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focus for the last year or two that we are moving away from chatbots and going to this agentic world where [we're] able to delegate some tasks that these systems can do,” said Chirag Shah, a professor at the University of Washington in Seattle. With Meta Muse, OpenAI Dots and Gemini Agent, AI is on the verge of its next big milestone, he added. Other popular new personal agents include Grok Bot from SpaceXSI, Instinct and Hermes. OpenClaw, now part of OpenAI, pioneered the personal agent trend

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rity risks and pushing up costs. Now, some businesses that started off fast and furious on AI are pumping the brakes, implementing restrictions where experimentation was once encouraged, bringing back experienced workers and upping training efforts. C-suite leaders say when it comes to AI, there’s a sense that “we’re driving the truck and building it at the same time, and that’s a problem,” said Johnny C Taylor Jr, president and CEO of the Society for Human Resource Management. “If we could all

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bound and outbound robotic cells – is a natural fit with Symbotic’s roadmap: it will enable Symbotic to simplify cell architecture and free up critical warehouse space for more storage and other high-value uses, with the potential to reduce capital equipment costs. Rick Cohen, chairman and CEO of Symbotic, says: “cellumation’s technology is a game-changer. By bringing the celluveyor into the Symbotic portfolio, we are accelerating our ability to help customers achieve higher performance, better

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ts, Georgieva said, need to rethink education for a world in which workers can no longer expect to learn one set of skills and rely on it throughout their careers. One way to encourage this thinking is by focusing on the fiscal implications: Major labor market disruptions will lead to less spending, and consequently, less revenues generated by taxes—leaving governments in a tough financial spot, she added. Singapore President Tharman Shanmugaratnam, who joined Georgieva onstage, acknowledged thi

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gy Group. Condensing information for the boss is hardly new, he adds: “We’ve had junior people doing news summaries since the beginning of time.” Yet he also calls AI “reliably average” and warns it can “dilute brilliance.” A C-suite communication crisis David Shelley, CEO of book publisher Hachette, goes further, warning that leaders who lean too heavily on AI are heading for a communication crisis. “I predict a growing dissonance between how someone appears in their written statements and how

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and Antigravity. Learn more about Antigravity on Googlebook. Our testers have been eager to run more complex tasks. To make this more seamless, we are adding dynamic memory and storage scaling for the VM. We will be adding GPU/NPU hardware acceleration for heavier local workloads, allowing users to leverage the performance and power efficiency of dedicated hardware. VM persistence and separation from the terminal window will better support long-running processes, when you want to take on more de

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er conditions so users can see more of what’s happening outside LG’s Outdoor Cam also offers low-light color night vision and can be easily angled, delivering flexible outdoor coverage with simple self-installation LG’s Indoor Cam takes a distinctive approach to privacy in the Home app by automatically tilting upward and downward to adjust the view when users check in on the home, and tilting back down to stop monitoring as soon as the first member of the household returns. Users can also tilt t

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ontrolling the connected home easy at an incredible value. With just their voice, users can conduct a series of smart home actions, including locking the front door; closing the garage when leaving the house; and lowering the blinds, adjusting the thermostat, or turning off the lights at bedtime. With the Home app, users can automate their smart home accessories and create scenes to control multiple accessories at the same time. As a home hub, HomePod mini also lets users securely control access

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anted to see what Argon would do when given only the outcome the team cared about. In round one, we tested Argon with zero custom repository instructions. We gave it this single-paragraph prompt: Make ADK add no noticeable overhead to any agent: at startup, in long sessions, in multi-agent and workflow setups. Keep what the model receives and the public API unchanged, and back each change with a test that would catch a regression. Round one ran for about two hours. Argon wrote a benchmark script

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st is about growing torch-spyre’s compiler, on top of Inductor, into something that understands that hardware well. Three things stood out as we made that move: We gained real leverage from Inductor – but we still needed substantial out-of-tree extensions at Inductor’s lower levels and in code generation. This wasn’t a drop-in swap. (The leverage is concrete enough to measure – see the code-size numbers in Evaluation.); Most of Inductor just worked. The effort concentrated on a small number of p

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as outages or marketing campaigns. Required concurrency can rise and fall in minutes, so provisioning for the peak leaves GPUs idle most of the day, while provisioning for the average degrades performance during the first minutes of every spike. Autoscaling resolves this, but a new replica can't serve calls until its model weights are loaded into GPU memory. Weights are typically pulled from upstream sources such as Hugging Face or S3, where rate limits and cross-region latency stretch cold sta

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ice that serves as a central home hub, offering apps, widgets, and personalized content for up to six people. The $299 ‌Apple TV‌ 4K now has microphones for Siri, more internal storage, a faster A19 chip, and Wi-Fi 7, while the $149 HomePod mini has a faster chip and new colors. All three home devices will support for ‌Siri‌ AI. More detail on all of the announcements is available in our coverage linked below. You can pre-order the ‌Apple TV‌ 4K, ‌HomePod‌ mini, and HomeView right now. The ‌Home

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lies in changing how care is delivered and who can access it. Centene, a $33 billion company operating Medicaid plans in 29 states alongside marketplace and Medicare Advantage coverage, serves 26 million members. They are, London said, “among the poorest, sickest” people in their communities. Yet those populations are often left behind by health care innovation. London sees two opportunities for AI to change that. The first is moving care into the community. In rural areas where medical services

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Asia where hierarchy carries significant weight. The leader isn’t just acquiring knowledge; they’re performing a public act of deference that runs counter to the cultural norm. Courage: Commit before you are certain Real AI leadership means committing to a direction before the full picture is clear. Courageous leaders make the call while openly acknowledging what they don’t yet know—and they trust their organization to figure out the rest together. In Asia, leaders are traditionally expected to

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ni 4 as a hard-core, serious companion for STEM workers. We’re far away from the days of Nano Banana — Google’s AI image generator that blew its competition out of the water and enraged creators. Now Google is focusing on both practical and abstract applications of AI for math and science, like robotics and nuclear fusion research. It’s part of a bigger trend we’ve seen across the AI industry. As criticism of AI and the companies building it mounts — from the anger over data center construction

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different set of event features. It requires the flexible sequence unification approach to maximize GPU efficiency because of large-size tensor operations and minimizing operator fragmentation. How Ultra-Long Sequences Matter The new architecture makes ultra-long sequences feasible. GEM scaled the long engagement context length by 2x in production, and further enabled the capability of scaling long context to 25x, demonstrating infrastructure capability at frontier scale. Along the way, we disco

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s (in BTA, tiling on the batch); : number of activated experts per token; : FFN multiplier (in MoE layer, filter size / hidden size); : number of layers; : number of experts; : storage requirement per model parameter (in bytes) GPU Let’s do our analysis on the Qwen3-30B-A3B model (, , , , , with SwiGLU nonlinearity) that was used for the experimental section above. First thing we should understand is whether this model can fit on a single GPU. Let’s assume that we have an H100 GPU with 80GB of m

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, if you prefer to code along and implement the MoE components step-by-step, open train gpt.py instead. Also, everything can be scaled down (including the model size!) and we encourage you to play with it – consider this blog as your starting point. Break things, try weird settings, and see what happens. Where Experts Networks Live Alright, you’ve got your modded-nanogpt codebase pulled and you’re staring at the code. Here comes the exciting part - let’s turn our MoE concept introduced in (Sobol

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u should see something similar to Figure 3. Figure 3: Latency and throughput vs. batch size for Qwen3-30B-A3B with 4 tokens in the prompt, generating 12 new tokens. Results are averaged across 20 runs. To reproduce this plot, get yourself an H100 GPU and run plot.ipynb Below the batch size of around 256, you can see that our latency stays relatively flat below 29 ms. You're still waiting for the weights. But throughput grows linearly. As you continue increasing the batch size during this stage,

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rsities, technology companies, and business executives to discuss how Massachusetts' biotechnology ecosystem can strengthen national biodefense capabilities. "We have a lot to leverage in this region to advance biotechnology," said Christina Rudzinski, assistant head of the Biotechnology and Human Systems Division at Lincoln Laboratory. "Many people are already working together to push the bioindustrial sector beyond biopharmaceuticals and into a broader ecosystem across industries. This synergy

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