Azmat
Watch or Listen on YouTube GLM 4.7 vs MiniMax M2.1: Accuracy vs Finish-Rate Reality Introduction GLM 4.7 vs MiniMax M2.1 looks tidy on a leaderboard and chaotic the moment you aim it at a real repo. One model often wins the spreadsheet. The other often wins your evening, because it actually finishes the run. That … Read more
Watch or Listen on YouTube Gemini 3 Pro Use Cases: 10 Prompts That Actually Work Introduction The “Gemini Bomb” dropped a few weeks ago, and Dev community immediately lit up with takes. Some called it “ruthless.” Others said it felt “cold.” A few claimed it was overhyped compared to GPT-5.2. Here’s what they’re actually noticing: … Read more
Watch or Listen on YouTube AI Accelerators: What They Are, How They Work, and Which Ones Matter in 2026 Introduction If you’ve ever watched your laptop’s fan spin up while a “simple” AI feature runs, you’ve met the real villain of modern computing: math at industrial scale. Neural networks don’t think in sentences. They think … Read more
Watch or Listen on YouTube Weekly AI News December 27 2025: The Pulse And The Pattern Introduction If you want a clean signal on where AI is heading, stop staring at the flashiest demo and start watching what breaks. This week, the most important stories weren’t “look, it writes a poem.” They were “look, it … Read more
Watch or Listen on YouTube Liquid AI LFM2 2.6B Exp Review: The “RL First” 2.6B Checkpoint Introduction A lot of model releases are loud in all the predictable ways. Bigger number, bigger chart, bigger promise. Then once in a while a small model lands that forces a more interesting question: what if we are finally … Read more
Watch or Listen on YouTube Next Embedding Prediction (NEPA): Introduction A lot of self-supervised vision feels like an elaborate workaround. Two crops, three heads, four losses, and a decoder you throw away the moment you start fine-tuning. This paper tries something refreshingly blunt. It asks: what if we just did prediction, the way language models … Read more
Watch or Listen on YouTube General Intelligence vs Universal Intelligence Debate Breakdown Introduction People love the idea of a single finish line called “AGI.” One morning you wake up, open your laptop, and the machine on the other side has “arrived,” it writes proofs, plans projects, designs hardware, and stays useful without constant babysitting. That … Read more