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Jev is the best decision model. Here's what to run when you can't use it.

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Dev.to | Sep 29, 2026 | Mark Vange

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We put seven open-source Jev look-alikes on a single 8 GB GPU for teams whose data isn't allowed to leave the building. Rizzo 1. 7B · q8 — 2. 5 GB SemIf 4B · 4-bit — 3. 2 GB Kev-4B · 4-bit — 3. 8 GB Rizzo 4B · q4 — 4. 1 GB SemIf 4B · 8-bit — 5. 0 GB Kev-4B · 8-bit — 5. 3 GB Rizzo 4B · q8 — 5. 7 GB qwen3:8b via Ollama — 5. 9 GB Kev-9B · 4-bit — 7. 4 GB Nimble-9B · 4-bit — 7.

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