Workshop Labs is an AI research lab co-founded by Luke Drago and Rudolf Laine in July 2025. The company is structured as a public benefit corporation focused on 'distributed user alignment' — building one personalized AI model for every person rather than relying on a handful of centralized models from major labs. Their core research areas include privacy-preserving post-training infrastructure, efficient finetuning at scale, and confidential computing, with the goal of ensuring AI genuinely collaborates with and augments individuals rather than automating them away.
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Theory of Change
Workshop Labs believes the primary AI safety risk is gradual human disempowerment — the 'Intelligence Curse' — where AI becoming the dominant factor of production reduces incentives to invest in people and concentrates power in a small number of AI labs. Their theory of change is to counter this by building personalized, user-aligned AI: billions of models trained on individual users' data with verifiable privacy guarantees, so no single entity (including Workshop Labs itself) controls what AI knows and does. By democratizing post-training and making model customization cheap and private, they aim to shift the AI development paradigm away from centralized top-down automation toward distributed, human-in-the-loop AI that augments individual agency.
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Details
- Last Updated
- Apr 2, 2026, 9:54 PM UTC
- Created
- Mar 19, 2026, 10:30 PM UTC