Nicheloom

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Run an Agent Council of LLMs that debate and synthesize answers

Details

External ID
47350240
Source
HN
Company
—
Product
AI Council
Website domain
github.com
Launched
March 12, 2026
Cohort
—
Upvotes
8
Upvotes percentile
0.491389913899139
Tags
—
Fetched at
Sept. 7, 2026, 9:26 p.m.
Updated at
Sept. 7, 2026, 9:26 p.m.

Description

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.

Enrichment

Theme
developer tools for AI agents
Vertical
Horizontal
Function
Agent / copilot
Audience
Developer
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
agent council of llms that debate and synthesize answers
Manually corrected
False

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 — 172 launches clear the similarity bar, closest 8 shown.

Attention rank: #80 of 173 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 132 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a agent / copilot tool for Agriculture yet.