Inside the Data Bottleneck Slowing Visual and Physical AI
A survey of over 700 professionals examines how visual and physical AI teams build systems, why models fail, and where data work drives production. Download this free whitepaper now!

A survey of over 700 professionals examines how visual and physical AI teams build systems, why models fail, and where data work drives production. Download this free whitepaper now!

<p>Fairground TV is a 24/7 channel devoted to low-quality AI content for viewers sick of watching real people move in ways that won’t haunt you</p><p>The appeal of <a href="https://www.theguardian.com/media/2026/jun/15/fox-roku-acquisition-deal">Roku</a> is that, whatever you happen to want to watch, there will almost certainly be a live channel for it. Just want to watch <a href="https://www.theguardian.com/tv-and-radio/2026/jul/07/little-house-on-the-prairie-netflix-reboot-controversy">Little

The math, which combines chaos, quantum theory, and infinitely complex fractal structures, has been called a “foundational result.” The post Graduate Student Proves a Quantum Uncertainty Principle for Fractals first appeared on Quanta Magazine

Introducing sign-language-to-text (SL2T), our breakthrough model powering new sign language features for Deaf and hard of hearing users.
Most portfolios stop at a notebook. Take yours all the way.

From Magic Capture and Instant Night Sight to a built-in teleprompter, here’s a look at a few camera features on Google’s new Pixel 11 series.
The $399 Google Pixel Watch 5 isn't about the hardware. Sure, there's a new satin pyrite case finish, a few new strap colors, and a Steph Curry Special Edition. Under the hood, there's a slightly faster Qualcomm processor and an itty-bitty battery bump. There's a $50 price hike from last year, too, because the Pixel […]
NVIDIA founder and CEO Jensen Huang is ranked No. 1 on Glassdoor’s Best CEOs list for 2026. In the just-released ranking, recognition is earned directly from the people who know their leadership the best — employees. Huang topped the list, with 99% of employees approving of the job he does. “As AI and shifting expectations […]

<p>Where is SRE going? I've been watching the trends closely. Here's my best guess for the next 5 years.</p> <h2> Trend 1: AI becomes the default copilot </h2> <p>Not replacing SREs. Sitting next to them. Every major incident response tool will have AI built in — not as a gimmick, but as the default way you interact. Log queries written by natural language. Post-mortems drafted automatically. Runbooks generated from historical incidents.</p> <p>The SREs who adapt first get 2-3x productivity gain
<p>Yesterday I stumbled on a <a href="https://lnkd.in/p/eFPzw29C" rel="noopener noreferrer">LinkedIn post</a> about a new open standard for packaging Agent Skills and MCP servers: <a href="https://agent-plugins.org/" rel="noopener noreferrer">Agent Plugins</a>, built with collaboration from players like Vercel, OpenAI, Microsoft, AWS, GitHub and Cursor.</p> <p>I won't lie: at first, I felt that familiar punch in the stomach.</p> <p>A while ago, I had already felt the first signal when I read an
Learn how OneAdvanced, a UK enterprise software provider, built a UK-sovereign AI platform by self-hosting Llama 4 Maverick and Llama Guard 4 on Amazon SageMaker AI, with a RAG pipeline on pgvector and over 50 agents built with Strands Agents SDK on Amazon ECS.
Hi HN, I'm Andras, one of the founders of YourSitee (yoursit.ee), a link-in-bio tool. We recently added optional native Markdown versions of public profiles. The same profile is available as a visual page at /{username} and, - if enabled by its owner -, as structured Markdown at /{username}.md Demo: https://yoursit.ee/showhn https://yoursit.ee/showhn.md I'm curious about two things: would you prefer explicit .md endpoints or accept: text/markdown? And should we eventually let agents create their
<p>In June I wrote a piece called "Investment outlook for the second half of 2026." Middle East risk versus the AI trade. Three scenarios. Seven things to watch.</p> <p>It got zero likes.</p> <p>I understand why now. There wasn't a single line in it that only I could have written. The oil price outlook, the Fed's stance, the P/E on the Nikkei — I had carefully rearranged that day's news. The numbers were borrowed and the judgment was commentary.</p> <p>But one of those seven items, I remember th
Solv Labs built a governed agent-payments workflow on Amazon Bedrock AgentCore payments, where every transaction is authorized, attested in an AWS Nitro Enclave, priced for risk, and anchored to a public blockchain before settlement. See how the pattern gives enterprises a verifiable, auditable trail for autonomous agent payments in regulated environments.
Running large language model inference at scale forces a KV cache trade-off: oversized GPU instances or slow time-to-first-token. This post builds a tiered KV cache on Amazon SageMaker HyperPod that extends the cache into a shared, distributed NVMe pool with Curvine, so replicas reuse cache at near-local-disk speeds on cost-efficient instances.
One of the very first problems I hit when I started to do agentic programming was the context problem, and that my agent always started again from the beginning. Being a bit naive and not really knowing what I was doing, I started off writing a mcp tool (because those are cool, right?) to solve the problem. MD files are primitive, I thought. This memory stuff should really be a database, I thought. So I tried a couple of free memory tools, but nothing was really doing anything for my particular
A Stratom-led team won a U.S. Army contract to develop TALUS, an autonomous logistics system for contested environments. The post Strengthening U.S. Army sustainment: TALUS to deliver autonomous distribution appeared first on The Robot Report .

<p>If you build or maintain websites for local businesses, you've probably already noticed organic click-through rates dropping even as rankings hold steady. The reason: <strong>AI Overviews now appear in roughly 68% of local searches</strong> (versus ~39% for the classic three-pack local results), and for "near me" or pricing-style queries, AI-generated answers show up <strong>80–97% of the time</strong>. ChatGPT itself is reportedly the <strong>third most-used source for local recommendations<
Image inputs and structured outputs with Gemma 4 and Ollama The post Building Multimodal Workflows with a Local LLM appeared first on Towards Data Science .
<pre style='white-space:pre-wrap;width:81ex'>test(doctor): isolate Claude CLI health checks (#122627) Amp-Thread-ID: https://ampcode.com/threads/T-019fee8d-665d-707b-a380-23f2a6a1ce03 Co-authored-by: Amp <amp@ampcode.com></pre>
Article URL: https://talkform.org Comments URL: https://news.ycombinator.com/item?id=49272029 Points: 2 # Comments: 0
<pre style='white-space:pre-wrap;width:81ex'>improve(gateway): compose live session stress probes (#122519) * test(gateway): compose live session stress probes Amp-Thread-ID: https://ampcode.com/threads/T-019feaaa-c7ed-769e-9f29-a3612bec72e7 * fix(ai): resume after Responses compaction checkpoints Amp-Thread-ID: https://ampcode.com/threads/T-019feaaa-c7ed-769e-9f29-a3612bec72e7 * test(gateway): compose multi-session subagent probes Amp-Thread-ID: https://ampcode.com/threads/T-019feaaa-c7ed-769e-
<p> Make clones with Claude Code and Codex to do your work </p> <p> <a href="https://www.producthunt.com/products/munder-difflin?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/1221363?app_id=339">Link</a> </p>
WhatsApp is committed to helping people stay safe while protecting the privacy of their messages. As scam tactics evolve — from impersonation to social engineering to AI-generated lures — we’re always evolving as well, so that our protections stay ahead of scammers while protecting people’s personal messages with end-to-end encryption. Today, we’re sharing an early [...] Read More... The post How We’re Building Scam Alert on WhatsApp With End-to-End Encryption and Verifiability Guarantees appear

<div class="hs-featured-image-wrapper"> <a href="https://www.marketingaiinstitute.com/blog/linkedin-policing-ai-slop" title="" class="hs-featured-image-link"> <img src="https://www.marketingaiinstitute.com/hubfs/MAII%20podcast%20blog%2c%20811.png" alt="LinkedIn Is Policing AI Slop, So Time to Reset" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold;">LinkedIn just introduced a new option for users: "
A new way to treat cavities. ScienceAlert stories are written, fact-checked, and edited by humans, never generated by AI. Don't miss a story, subscribe here.

Article URL: https://github.com/sarthakuwar/aileaks Comments URL: https://news.ycombinator.com/item?id=49271711 Points: 2 # Comments: 1
Article URL: https://videopopy.com Comments URL: https://news.ycombinator.com/item?id=49271440 Points: 1 # Comments: 0
Honor’s new China-exclusive Android phone features a pop-out motorized gimbal camera designed to replace your action cam.
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Remember that much-hyped story about an Australian tech entrepreneur using ChatGPT, Grok, and other AI tools to craft a personalized cancer vaccine for his dog? Well, surprise: He's launched a startup. That entrepreneur is Paul Conyngham, who says he is launching Gamgee to offer "personalised mRNA cancer vaccines for dogs." But his ambitions go well […]

Hey HN! This is the first public release of Hallucinote, an integration of Claude Code and Ableton Live. Hallucinote helps with the entire lifecycle of songwriting, including ideation, instrumentation, harmony, rhythm (including microtiming), arrangement, mixing, and production. Hallucinote is focused on assisting songwriting, not doing it for you. Key features: - Git-first representation of songs, using Ableton as an audio rendering and performance capture surface - A decision log for each song
Article URL: https://github.com/abhixhek/aakit Comments URL: https://news.ycombinator.com/item?id=49271116 Points: 2 # Comments: 0
Article URL: https://github.com/DmitriGoloubentsev/LLM-Tests Comments URL: https://news.ycombinator.com/item?id=49271070 Points: 4 # Comments: 0
In this article, you will learn the conceptual and practical differences between retrieval and memory in agentic AI systems, and how to combine both effectively....

Celona launched Celona Orion, a unified agentic platform merging private 5G, Wi-Fi, cellular, and satellite into one network for physical AI. The post Celona launches Orion agentic wireless platform built for physical AI and robotics appeared first on The Robot Report .

A reproducible Lagos case study with population data, transport access, and airspace constraints The post How to Place Vertiport Locations in Any City Using Geospatial Machine Learning appeared first on Towards Data Science .
SpaceXAI has introduced Grok Bot, an always-on AI agent service designed to behave like independent "AI teammates" that can do your work for you. The bots share their own cloud-based computer environment, and can sign into apps, tools, and websites you already use to complete multi-step workplace tasks, only coming back when their assigned work […]

A newly disclosed flaw in the way OpenAI, Anthropic, and Google carried hidden AI reasoning between API calls let researchers recover internal reasoning and secrets from session logs, including API keys and passwords. The weakness affected encrypted reasoning objects used by the providers' reasoning APIs, where a block created in one session could be replayed into another and, during testing,

One of the most common pieces of advice for Claude Code is simple: Continue reading on UX Planet »

<div class="hs-featured-image-wrapper"> <a href="https://blog.hubspot.com/marketing/ai-search-visibility-roi" title="" class="hs-featured-image-link"> <img src="https://53.fs1.hubspotusercontent-na1.net/hubfs/53/ai%20search%20visibility%20roi%20featured.png" alt="how to calculate AI Search Visibility ROI" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p>As long as there has been commerce, there have been questions. First, t