MIT researchers (Han Lab) introduced LEGOThe a compiler-like A framework for automatically converting tensor workloads into a graphical interface (e.g. GEMM Conv2D Attention MTTKRP). RTL synthesizable is generated for spatial accelerators—no handwritten templates. The front-end of LEGO expresses dataflows and workloads using a Relational affine representationBuilds Interconnects for FU (functional units) The following are some examples of how to get started: Memory on a chip Layouts and Supports Fusing spatial dataflows in a single design. Back end is a primitive graph. linear programming Use graph transformations to add pipeline registers, rewire transmissions, or extract reduction trees. Reduce area and Power.…
Auteur: Gavin Wallace
Production-grade agents live or die on data plumbing, controls, and observability—not on model choice. This doc to chat pipeline identifies the layers that are important and how they work. What is a “doc-to-chat” pipeline? It is the reference architecture for agentic Q&A, copilots and workflow automation where answers must respect permissions and be audit-ready. It’s the reference architecture for agentic Q&A, copilots, and workflow automation where answers must respect permissions and be audit-ready. RAG implementations in production are hardened versions of RAG, with LLM, governance and OpenTelemetry tracing. What are the best ways to integrate your stack with existing software?…
Google Sensible Agent, an AI prototype and research framework from Google. You can also read about how to get in touch with us. The following are some of the ways to get in touch with us. Action The actions that an agent of augmented reality should perform and Interaction modality To deliver/confirm the message, depending on a multimodal real-time context (e.g. ambient noise, hands busy, social situation). Instead of treating “what to suggest” The following are some examples of how to get started: “how to ask” As separate problems it calculates them together to minimize social awkwardness and friction. https://research.google/pubs/sensible-agent-a-framework-for-unobtrusive-interaction-with-proactive-ar-agent/…
Google Google Video was launched in 2005 after it realized that video could be an excellent addition to the search engine business. Google Video was a product of the search giant’s early efforts to make deals with entertainment companies for low-quality content and was overly conservative about what users were allowed to upload. it flopped. A tiny company run by just a few employees above a San Mateo pizzeria in California was growing rapidly by simply allowing anyone to upload goofy clips and without worrying about copyrights. Google launched in 2006 snapped up The company was over a year old,…
What do we mean by “Physical AI”? Robotics’ artificial intelligence is more than just clever algorithms. Robots are physical machines, but their intelligence is derived from the design of both the body and the brain. Physical AI The term describes the integration of materials, sensors, computation, and actuation to determine how policies for learning work. This term was first used in Nature Machine Intelligence Research on “physical intelligence,” It is important to emphasize that the robot’s physical body contains as much intelligence as its computer software. What is the contribution of materials to intelligence? Material determines how robots move and…
Trump Beijing added its own bargaining chip to the table as Beijing tried to get a TikTok contract during last weekend’s meeting. Actual chips, in fact—semiconductors.China launched a string of regulations this week against American chipmakers. One of the most important is a anti-dumping probe into American heritage chips which are used in everything from refrigerators, cars and washing machines, to data centres and data centers. These chips are not as popular as the latest GPUs but still play a vital role in powering our everyday electronic devices. This is an important area in which Chinese companies have also caught…
Qwen is now available for download Qwen3-ASR-Toolkit, a Python command-line interface (CLI) licensed by MIT that can programmatically bypass the Qwen3 – ASR – Flash API’s Requests of 3 minutes/10 MB each are allowed. By performing VAD aware chunking, parallel calls to APIs and automatic resampling/format-normalization using FFmpeg, we can limit the amount of data that is recorded. This results in stable hour-scale transcriptions pipelines, with configurable concurrency and context injection. Python ≥3.8 Prerequisites for Installation Pip install qwen3 – asr-toolkit The toolkit is an addition to the API Long-audio handling. Toolkit for cutting input Voice activity detection (VAD). At…
Strike 3 Holdings A company who claims to make “high quality,” “feminist,” You can also find out more about the following: “ethical” Meta, a provider of adult videos in California, has filed a lawsuit against it in federal court. Meta claims that Meta violated its copyright and used the content for AI training. The lawsuit was filed by Meta in July. alleges Meta is torrenting Strike 3 videos and has done so since 2018. The details and exhibits of the Associated Exhibits complaint Last week, the seals on these documents were removed.Strike 3 alleges Meta’s motive was partly to obtain…
Laptop imaginative and prescient moved quick in 2025: new multimodal backbones, bigger open datasets, and tighter mannequin–techniques integration. Practitioners want sources that publish rigorously, hyperlink code and benchmarks, and monitor deployment patterns—not advertising and marketing posts. This record prioritizes major analysis hubs, lab blogs, and production-oriented engineering retailers with constant replace cadence. Use it to observe SOTA shifts, seize reproducible code paths, and translate papers into deployable pipelines. Google Research (AI Blog) Major supply for advances from Google/DeepMind groups, together with imaginative and prescient architectures (e.g., V-MoE) and periodic analysis year-in-review posts throughout CV and multimodal. Posts sometimes embrace methodology…
The One and Only Intel, one of the most valuable corporations in the world is handing it a last-ditch lifeline.Nvidia has an estimated market capitalization of $4,3 trillion. Today, it announced that $5 billion will be invested in Intel. Intel is a struggling US chipmaker, and was the subject of a recent unorthodox deal between the US Government. Intel’s shares rose more than 30% following this news.Two American chipmakers will also be collaborating on products. Intel announced in an early morning statement that “Intel’s leading CPUs and x86 ecosystem will be seamlessly connected with Nvidia’s AI and accelerated computing capabilities…