiver here is doing something

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Optical Tech Would Update a Robot’s AI on the Fly
Towards Data Science - Medium

How to Give an LLM Agent a Browser

Building a browser-use agent with OpenAI Agents SDK and Playwright MCP The post How to Give an LLM Agent a Browser appeared first on Towards Data Science .

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The Robot ReportRobotics

Magmotor makes motors for a changing world for 150+ years

Magmotor has been providing motors for demanding use cases for decades and offers custom systems for robotics. The post Magmotor makes motors for a changing world for 150+ years appeared first on The Robot Report .

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Magmotor makes motors for a changing world for 150+ years
The Guardian AIBusiness

Corporate America may be using AI to cut jobs, but small businesses are using it to keep them | Gene Marks

<p>Reports of wide-scale replacement of workers by AI are overblown. Small businesses use it to help workers</p><p>I recently met the owner of a company that sells windows and doors. He told me he invested about $10,000 in an <a href="https://www.theguardian.com/technology/artificialintelligenceai">AI</a> application that is used by his salespeople in his showroom. The application listens to the conversations between the salesperson and the prospective customer and then automatically creates a q

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Corporate America may be using AI to cut jobs, but small businesses are using it to keep them | Gene Marks
r/MachineLearningResearch

Open-weight 4B models approach o3-level medical question answering in Swedish [P]

<!-- SC_OFF --><div class="md"><p>I have been running some experiments with smaller open-weight LLMs on multiple-choice questions of Swedish medical licensing exams. On a dataset called MedQA-SWE, GPT-4 scored 84% accuracy in 2024 and o3 scored 88% in 2025 on a smaller, overlapping dataset.</p> <p>With post-training (SFT) on data from earlier years, I got MedGemma-1.5-4B to a passing score of 60% on the final year’s exam. Find the implementation here: <a href="https://github.com/tarolangner/medq

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