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tness bugs that break requests just as badly as a million-token session. MiniMax-M3 tested whether that ROCm work compounds into day-zero readiness, and the Advancing AI writeup draws the comparison directly: AMD’s first public disaggregated recipe, MI355X FP4, reached InferenceX in January months behind Nvidia, while M3 FP4 disaggregation landed on day zero. This is an improvement from the DeepSeek-R1 period, when parity took months. Three vLLM fixes sat on that day-zero path, and each was a co

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pest model 🎶 Firefly Audio - Create commercially safe music, voiceovers, & sound effects Build an AI agent, then see its reasoning, tool calls, and token usage. Join Honeycomb and AWS on Aug. 25 to explore Agent Timeline hands-on. OpenAI introduced a new plugin for Apple Messages, allowing ChatGPT to search, view, and send messages from its ChatGPT, Codex, and Work platforms. Asana said it used OAI’s Codex to remove an outdated testing framework in two weeks for around $12k, work the company ori

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your actual volume: capacity planning is the price of the low rates. 7. SigNoz: best open-source full observability SigNoz is the open-source path to the same conclusion Logfire draws: errors belong next to traces, logs, and metrics, on OpenTelemetry. The correlation is there; the cost is that you operate the platform yourself, ClickHouse included, and query it in its query builder or ClickHouse SQL rather than PostgreSQL. Easier to run than self-hosted Sentry, but not free of ops. 8. Rollbar: b

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ility distribution of next action or item conditioned on a sequence of user history: The shift toward more homogeneous, transformer-like architectures can better leverage scaling laws, potentially unify retrieval and ranking within a single model, and more naturally integrate with the rapidly evolving LLM ecosystem. The two prevalent approaches that implement this objective in recommenders are Hierarchical Sequential Transduction Units (HSTU) and Semantic IDs: HSTU, introduced by Meta in 2024, i

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tonking Stingray' beta swims out: Deeper Rust 'oxidization' plus LLM speech-to-text GNOME 51 is here, and Ubuntu interim releases are getting interesting again; Revive Raskin's 3 laws of software with humane work that considers a dev's duty of care All this, and angry NeoVim users; Firefox 157: Could bold new look be just what Mozilla needs? Yet another new version of Firefox, with a significant reskin; KDE turns 30 and someone's brought an AI-native desktop proposal Akademy talk imagines Plasma

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Codex to codify ambiguous work into scripts Pro tip: Turn this self-improvement process into a reusable skill, then run it whenever a workflow becomes inconsistent. The Rundown : AWS re:Invent brings 2,200+ sessions to Las Vegas, and 70% are hands-on. Join builders’ sessions, workshops, code talks and more to learn by doing, not just through sessions. While onsite, you can : Bring edge-case questions to engineers and partners building on AWS Test services against realistic workloads in sandbox

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op the list for our benchmark tests. The latest model, the Galaxy S26 Ultra, delivers in almost every way, from general performance to display technology to camera quality, with flaws that you really have to look closely to uncover. The standout feature of the Galaxy S26 Ultra is its Privacy Display, which dims half the screen’s pixels, so it appears tinted when viewed at an off angle. This complex display tech can be customized to hide important information, such as 2FA message alerts and passw

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Press Contact: Previous image Next image When an artificial intelligence image generator produces a portrait, whose work went into it? The question sits at the center of lawsuits, licensing deals, and proposed regulations worldwide. Artists want credit. Companies want clarity. Policymakers want a way to assign responsibility. New work from a team of researchers at MIT's Computer Science and Artificial Intelligence Laboratory (CSAIL) suggests that for models trained on large datasets, the questio

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Merton C. Flemings SMA Professor in MIT’s Department of Materials Science and Engineering, in his latest book, “The Invisible Engine: Why Innovation Evades Control.” Fitzgerald draws on a decade of work leading international research programs, including the MIT and Masdar Institute Cooperative Program and the MIT-Singapore Alliance for Research and Technology, where he explored innovation as the integration of market applications, technology, and implementation. Written at a moment when artific

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ng a pen test from a vendor that would cost thousands, and weeks of back-and-forth. A penetration (”pen”) test is a safe, authorized mock cyberattack that helps you fix security flaws before bad hackers find them. As we have democratized software creation, we have also sought to democratize securing it. A new generation of creators needs to ensure their apps are hardened against attackers, who look at apps built with AI as an opportunity as a potential opportunity. Our existing scans have an age

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tonking Stingray' beta swims out: Deeper Rust 'oxidization' plus LLM speech-to-text GNOME 51 is here, and Ubuntu interim releases are getting interesting again; Revive Raskin's 3 laws of software with humane work that considers a dev's duty of care All this, and angry NeoVim users; Firefox 157: Could bold new look be just what Mozilla needs? Yet another new version of Firefox, with a significant reskin; KDE turns 30 and someone's brought an AI-native desktop proposal Akademy talk imagines Plasma

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tonking Stingray' beta swims out: Deeper Rust 'oxidization' plus LLM speech-to-text GNOME 51 is here, and Ubuntu interim releases are getting interesting again; Revive Raskin's 3 laws of software with humane work that considers a dev's duty of care All this, and angry NeoVim users; Firefox 157: Could bold new look be just what Mozilla needs? Yet another new version of Firefox, with a significant reskin; KDE turns 30 and someone's brought an AI-native desktop proposal Akademy talk imagines Plasma

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pt launchpads Redmond’s missive also points to Microsoft’s pledge to “prioritize security above all else” as a reason for delays. A reminder: Microsoft adopted that stance after flaws in Exchange led to an attack on Exchange by suspected Chinese operatives, earning it a tongue-lashing from the US government. The Exchange team says that while trying to stay on top of bugs, it is also working on CU1. “We are regularly rolling our monthly security payload into our internal CU1 build and plan to rel

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inal, so every rendering bug became a debugging session through a React reconciler and a flexbox engine. And there were limits we never engineered around: the whole-transcript redraws flickered, and layout occasionally came out wrong. The AI SDK and Mastra prototypes moved to OpenTUI, which maintains a virtual terminal buffer and keeps it in sync with the real one. That fixes flicker, but you give up the native buffer along the way: the transcript is no longer plain text in your terminal's scrol

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rt, the geographical rebalancing of power continues to accelerate. While U.S. open source models continue to be competitive, the race between several Chinese frontier model labs draws strong attention. Many likes on these frontier models point to what excites the community the most, and growth opportunity for companies leveraging the attention for valuations. However, the AI race is not only sprints, but also a marathon; tools like llama.cpp helps deploying the big models locally, but a broad mo

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e company’s AI Code Review agent, bringing research-grade program analysis and modern GenAI techniques together to automate one of the most time-consuming parts of the SDLC. Before Augment, Akshay spent several years at Uber advancing automated code review and repair systems, and conducted research across AWS’s Automated Reasoning Group, Google’s Android Static Analysis team, and UCLA. His work sits at the intersection of AI, software engineering, and programming-language theory. Related reading

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mulation path) Python 3.12+, on Linux or macOS (Apple Silicon supported for the MuJoCo backend). A Strands-compatible model provider for the agent's reasoning. Amazon Bedrock with AWS credentials, the Anthropic API , OpenAI, or Ollama running locally. Strands Robots with the dataset extras: uv pip install -U "strands-robots[sim-mujoco,lerobot] =0.5.1" . The lerobot extra pulls in LeRobot ( =0.6.1), datasets , av , and torchcodec , so recording and video decode both work without further setup. Re

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over grids, color theory, image performance, and motion design. He treats screen recording videos like a fine art and documents design tips on social media. In his free time, he draws on coffee cups with Copic markers at cafes, and collects a wide range of synthesizers and drum machines. Related articles Got skills? Make the Figma agent a better collaboratorJuly 1, 2026By Sachi Shah, Sean LeeFrom sharing your best thinking to learning from your team’s go-to prompts, here’s what skills unlock in

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th to help his body recover. With twenty years in the United States and ten years at NVIDIA, Liu still articulates technical ideas through simple Eastern wisdom. For example, he draws analogies between large models and traditional Chinese medicine. He also often quotes The Art of War — “To prepare everywhere is to be weak everywhere” — when contemplating the technical trends of world models. In this episode, we dive deep into the Cosmos series — especially the recently released Cosmos 3 — world‑

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