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What's changed?

So what's changed to make these models so much more capable? Quite a bit, actually. The past year has seen a flurry of advancements not only in model training, but also in the frameworks necessary to harness them. You may recall the market tumbling excitement around DeepSeek R1, which was among the first open-weights frontier models to employ reinforcement learning (RL) to replicate GPT-o1's chain-of-thought reasoning to trade time for higher quality outputs. This approach, now referred to as test-time scaling, has helped smaller models make up for their lower parameter counts by "thinking" fo

The AI divide putting open weights models in spotlight
What do the model devs get out of this?

The ability to run local agents with access to proprietary data doesn't has particular benefits. For one, while these models are open, there is still a degree of lock-in. Any agents built with these models will have system prompts and tooling that have been tuned to that specific architecture. It's about being able to reach markets that bigger models can't, Buss explained.  "If you have people developing using your technologies and approaches and IP, they're more likely to migrate up and stay in your ecosystem," he said. "It's a matter of basically having a product at the entry point... If you

The AI divide putting open weights models in spotlight

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Hacker News · u/Raywob · Mar 18, 2026

My AI didn't misread a receipt – it fabricated one from scratch

I pointed a vision model at a grocery receipt. It returned a store name, item list, and total. None of it was on the paper.This wasn't OCR error. The model didn't confuse a "7" for a "1." It generated a plausible-looking…

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r/nvidia · u/Nestledrink · 1d ago

DLSS 4.5 Ray Reconstruction Announced - Updated with 2nd Gen Transformer

Article: https://www.nvidia.com/en-us/geforce/news/dlss-4-5-ray-reconstruction-1000-rtx-games-apps-out-now/ Video: https://www.youtube.com/watch?v=NvSYk0PjLrU NVIDIA DLSS 4.5 Ray Reconstruction: Superior Ray-Traced Image…

r/nvidia · u/Nestledrink · 1d ago

[Megathread] Introducing NVIDIA RTX Spark

NVIDIA RTX Spark reinvents Windows PCs for the era of personal AI agents, offering a new class of computer that moves from tool to teammate. Designed for AI, creating and gaming, RTX Spark brings together 30 years of NVI…

r/nvidia · u/apoppin · 3w ago

DLSS Launches in Dead As Disco early access, plus new looks at STAR WARS: Galactic Racer and 007 First Light

First the article link: https://www.nvidia.com/en-us/geforce/news/star-wars-galactic-racer-launches-october-6-with-dlss-4-5/ From GeForce PR: This week, Dead As Disco enters Early Access, and there are new looks at two h…

r/nvidia · u/ASUS_MKTLeeM · 2w ago

Announcing the ASUS ProArt GeForce RTX 5090 32GB GDDR7 - Artistry Meets Performance - 2.5 Slot, Dual 115mm Axial Tech Fans, Liquid Metal GPU Cooling, 3D Vapor Chamber, Double Vented Backplates - Coming Soon

We previously introduced the ASUS ProArt GeForce RTX 5090 during CES this year, but the card has now officially launched and will be available in channel in the coming weeks. Since we previously covered most of the featu…