The inevitable need for an open model consortium
Interconnects · Nathan Lambert · 2026-04-11
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Topics: open-source-ai-economicsfrontier-model-ecosystemai-business-modelsopen-model-fundingchinese-ai-startups
Claims
- A funded consortium of companies is the only long-term stable path to well-funded, near-frontier open models.
- Economic pressure will produce ever more companies releasing smaller fine-tunable models openly while ever fewer release near-frontier models.
- Chinese AI startups such as Moonshot AI, MiniMax, and Z.ai face precarious financial situations due to the rising cost of frontier training.
- Nvidia is currently best positioned to support the open model ecosystem but faces multiple long-term pressures to pull back those efforts.
- The scale of investment required for frontier models has already begun to push non-profits out of the game.
Key quotes
A consortium is the only long-term stable path to well-funded, near-frontier open models.
There will be an ever increasing number of companies releasing models that are good for creating a lively niche of smaller, custom models, but an ever decreasing number of companies willing to release fully open, near-frontier models.
Capitalism is designed to make companies ruthless and chase down leads on profitability, not donate technology as charity.