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Building a full agentic harness around a 4B model is hard

Orvena is a complete assistant that runs on your phone. It moves meetings, finds places, reads photos, and talks in a natural voice in 31 languages. No account. No Orvena server. Around 3 months ago, we were thinking why none of the iPhone apps running an LLM are built as a full harness (as in inference + agentic loop + context management + tools + MCP servers and etc.).

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