Cola2 separates compressed representations from text generation. Its new code release makes the tradeoffs easier to inspect.
Carbon-X adds DNA tokens to a 14.8B chat model. A close look at its tokenizer, vendor benchmarks, local demo, and the gap between fluent answers and grounded sequence reasoning.
Inception's new diffusion language model refines text in parallel. Here's what that changes, how its streaming works, and what early outside tests reveal about speed and reliability.
Meta's new 816B model can run across Macs. But Apple's results show that adding memory and accelerating inference are different jobs—and the way you split the work matters.
Introduction DeepSeek released DeepSeek V4.1 Flash on September 10, 2026 , describing it as a 552B-parameter Mixture-of-Experts model designed for faster inference, higher throughput, and…
