Show HN: Run an Agent Council of LLMs that debate and synthesize answers
JitseLambrichts Thursday, March 12, 2026
I built a local-first UI that adds two reasoning architectures on top of small models like Qwen, Llama and Mistral: a sequential Thinking Pipeline (Plan → Execute → Critique) and a parallel Agent Council where multiple expert models debate in parallel and a Judge synthesizes the best answer. No API keys, zero .env setup — just pip install multimind. Benchmark on GSM8K shows measurable accuracy gains vs. single-model inference.
Summary
The article discusses the MultiMind-AI project, an open-source platform that allows for the creation of AI models with multiple specialized capabilities. The platform aims to improve upon traditional single-task AI models by enabling the development of more flexible and capable artificial intelligence systems.
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github.com