Does a Language Model Have to Do All Its Work in Tokens?
Cola2's new checkpoint generates compressed latents before realizing text. Explore its architecture, feedback loop and why fewer training tokens don't establish a from-scratch efficiency gain.
Cola2's new checkpoint generates compressed latents before realizing text. Explore its architecture, feedback loop and why fewer training tokens don't establish a from-scratch efficiency gain.
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.
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…