16GB VRAM/unified memory puts multimodal agents inside the same hardware budget as a validator sidecar or keeper box, which matters for Olas/Giza-style DeFi agents more than another benchmark tick. Apache 2.0 weights plus LoRA-friendly unified tuning make private tx review, vault ops, and chat-to-onchain automation easier to self-host without leaking prompts or orderflow to an API. The catch is still verifiability: local inference can keep secrets local, but it does nothing for proving the model made a sane decision before a wallet signs.

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