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Generative AI is changing how researchers, analysts, businesses, and institutions work with large volumes of text. Summarizing documents, assisting qualitative coding, extracting themes, classifying responses, and transforming text collections can become much faster when text analysis software connects directly to an AI engine. But the choice of AI engine is not only about performance. For […]

Dear Anthropic, can we please have thought traces back? I can't verify whether or not the LLM is arriving at the conclusion from cheating, or if it's fudging or making stuff up. Opus 4.6 remains the best model because of this. Comments URL: https://news.ycombinator.com/item?id=49175422 Points: 1 # Comments: 1

SpaceX's AI segment nearly tripled its revenue in the second quarter of 2026, to $2.56 billion, after the company started renting GPU capacity to other AI companies, according to the quarterly report it filed with securities regulators on August 4, 2026. The growth came mostly from new cloud contracts. The losses came from the same place: building the capacity those contracts run on cost more than the contracts have started to pay back. AI revenue rose 247.5% from $737 million in the same…

Context files I create every time I start a new client project, to onboard Claude and maximise the output quality Continue reading on UX Collective »

New plugins for K-12 teachers, university instructors, and college kids? Read the room, guys

Driven by demand for AI capacity, AMD's data center revenue more than doubled year-over-year in its latest earnings report, reaching $6.7 billion. That's up from $5.8 billion in Q1, and jumping 107 percent from the $3.2 billion it reported for the same period a year ago. During Tuesday's earnings call, AMD CEO Lisa Su said […]

Hey, built watchfire because I wanted a way to run multiple agentsnat the same time without having to click accept permissions. That evolved into a way to do it securely, which then evolved into a spec-based dev approach with tasks. Last addition was to add support to expose watchfire as an mcp server. Would love to get feedback. Comments URL: https://news.ycombinator.com/item?id=49175040 Points: 1 # Comments: 0

<p>S&P 500 shot up 1.8% and the main measure of Wall Street’s health topped its prior all-time high set a few months ago</p><p>The US stock market rallied to records on Tuesday as profits kept piling up for companies and as oil prices eased.</p><p>The S&P 500 shot up 1.8%, and the main measure of Wall Street’s health topped its prior all-time high set a couple months ago. The Dow Jones industrial average added 907 points, or 1.7%, to its own record set the day before, while the Nasdaq composite

Hello HN After getting laid off, I was looking for ways to reduce my expenses. One of those expenses was Zenbusiness. Now, Zenbusiness was useful to set up an LLC for a newbie. But after several years, I've noticed that they didn't provide much value for a small establish LLC like mine. Especially for what they were charging. So I began looking for a replacement. I realized I only needed 2 things to replace ZB: a registered agent and compliance reminders. I found a cheap registered agent that ha

SpaceX's AI revenue grew more than three times to $2.6 billion from the year before, mostly because of deals that the company made to provide compute to other AI companies, according to SpaceX's quarterly earnings. The AI division, which the company said in its documents to go public was the source of most of its […]

I’ve been thinking about this for a while inspired partly by the point of Sapiens how wheat domesticated humans, and also that show Pluribus, but the other day I helped my elderly father in law learn to use it and got me wondering… am I now just doing its bidding? It started to feel like I was when I / it started ingesting international datasets for a compliance tracking app I’m building but then something about teaching someone to is it just go me thinking… Comments URL: https://news.ycombinato

Governor who touted Texas as AI “epicenter” pauses data center grid connections.

Hi HN, my co-founder and I run Akkento, a small self-funded team building Hyperlane, an independent IDE built on the VS Code source (Code OSS), made for merging worktree-based agent development with actual IDE features. Agent orchestrators give you a worktree based workflow where several agents run in parallel, but they are not IDEs (they are not meant to be), so the moment an agent finishes you have to leave and review the diff somewhere else, actually debug the code and go through a process to

Been working on this full-time for a few months now. It's an AI tutoring application that takes in context on your page via Desk View, and responds like a real tutor would. It only works in Safari on 2022+ Macbook Pros or 2023+ Macbook Airs. Very particular hardware requirements because it's a new kind of product. Feedback welcome! Comments URL: https://news.ycombinator.com/item?id=49174496 Points: 2 # Comments: 0

All of a sudden everybody wants to build with AI. People in hell want ice water. Built something with AI and don't know if it's secure? Try necktochoke. Comments URL: https://news.ycombinator.com/item?id=49174388 Points: 3 # Comments: 0

Waymo opened its Dallas robotaxi service to the general public on August 4, 2026, ending the invitation-only phase that has governed ridership since the city's commercial launch in February. Anyone in Dallas can now download the Waymo app and hail a fully autonomous ride, with no waitlist or invitation required. The company says it welcomed nearly 150,000 riders through its interest list during the phased rollout. The graduation to open access is the point where Waymo's operating claims get…

A new SaferAI report finds Z.ai's open-weight GLM-5.2 approaches frontier AI capabilities while lacking key safety mitigations, renewing concerns that powerful open models could outpace governance and safeguards.

Google Cloud API Gateway now offers a model routing feature in Public Preview, allowing developers to dynamically route traffic to models like Gemini, Claude, or OpenAI OSS-GPT without hardcoding endpoints or managing open-source proxies. Developers can easily configure these routing rules directly within their OpenAPI 3.x specifications by mapping virtual model names to specific backend targets on a shared host. Once deployed, the Gateway acts as a serverless ingress layer that accepts standard

Real-time AI agents break traditional request-response load balancing paradigms because they rely on long-lived, stateful bidirectional streams that obscure true server capacity. To solve this, developers must implement application-level session tracking directly within the runtime to accurately measure the committed concurrent workload of active conversations. By feeding these precise session counts alongside standard CPU utilization metrics into a hybrid routing algorithm, infrastructure can e

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<p>Google has renamed NotebookLM as <a href="https://scalevise.com/resources/notebooklm/" rel="noopener noreferrer"><strong>Gemini Notebook</strong></a>, tying its source-grounded research workspace more closely to the wider Gemini ecosystem. The change is more than a new label: Google says notebooks will sync across the Gemini app and Google Search as the rollout expands, creating a broader home for organizing sources, chats, and AI-assisted analysis.</p> <p>The rebrand provides the clearest co

I built Sagorax because I missed the speed and simplicity of UT99 and UT2k4. It now has both Instagib and classic weapons Deathmatch with plasma combos, flak, shotguns, charged rocket salvos, loadouts, adrenaline abilities, tactical bots and full controller support. No installation, just pick a gamertag and play: https://sagorax.com The client is built with TypeScript, Three.js and WebGPU. Under the hood it uses FSR 3-based upscaling, adaptive dynamic resolution, GPU pipeline warmup, screen-spac

Anthropic has been on a cloud partnership spree in recent months and its latest move is reportedly a $10 billion deal with AI cloud startup Volta.

Article URL: https://deepgrove.ai/maple-preview Comments URL: https://news.ycombinator.com/item?id=49173984 Points: 9 # Comments: 4

Amazon subsidiary Zoox unveiled its final production-ready robotaxi design and expanded testing following a subtle redesign to improve rider comfort. The post Zoox unveils production-ready robotaxi for U.S. expansion appeared first on The Robot Report .

Mistral AI released Shieldstral on August 4, 2026, a 3B-parameter open-weights safety classifier that judges text and images against moderation policies written in plain language at inference time, rather than a fixed set of harm categories baked in during training. The model is available on Hugging Face under the Apache 2.0 license, covers 12 languages, and runs on a single 16GB GPU. Mistral says in its announcement that Shieldstral matches open guard models up to seven times its size on text…

<p>A new GitHub project titled "Waste" aims to tackle the challenges of running enormous AI models in environments with limited RAM. By leveraging a streaming mechanism to pull activated weights directly from NVMe storage, developers can execute the hefty 2.78-trillion-parameter Kimi K3 model without the need for excessive memory allocation. This method could significantly affect engineering teams dealing with high parameter count models, particularly when physical memory constraints can stymie

Wrinkles, available on both iOS and Android, essentially acts as an AI-powered audio tour guide that reveals hidden history and local stories.

Blue Water Autonomy creates unmanned ships that can operate autonomously on the open ocean for months a time. The post U.S. Navy picks Blue Water Autonomy to use autonomous vessels for deep ocean surveys appeared first on The Robot Report .

Hi HN, excited to be sharing this with you guys today. TL;DR: Bullet is a fast coding agent. At our company, we were burning hours waiting on agent runs. The models weren’t the problem. The agent loops around them were slow (unnecessary planning, oversized context, repeated searches, and serial tool calls). So we built Bullet as a passion project, the goal being to help you iterate faster, without giving up quality: - It automatically selects the model and reasoning level for each prompt. - It r

<p> Build powerful AI agents & workflows </p> <p> <a href="https://www.producthunt.com/products/keystroke-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/1215053?app_id=339">Link</a> </p>

The week-old Open Secure AI Alliance, spearheaded by Nvidia and grown to over 120 companies, already has proposals out for defending against AI agents.

AWS made Web Search generally available on Amazon Bedrock on August 4, 2026, giving foundation models on its AI platform a built-in way to ground answers in current web knowledge without a third-party search provider. The server-side tool is enabled through a single parameter in an existing OpenAI-compatible API call, and responses come back with structured citations to the sources used, AWS said in its announcement. The launch extends a capability AWS first shipped in June 2026, when Web…

<p><em>A journey into DDC/CI — the remote-control protocol that has been hiding inside your display cable for over twenty years, and how it turned my monitor into a KVM.</em></p> <h2> The desk that started it all </h2> <p>My setup looks ordinary: a MacBook Air open on the desk (my primary machine), and an LG 32UN880K — a 32" 4K monitor with two HDMI ports, DisplayPort, and USB-C. The less ordinary part is behind the MacBook: an ASUS gaming laptop running Linux whose internal screen died. It now

<p><strong><a href="https://github.com/PipeNetwork/minimax-h3-mlx">PipeNetwork/minimax-h3-mlx</a></strong></p> MiniMax released <a href="https://huggingface.co/MiniMaxAI/MiniMax-H3">MiniMax-H3</a> two days ago - they describe it as a "a general-purpose, omni-modal generative system", which in practice means it accepts text, images, audio and video and can use them to generate up to 15 second video clips with audio included.</p> <p>This Python package ports it to MLX for running on Apple Silicon.

<p>In Part 1, I explained why Enola extracts deterministic architectural facts before an AI agent begins reasoning.</p> <p>That leaves the next design question:</p> <p>How should those facts be represented?</p> <p>The obvious answer is to build a graph containing every symbol, dependency, route, service, and repository.</p> <p>But the difficult part is not putting nodes and edges into a graph.</p> <p>It is preserving what those relationships mean.</p> <p>A function call is not the same as a pack

Learn how to build tools to simplify how you work—without writing a single line of code. The post How the GitHub legal team used Copilot CLI to streamline their workflows appeared first on The GitHub Blog .

OpenAI explains recent third-party cybersecurity evaluation incidents and outlines new safeguards to strengthen AI model testing and evaluation.

<p>Google's <a href="https://scalevise.com/resources/notebooklm/" rel="noopener noreferrer">Gemini Notebook rollout</a> has expanded across subscriber and account groups, but Google's published information describes a <strong>staged, multi-phase release</strong>, not a confirmed global completion for every Google AI Pro subscriber. That distinction matters for users evaluating access, planning source-based research workflows, or deciding whether a subscription tier will immediately provide the e

Sathya AG is a technology evangelist, published author of "Enterprise-Grade Hybrid and Multi-Cloud Strategies", and Senior Principal Architect at Google (Retail Strategic Industries), with over 19 years of experience in enterprise architecture and AI. A global thought leader recognized with the Top AI Influencer Award and Google's President's Award, he is the author of Enterprise-Grade Hybrid and Multi-Cloud Strategies and an Advisory Board Member for the CAIO Circle. He is a Fellow of the…