Run an Agent Council of LLMs that debate and synthesize answers
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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.
HN · launched Mar 12, 2026 · 8 upvotes (top 51%) · 0 views
Niche: local ai model runners and clients · 110 launches, 6 in the last 7 days ▼ -57% · Explore this niche →
Category and tags
- Horizontal
- Agent / copilot
- Developer
- AI-native
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 110 launches in local ai model runners and clients →
Could you build this?
Yes This is a local UI (e.g., using Ollama or llama.cpp bindings) that orchestrates sequential and parallel prompt flows with a synthesis step.
Discussion
2 comments analyzed.
Concerns raised: Unclear how council approach scales to open-ended tasks like summarization, No formal disagreement rate tracking between judge and candidate 1
Feature requests: Formal disagreement rate metrics between judge and candidate 1, Evaluation on less structured tasks beyond GSM8K
Competitors
Other products that read as similar to this one : 550 launches clear the similarity bar, closest 8 shown.
Attention rank: #271 of 551 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 134 days after the earliest competitor.
- Composable middleware for LLM inference Optimization Passes · hn · 2026-03-04 · 7 upvotes · similarity 0.49
- LLM Conclave · ph · 2026-10-01 · 1 upvotes · similarity 0.49
- Lychee AI · ph · 2026-10-28 · 1 upvotes · similarity 0.47
- MultiDI · ph · 2026-10-02 · 1 upvotes · similarity 0.46
- AgentCodec · ph · 2026-10-13 · 1 upvotes · similarity 0.45
- Build agents via YAML with Prolog validation and 110 built-in tools · hn · 2026-01-23 · 11 upvotes · similarity 0.45
- Debate Bots · ph · 2026-10-28 · 1 upvotes · similarity 0.45
- GLM Mini · ph · 2026-09-14 · 1 upvotes · similarity 0.44
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