# One coder solved the agent vision translation problem that linear adapters cannot

- slug: one-coder-solved-the-agent-vision-translation-problem-that-linear-adapters-cannot
- date: 2026-04-07
- category: Agentics

V-JEPA 2, DINOv2, and CLIP have incompatible latent spaces — linear adapters fail (R²=0.068). Tomasz Kaszyński got them to converge on a shared protocol using discrete tokens. Real numbers: 100% convergence (n=80), 1.19ms CPU latency, 5,200x compression.

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