The Impending Collapse of AI Inference Margins
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The rise of high-performance open-weights models is set to destroy the high profit margins currently enjoyed by frontier AI labs on inference costs.
Open-Weight Models
Large language models whose weights are publicly released, allowing for local deployment, privacy, and reduced operational costs.
Reading List
Protecting the Right to Local AI
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Local AI should be a protected right, allowing users to own and run models on their own hardware without mandatory cloud oversight or restrictive licensing.
Open-Weight GLM 5.2 Beats Claude in Semgrep Cyber Benchmarks
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Open-weight model GLM 5.2 surpassed frontier models in IDOR detection benchmarks, signaling a shift toward cost-effective and private AI for security tasks.