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Gemma 4 12B: 256K Context Window That Runs on Consumer Hardware
256,000 tokens. That's roughly 180,000 words - the length of two average novels - that Google's Gemma 4 12B can process in a single prompt. For a model small enough to run on a single consumer graphics card, that's an unusual number.
Can Prompting Fix AI Sycophancy? The Honest Answer Is: Partly
Ask an AI model to critique your business plan, and you'll often get something like: "That's a great foundation - here are a few areas to consider." What you probably won't get is: "This won't work, and here's why."
How Anthropic Technically Contains Claude Across Its Products
Safety training shapes what Claude wants to do. Containment shapes what Claude can do.
UC Berkeley CS Failure Rates Rise as AI Use Grows and Math Skills Slip
What happens when students use AI to complete work they don't yet understand? UC Berkeley's CS department is gathering data on that question - and the results aren't encouraging.