Azmat
Watch or Listen on YouTube Epiplexity vs. Entropy: The New Metric That Explains What AI Actually Learns Introduction If you’ve ever stared at a loss curve and thought, “Cool, it’s going down, but what did the model actually learn?”, you’re not alone. We’ve trained ourselves to treat lower loss like truth. But a model can … Read more
Watch or Listen on YouTube Weekly AI News January 10 2026: The Pulse And The Pattern Full coverage of news Introduction This week feels like someone turned the difficulty slider up on the whole field. Models are learning to reason longer without getting slower, chips are getting rebuilt as full racks instead of parts, and … Read more
Watch or Listen on YouTube Alpamayo-R1 Review: From Black Box to Glass Box Introduction If you have ever watched a self-driving demo and thought, “Cool, but why did it do that?”, you are not alone. Autonomous driving has spent a decade getting better at perception, better at prediction, and better at path planning, while staying … Read more
Watch or Listen on YouTube NVIDIA Rubin Explained: Six Chips, One Rack-Scale AI Supercomputer Introduction Every GPU generation comes with a familiar temptation, stare at the peak numbers, then mentally multiply by “how many can I buy.” It is a comforting game because it avoids the messy part, the part where real systems lose time, … Read more
Watch or Listen on YouTube Falcon H1R 7B Review: The 7B Model That Makes “More Thinking” Practical Introduction For a while, the industry playbook looked simple. If a model struggles, make it bigger. Add parameters, add GPUs, add invoices. Then we all pretend we “needed” 70B for a task that mostly wanted patience and a … Read more
Watch or Listen on YouTube Best AI for Stock Prediction In 2026: Why Calibration Matters Introduction If you’ve spent five minutes around finance Twitter, you’ve seen the pitch: an LLM whispers a ticker, a direction, and a tidy probability, and you retire before lunch. Reality is less cinematic. Markets punish confidence that isn’t earned. And … Read more
Watch or Listen on YouTube Recursive Language Models: Introduction A funny thing happens when you give a modern LLM a huge context window. You expect it to feel like upgrading from a studio apartment to a warehouse. In practice, it often feels like moving into that warehouse and then forgetting what you put where. As … Read more