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Open weights, real stakes How far can you get without fine-tuning? Model Quality as architectureDescribe your session (2 paragraphs) This session is a deep dive on building architecture and guardrails around self-hosted open-weight models to deliver quality. We run a production LLM helpline for Gujarati dairy farmers (phone-line and chat) answering questions on animal health, breeding, milk, and schemes, on open-weight models we host ourselves. more
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