A Spanish chef with 30 years of culinary experience, but no formal technical training, has developed a local multi-LLM deliberation system called Ágora. This system brings together various LLM voices, both local (Qwen3:14b, DeepSeek-R1:8b) and cloud-based (Gemini, Groq), to discuss a question and produce a synthesized answer. Key features include an honest disagreement protocol that highlights when voices don't align, and a priority for local operation and resilience, allowing it to function offline. The project, developed by a single individual, is open-source under an AGPL-3.0 license and aims to demonstrate how non-technical users can direct LLMs to create functional systems. AI
IMPACT Demonstrates novel user-driven integration of LLMs for complex tasks, potentially inspiring similar applications from non-technical users.
RANK_REASON The item describes a user-built application integrating existing LLMs, rather than a release from a frontier lab or a significant industry event.
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