Azmat
DeepSeek V4 has the rare smell of a real engineering release, not a keynote pretending to be one. The headline number is silly in the best possible way, 1.6 trillion total parameters for Pro. The more useful number is 49 billion active parameters, because that is what you actually pay for on each token. The … Read more
AI launches now follow a familiar rhythm. One lab ships a shiny flagship, the internet crowns a winner, and then another team barges in with a model that is cheaper, stranger, and uncomfortably hard to ignore. Kimi K2.6 is that kind of release. Kimi K2.6 shows up with open weights, a 1 trillion parameter MoE … Read more
Most model launches arrive with a fireworks show of adjectives and a suspiciously clean benchmark chart. Claude Opus 4.7 is more interesting than that. It is not the strongest model Anthropic has ever trained. That title, at least in the company’s own framing, still belongs to the limited-access Mythos Preview. But Claude Opus 4.7 is … Read more
An AI operating system sounds, at first, like the sort of phrase that gets shouted over synth music in a keynote and forgotten by lunch. Then you read Meta and KAUST’s Neural Computers paper and realize they mean it literally. Not “an assistant for your desktop.” Not “a smarter shell.” An AI operating system where … Read more
Most coding models are brilliant interns for about fifteen minutes. They race through the obvious fixes, produce something flashy, and then quietly run out of ideas. That has been the pattern for a while. Lots of demos. Lots of “agentic” marketing. Not a lot of evidence that the model can keep working once the first … Read more
Self-Distillation is one of those ideas that sounds suspicious on first contact. Train a model on its own raw outputs? No verifier, no teacher, no reward model, no reinforcement learning, no execution sandbox? That usually sounds like a fast route to elegant nonsense. Which is why this Apple AI research paper is so interesting. It … Read more
Gemma 4 Benchmark Explorer Gemma 4 31B Gemma 4 26B A4B Gemma 4 E4B Gemma 4 E2B Gemma 3 27B Every so often, a model release lands with the usual confetti, leaderboard screenshots, and claims that sound suspiciously like they were approved by three layers of marketing. Gemma 4 feels different. Not because the hype … Read more