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Vibe Coding • DevTool • AI
Your agent thinks in the cloud. Your GPU sits idle.
valency-one splits inference between the cloud and your local compute. The cloud model does the reasoning, sends only what's needed, and your machine writes the answer. You pay for far fewer cloud tokens and keep near-full accuracy.
Against Qwen3-4B (thinking mode):
• Up to 4.4× fewer cloud tokens
• Sport mode: full-model accuracy at about half the cloud cost
• Eco mode: up to 69% lower cloud cost on average
Get early access at https://mortiphi.com
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