Show HN: Collie – a local AI harness that runs the browser, desktop and code
Article URL: https://github.com/colliehq/collie Comments URL: https://news.ycombinator.com/item?id=49115262 Points: 3 # Comments: 1
Article URL: https://github.com/colliehq/collie Comments URL: https://news.ycombinator.com/item?id=49115262 Points: 3 # Comments: 1
Article URL: https://github.com/menot-you/n-memory Comments URL: https://news.ycombinator.com/item?id=49115189 Points: 1 # Comments: 0
Researchers fear AI is moving too fast, while Mark Zuckerberg is worried about who owns it. Plus: Inside Black Forest Labs’ push into robotics.

Article URL: https://blog.triplecloud.tech/posts/instrument-llm-agent-opentelemetry Comments URL: https://news.ycombinator.com/item?id=49115116 Points: 1 # Comments: 0

Article URL: https://huggingface.co/bageldotcom/worlddit Comments URL: https://news.ycombinator.com/item?id=49115100 Points: 1 # Comments: 0

Hi HN. I'm a fullstack developer, building TaskView in my spare time. TaskView is a self-hosted project and task management platform. Web + iOS/Android apps. Runs from a single docker-compose. Features: kanban, sprints, time tracking, granular RBAC, GitHub/GitLab sync, Slack/Telegram notifications, MCP server for AI agents. SAML/OIDC SSO and SCIM are included in the community edition. Stack: TypeScript, Express, PostgreSQL, Drizzle ORM, Vue 3, Centrifugo. Happy to answer questions. Comments URL:
From accelerated computing and simulation to data operations, open-source tooling, validation engineering, and continuous learning, these five platforms represent distinct control points in the emerging physical AI stack. For most of the modern AI boom, infrastructure had a single center of gravity: compute. Models grew larger, training runs consumed more GPUs, and the industry organized… The post 5 Physical AI Infrastructure Platforms Shaping Robotics in 2026 appeared first on The Robot Report

Google's open-source TPU microbenchmark suite provides developers with granular performance metrics across Network, Compute, HBM, Host Transfer, and Attention components to validate real-world hardware capabilities. By leveraging these benchmarks to establish a Roofline model, engineers can accurately diagnose whether their machine learning workloads are compute-, memory-, or network-bound. This empirical baseline directly guides targeted software optimizations—such as kernel tuning, mesh shardi
<p> The system of record for your company's AI spend. </p> <p> <a href="https://www.producthunt.com/products/depthdata?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/1211027?app_id=339">Link</a> </p>
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AI firms are buying old books in bulk, cutting them apart, and scanning them to create chatbot training data.

Friend, the AI wearable, can now talk to its users — for an enhanced price.
Article URL: https://pantsyr.dev/blog/why-prompt-injection-is-still-possible-in-llm-applications/ Comments URL: https://news.ycombinator.com/item?id=49114699 Points: 1 # Comments: 0
Article URL: https://github.com/AminBlg/SimpleEnglish Comments URL: https://news.ycombinator.com/item?id=49114639 Points: 325 # Comments: 119
Orchid's AI assistant sparked backlash after a viral ad showed it managing a couple's forgotten anniversary.

As experts have warned for the last two years, some companies — like Microsoft and now Google — are finding and patching an exponential number of bugs in their products, thanks to the use of LLMs and AI tools.
Starting July 30, OpenAI is cutting GPT-5.6 Luna prices by 80 percent and Terra by 20 percent. OpenAI says its top-tier Sol model helped make the company's own infrastructure more efficient, enabling the cuts. Price pressure from cheap Chinese providers and Microsoft's own MAI models likely played a role too. The article OpenAI goes full China pricing mode with an 80 percent cut to its most affordable GPT-5.6 model appeared first on The Decoder .
A lot of content on LinkedIn might seem like AI slop, and now, you'll be able to report those posts. As part of a series of updates to reduce the volume of AI slop on the platform, LinkedIn is introducing an actual button that lets you flag a post as something that "Seems like AI […]

Chocolate Factory LLMs join Big Red's Fusion automation party
Article URL: https://swellweb.github.io/reame/bytes/ Comments URL: https://news.ycombinator.com/item?id=49113783 Points: 4 # Comments: 0
Tech stocks that benefitted from the AI boom are currently plumetting.

<blockquote cite="https://www.schneier.com/blog/archives/2026/07/should-you-use-ai-for-a-task-heres-a-simple-way-to-decide.html"><p>The writing assignments I give my students are gym tasks, not work tasks. I ask them to write policy memos not because the world needs more policy memos. I assign them because the very act of writing, which includes thinking and outlining and drafting and editing, making and criticizing and revising arguments, will help develop the critical thinking skills they will
Article URL: https://www.isgroup.biz/en/cyber-security/llm-based-code-security-review-costs-findings-methodology.html Comments URL: https://news.ycombinator.com/item?id=49113630 Points: 8 # Comments: 5
We recently used DeepSeek V4 Flash as a teacher for finance tasks with GPT-OSS-120B. Distillation works well on this problem. At a constrained 8k token budget, our self-distilled 120B scores 83.61% on FinanceReasoning, above Kimi K3 (81.93%) and Inkling (65.13%). We released the 20B open weights. With V4 as the teacher though, we realized it would be timely to measure if the censorship characteristic of it transferred to the distilled version of the base model. tl;dr it didn't, the teacher answe
One of a series of striking AI-assisted math discoveries, this one feels a little different. The post ‘Hello There the Jacobian Conjecture Is False Thanx’: Why a Tiny Social Media Post Has Mathematicians Rethinking AI appeared first on SingularityHub .

Former OpenAI employee Andrew Ho and Cambridge researcher Adam Hunt see a growing problem with large language models. Instead of becoming more versatile, the models are becoming more specialized, excelling at coding and math while stagnating or even regressing in other areas. Ho is leaving OpenAI to start a company focused on specialized training data and predicts that AI labs will need to spend more than $100 billion on targeted data collection. The article Ex-OpenAI researcher bets $100 billio

The FAA approval came nearly a year after DoorDash unveiled its delivery robot and reflects its increasing interest in building automation in-house. The post DoorDash gains FAA certification to operate its own drone delivery program appeared first on The Robot Report .

LinkedIn is introducing new ways to reduce low-quality AI-generated posts, including a “seems like AI slop” reporting option. It's also replacing its own AI writing feature with a proofreading tool.
This week on Uncanny Valley, we discuss the open- vs. closed-source debate in AI, key players in White House AI policy, and how to stop your chatbot logs from showing up in search-engine results.

Add another member to the fast-and-furious AI unicorn club: Simile.
Teradyne Robotics said growth in the U.S. and in AI were big drivers for its revenue increase in the second quarter of 2026. The post Teradyne Robotics revenue rises 33% year over year in Q2 appeared first on The Robot Report .

Learn how I modernized an old codebase of mine using stacked sessions and pull requests in the GitHub Copilot app. The post Stacked sessions and pull requests in the GitHub Copilot app appeared first on The GitHub Blog .

OpenAI lowered the API price of its two lower-cost GPT-5.6 models on July 30, 2026, cutting the cheapest tier by 80% and the mid-tier by 20% while leaving its flagship untouched. The change is logged in the company's own API changelog and is already live on the published rate card. Per million input and output tokens, the standard rates now read: GPT-5.6 Luna: 20 cents and $1.20, down from $1 and $6GPT-5.6 Terra: $2 and $12, down from $2.50 and $15GPT-5.6 Sol: $5 and $30, unchanged, matching…

Instead of compromising among parameter updates dictated by different training objectives, ControlG allocates computational capacity to objectives sequentially and dynamically.
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Google DeepMind says the latest version of its Gemini Robotics AI model can "control entire humanoid robots." While the previous model focused on controlling a humanoid robot's upper body, Gemini Robotics 2 now supports "whole-body motions" ranging from its feet to fingertips, according to an announcement on Thursday. The new model will allow humanoid robots […]
