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The Mammotion LUBA 3 AWD 3000H robot lawn mower is down to $2,499 at Amazon, saving $509 off its list price.

In 2018, Amazon brought me in as the lead UX Sound Designer for Astro, their first consumer home robot . Astro used cameras and other sensors to map and navigate your home and workplace , and could proactively patrol, check up on loved ones, and transport small items using its built-in cargo bin. While there was a well-defined feature set and form factor, initially there was no character direction. In fact, even before Astro had a name, there were two main questions—was it simply Alexa on wheels

Article URL: https://thoughtsapien.com Comments URL: https://news.ycombinator.com/item?id=48597707 Points: 1 # Comments: 0

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. A startup claims it broke through a bottleneck that’s holding back LLMs AI startup Subquadratic came out of stealth last month with a huge claim: it had solved a mathematical bottleneck…

The engineers who spoke negatively about AI data centers at Seattle city hearings accuse Amazon of threatening their jobs over their testimonies.

<p>Guardian readers in the US share concerns about how the SpaceX IPO and AI boom affect their retirement accounts</p><p>Elon Musk became the world’s first trillionaire last week after <a href="https://www.theguardian.com/science/2026/jun/12/spacex-stock-price-ipo-spcx">SpaceX debuted on the stock market </a>with a valuation of $1.77tn.</p><p>Millions of Americans could soon become indirect investors in SpaceX and other emerging AI-focused companies as US markets increasingly shift toward AI-dri

The PCIe transfer latency is silently bottlenecking your agentic inference. Here is how building a custom device-resident vector search kernel bypasses the CPU to unlock deterministic microsecond tail latencies. The post GPU-Resident Top-K for Agentic RAG: I Built a CUDA Kernel So My Retrieval Step Would Stop Bouncing Off the GPU appeared first on Towards Data Science .

Introduction The average enterprise security team has 40 or more security tools, giving a lot of visibility into internal telemetry and asset data. But often, these tools are working in siloes, generating (overlapping) alerts and data. And yet, breach dwell times remain stubbornly long (~43 days), response windows keep closing before teams can act, and analysts burn out triaging noise instead

Article URL: https://www.lesswrong.com/posts/bStYDEy8PQPt2c3Za/a-frontier-ai-company-should-shut-down Comments URL: https://news.ycombinator.com/item?id=48597487 Points: 2 # Comments: 0

<p> AI video studio: text & image to video, with real control </p> <p> <a href="https://www.producthunt.com/products/pixlie?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/1176012?app_id=339">Link</a> </p>

Heya everyone I'm Younes, and I've been building Wolffish for a while now. I want to tell you why... I love AI. I use it every single day. But every AI agent I tried left me disappointed. Either, it's a CLI tool that is a black box not even the creators understand, or it is a server running with exposed ports inviting all the malice of the internet, or it breaks after every update, or it takes 30 minutes just to set up before you can even say hello, or the worst one yet, you need a course and ce

Article URL: https://ideavault-alpha.vercel.app/ Comments URL: https://news.ycombinator.com/item?id=48597336 Points: 3 # Comments: 0

Accelerate innovation with Tech.us AI Development Services. Build intelligent solutions specific to your business that automate, optimize, and drive growth. Comments URL: https://news.ycombinator.com/item?id=48597252 Points: 2 # Comments: 0

Article URL: https://whatever-recall.com Comments URL: https://news.ycombinator.com/item?id=48597220 Points: 2 # Comments: 0

On June 9th, Anthropic released its Fable generative AI model. Three days later, the US government classified it as a dangerous munition, and used its export-control authority to prohibit any foreign nationals from accessing it. Unable to differentiate between Americans and foreigners, the company shut off access for everyone. The government’s actions won’t help . The problem isn’t any one particular model; it’s the general trend of increasing AI capabilities. And any real solution requires the

Campaigners say tech is unable to reliably distinguish between kids and adults at the boundary where use is planned

Article URL: https://infosec.exchange/@masek/116775772309957886 Comments URL: https://news.ycombinator.com/item?id=48597189 Points: 3 # Comments: 0

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<p>Depending on AI can also potentially decrease the ability to discern misinformation, research says</p><p>A new study from the Massachusetts Institute of Technology is the latest research to find that relying too much on chatbots can diminish critical-thinking skills, and potentially decrease our ability to discern misinformation for ourselves.</p><p>As AI tools are becoming more sophisticated and accessible, manipulated images and misleading headlines are becoming more common. AI can be part

I am thinking about a future of malware and cyber worms. I bet it's gonna be self-mutating and adapting to local environment using local models (once they are built-in to all devices and performant enough in future years). Basically almost a real organism resembling real biological viruses. In this case the non-determinism of LLMs is a feature. Every infection could take its own development path - and half might die, half might survive. Think genetic programming but autonomous and on steroids. F

Article URL: https://apnews.com/press-release/ein-presswire-newsmatics/press-release-722e599d4420e5d71c812e09bf3965b7 Comments URL: https://news.ycombinator.com/item?id=48597122 Points: 2 # Comments: 0

Article URL: https://github.com/Byron2306/EdgeK-BEAST Comments URL: https://news.ycombinator.com/item?id=48597071 Points: 2 # Comments: 0

<blockquote> <p>Simulare capacità del device in modo ripetibile: dalla feature “Near Me” ai flussi E2E, senza dipendere da hardware reale o permessi locali.</p> </blockquote> <h2> Perché l’emulazione del device conta davvero </h2> <p>Molte feature moderne non sono “solo UI”: dipendono da capacità e segnali del dispositivo. Un classico è la funzionalità <strong>“Near Me”</strong> basata su <strong>Geolocation API</strong>: in locale funziona, poi in QA salta perché il browser chiede permessi, per

Miami-based AI startup Subquadratic came out of stealth mode last month with a huge claim. It announced that it had solved a mathematical bottleneck that had been holding back large language models for almost a decade. The details were thin, and many people were unconvinced. But Subquadratic has started to bring the receipts, sharing the…

<h1> Manifesto for Agentic Development </h1> <p>We are uncovering better ways of building software with AI agents. Through this work we have come to value:</p> <p><strong>Declared intent over inferred behavior</strong></p> <p><strong>Verified properties over reviewed code</strong></p> <p><strong>System coherence over unit throughput</strong></p> <p><strong>Named essence over accumulated features</strong></p> <p>That is, while there is value in the items on the right, we value the items on the le

<p>There are three distinct ways AI shows up in a software product, and engineers tend to be able to tell them apart faster than marketing copy can. A <strong>feature</strong> is AI added to a workflow that already worked without it. A <strong>core capability</strong> is AI used consistently across an organization's existing systems. An <strong>AI-native</strong> product is one whose architecture assumes AI from the start, meaning it genuinely can't function without it, not just function a littl

<blockquote> <p>Con data-attribute, typed custom properties e style queries puoi adattare icone e varianti UI in base a valori reali (pioggia leggera/forte, sole, nuvole).</p> </blockquote> <p>Quando il contenuto è dinamico (arriva da un’API, da un CMS o da un feed), spesso finiamo per mettere in JavaScript anche logiche puramente “visive”: scegliere un’icona, impostare una variante, cambiare un colore in base a una soglia.</p> <p>Il problema non è solo la quantità di codice: è che stai mescolan

<pre style='white-space:pre-wrap;width:81ex'>refactor(agents): drop duplicate internal aliases</pre>

Apple’s fall macOS release will let you build Shortcuts by typing what you want to happen. But Claude Code and Codex users don’t have to wait.

The first wave of enterprise AI concern was straightforward. It was simply employees pasting sensitive data into public AI tools. Security teams responded with usage policies, domain blocks, and data loss prevention rules. That response made sense at the time. It doesn't fit the problem anymore. Shadow AI has shifted from a data leakage concern to an access control problem. The threat isn't

Liquid AI's LFM2.5 Retrievers combine a dense bi-encoder and ColBERT late-interaction model for multilingual search on edge devices. The post Liquid AI Introduces LFM2.5-Embedding-350M and LFM2.5-ColBERT-350M: Dense Bi-Encoder and Late-Interaction Models for Fast Multilingual Search Across 11 Languages appeared first on MarkTechPost .

Article URL: https://www.euractiv.com/news/estonia-to-give-digital-identities-to-ai-agents/ Comments URL: https://news.ycombinator.com/item?id=48596949 Points: 3 # Comments: 0

<pre style='white-space:pre-wrap;width:81ex'>refactor(agents): drop unused harness registry wrappers</pre>

OpenAI researchers show that reinforcement learning on desired behavioral traits like truthfulness and corrigibility works across domains. Training on health data also improved deception detection, and the model scored better on 44 out of 53 benchmarks. The approach differs from Anthropic's constitution-based method. The article OpenAI researchers show small doses of "beneficial trait" training make AI models broadly safer and harder to manipulate appeared first on The Decoder .

<pre style='white-space:pre-wrap;width:81ex'>fix(cron): refuse keyless implicit isolated cron delivery inherited from shared agent-main bucket (#91685) Summary: - The PR changes isolated cron delivery resolution to reject keyless implicit delivery inherited from the shar ... targets into delivery context resolution, and cleans up direct cron sessions on unresolved delivery exits. - PR surface: Source +57, Tests +496. Total +553 across 8 files. - Reproducibility: yes. from source inspection: curr

<p>California first lady’s Miss Representation: Rise Up studies the backlash against women in the era of algorithms and deepfakes</p><p>Life moves pretty fast. It is Monday lunchtime when Jennifer Siebel Newsom drops into the Guardian’s office in Washington, just a couple of blocks from the White House, for an interview to promote her new film. Less than two hours later her husband, the California governor, Gavin Newsom, <a href="https://www.theguardian.com/us-news/2026/jun/15/gavin-newsom-doj-i

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Built around digital twin technology and customer-dedicated AI models, Cumulo answers the recent announcement by GCHQ for AI Cyber Shield, enabling early identification of threats and vulnerabilities before incidents occur Abingdon, U.K., 19 June, – SOC-as-a-service provider, e2e-assure, today announced the launch of the updated Cumulo, the U.K.’s only sovereign, AI-first, IT/OT connected SOC platform, designed to help organisations defend […] The post e2e-assure introduces Cumulo, the U.K.’s on

Article URL: https://github.com/jaquelinejaque/quorum-saas-starter Comments URL: https://news.ycombinator.com/item?id=48596771 Points: 1 # Comments: 0

Google is appealing the ruling by Germany's Munich Regional Court, which held the company directly liable for inaccurate AI search results. The AI had falsely linked two Munich-based publishers to fraud schemes. Google calls them "minor errors," but the court saw it differently. The article Google appeals ruling that made it directly liable for AI-generated search overview content appeared first on The Decoder .