Objectively, the 9950X3D2 is the most capable consumer desktop processor AMD has ever built. It's certainly touted as a niche product, and there is no doubt that, for a specific class of professionals running heavy rendering or AI workloads, it will be the go-to choice. The economics of it, however, means that it will only appeal to a narrow segment of buyers, and even in those segments, the 270K Plus gives it strong competition while having no business competing with it, especially given its price-point. There's also a broader question that lurks within the minds of potential buyers. Is now e
AMD’s Ryzen 9 9950X3D2 is incredible, but entirely unnecessary… As GPUs are used for AI, this could take the Raspberry Pi 5B’s already decent AI capabilities to the next level. Plus, GPUs are useful for gaming, which the Pi 5 could almost handle, so the Orange Pi 5 Pro is certainly a good gaming companion for games like Minecraft and Terraria. …
… With just a few generations of clear vision, sustained investment and a refusal to compete on Intel's terms, Team Red was able to turn the market around for good, and the results of this competition is being enjoyed by consumers to date. …
… GPT-5.5 posts benchmark gains, notably +7% on Thinking with Terminal-Bench 2.0. Available now in ChatGPT and Codex for Plus, Pro, Business, and Enterprise users. As the LLM competition heats up, we're seeing AI tech companies burn through version numbers like they were made of wood. …
… The system also feels much easier to maintain. …
… And that is before you even look across the aisle at the competition. …
… Intel's own figures claim up to 2.2x larger context windows versus the competition, up to 6.2x faster responses across multi-user workloads, and up to 2x better tokens-per-dollar performance. …
… Here are all the courses you can take: Part What You'll Write Concepts Part 1: Tokenization Character-level tokenizer Character encoding, vocabulary size, why BPE fails on small data Part 2: The Transformer Full GPT model architecture Embeddings, self-attention, layer norm, MLP blocks Part 3: The T… …
… Sign in to your XDA account Nvidia and Microsoft recently unveiled the much-awaited N1X and N1 SoCs, now called RTX Spark . These Arm-based chips are meant to reinvent Windows PCs for the AI era, with Nvidia claiming that laptops powered by RTX Spark are purpose-built for agentic AI. …
… It's also important to note that these performance metric captures are from the same raid—performance can vary quite heavily from one raid to the next in Tarkov , and offline raids aren't always a good representation of real-world performance. …
… Related I stopped trusting cloud AI with my personal files, and switched to this local setup instead Local isn't better in every scenario, but it is for this This is what presets are for They prep your chat so you don't have to Presets are basically named configuration profiles for your local AI se… …