Trump declares robot imports a national security threat
President orders trade talks on foreign-made factory robots, threatens tariffs.
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You can generate and edit Google Docs files directly in Gemini chats now
Now you can generate, preview, and edit PDFs, Google Docs, Google Sheets, slide decks, Markdown files, TXT files, and code…
A Defense Contractor Gave Their Personal AI Agent Access to a Secure Pentagon System
Sources tell WIRED that an Accenture employee’s personal Claude agent ran on a DOD network for two months before it was…
Building intent-driven UI testing with Amazon Nova Act
Epsilon's Agentic Platform team delivers UI testing as a managed, multi-tenant service built on Amazon Nova Act and Amazon…
Build a repeatable PHP-to-Java migration engine with Kiro
AI summary AWS has published a reusable method for porting PHP apps built on frameworks such as Laravel or Symfony to Java, driven by its AI development environment Kiro. The approach combines skill files, a dependency-free scanner that reads source code and outputs a JSON manifest, and an eight-phase workflow in which a parity harness compares the Java port against the original PHP behaviour. The same skill files can also run autonomously at portfolio scale through AWS Transform. A sample project moved 4 of 37 models to Spring Boot 3.4.1 on Java 21, though its harness was never built.
Propose-Filter-Release: Scaling Noise to Typical Sensitivity via Private Filtering
An estimator can be accurate and stable on typical data, yet sensitive to a few possible records. Differentially private…
Rethinking Neural Thickets Without Weight Perturbations
The Neural Thickets hypothesis posits that pretrained language models lie in dense neighborhoods of task-specific experts in…
Read, Allocate, Route: Role-Coupled Tokenization for Pixel-Space Generative Transformers
Pixel-space generative Transformers typically use one token per image patch, so capturing finer detail requires more tokens and…
Adaptive Scenario Generation for KL-DRO Around a Learned Density Model
Distributionally robust optimization (DRO) hedges data-driven two-stage stochastic programs against error in the distribution…
Luggage re-identification: A study of strategies towards a real-world application
Luggage re-identification (ReID) is a critical task in video surveillance for forensics, security or border management…
From extreme weather to agricultural consequences with agentic AI
Extreme weather is forecast days ahead, yet its consequences for agriculture remain hard to predict: a forecast says where a…
world2vec: Mechanistic world models through latent dynamics learning
World models can achieve strong control performance without faithfully capturing the dynamics of their environment, limiting…
Probing Spatial State Representations in Visual Foundation Models
An observer sees only part of the surrounding world, yet must keep track of what lies beyond the current view. Spatial perception…
An ODE-based Sampler for Discrete Diffusion Models
The marginals of a continuous diffusion model can be reproduced by a deterministic ordinary differential equation (ODE), known as…
Granola crunches up a dictation feature to compete with Wispr
Uno reverse! After Wispr added meeting notes to its dictation app, Granola is adding dictation to its meeting notetaker. The…
Faylee
Bug reports your coding agent can fix from one link Discussion | Link
TextSeal2: Distortion-Free LLM Watermarking with Copula Mixing and Memoryless Races
We present TextSeal2, a distortion-free watermark for large language models that keeps its signal under speculative decoding…
When to Assist and What to Suggest: Joint Gating and Memory-Grounded Hint Generation in One Compact Decoder
Proactive assistants offer short, memory-grounded hints during a conversation, deciding when to assist and what to suggest…
Collaborative AI agents for autonomous experimental research with solid-state quantum spins
An autonomous research laboratory could conduct an entire study, from formulating questions to preparing manuscripts. Artificial…
Podcast: Flock CEO Says the Backlash Isn’t Real
Leaked audio of Flock's CEO, why Marisa Mayer can't keep pretending, and a CashApp nightmare.
Google's John Mueller: Eventually Systems Will Catch The AI Spam & Tricks
AI summary In an interview with David Iwanow, Google's John Mueller said listicles are not spam by themselves, but building a whole strategy on thousands of them is risky because search systems eventually detect and discount such tricks. He likened mass-produced AI content to old methods like keyword stuffing and hidden white text, adding that "none of this is new." Mueller also urged site owners to check the Crawl Stats report in Search Console, said long redirect chains rarely cause trouble, and confirmed the URL Parameters tool is not coming back. He expects technical SEO to stay relevant as AI systems keep crawling the web.
L’avenir appartient à tous: Meta et INCA s’associent pour soutenir les personnes aveugles, sourdes et aveugles ou ayant une basse vision au Canada
AI summary Meta has partnered with INCA, a Canadian nonprofit founded in 1918, to help blind, deafblind and low-vision Canadians use its AI glasses. Meta's funding will cover four areas, including community consultations, peer-led demonstrations, accessible training guides and feeding user feedback to Meta's product and accessibility teams. Meta is also donating glasses through INCA's employment program for job seekers. INCA chief executive Angela Bonfanti and Meta accessibility vice-president Maxine Williams both said user input will shape future products.
The Future Is for Everyone: Meta and CNIB Partner to Support Canadians Who Are Blind, Deafblind or Have Low Vision
AI summary Meta is partnering with CNIB, a Canadian non-profit founded in 1918, so that blind, Deafblind and low-vision people can try out AI glasses. Meta's funding will support community consultations, training led by local peer champions, accessible learning resources and feedback sent on to its product teams. People enrolled in Come to Work, CNIB's employment program, will also get AI glasses from the company. Angela Bonfanti, who heads CNIB, said the partnership allows the community's expertise to flow straight into what Meta builds.
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