Open-Source AI Models Are Eating The Frontier: Where Value Goes
VettaFi Research·2026-06-19·via All Articles on Seeking Alpha
Summary
Open-weight models now rival the closed frontier on coding tasks at a fraction of the cost. Alibaba’s Qwen alone passed one billion downloads in January 2026.
As models commoditize, the value moves to serving them. Nebius Group reports a customer cutting inference costs up to 26x. Meanwhile, Cloudflare now serves over 70 models at the edge.
Microsoft CEO Satya Nadella now frames the divide as “human capital and token capital.” THNQ’s 53 holdings span both the open-model makers and the infrastructure beneath them.
pingingz/iStock via Getty Images
By Zeno Mercer
In June, a Chinese lab released a frontier-grade language model, GLM-5.2 from Zhipu AI (still private), under a permissive open-source license with a one-million-token context window. A week earlier, Moonshot AI (private) shipped a trillion-parameter open model built for coding. Alibaba
