china-ai

DeepSeek released two preview models: V4 Pro (1.6T total parameters, 49B active) and V4 Flash (284B total, 13B active), both with 1 million token context windows. V4 Pro is priced at $1.74/M input tokens and $3.48/M output—42% cheaper than Claude Sonnet 4.6—while V4 Flash at $0.14/$0.28 per million tokens undercuts all small frontier models.

Open-weight AI models are narrowing the performance gap with closed frontier models in current benchmarks focused on coding and terminal tasks, but industry analysts predict they'll struggle to keep pace as the field shifts toward specialized knowledge work in accounting, law, and healthcare. The gap reduction masks a more complex dynamic where benchmark correlation with real-world performance is weakening.

Alibaba has consolidated its AI operations into a new business unit called "Alibaba Token Hub" (ATH), reporting directly to CEO Eddie Wu. The restructuring merges the Qwen research team, consumer apps, DingTalk communication platform, and Quark-branded devices to accelerate collaboration and monetization across the company.