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A multi-model interface where LLMs debate with each other

A multi-model interface where LLMs debate with each other

by capibara13·May 14, 2026·4 points·9 comments

AI Analysis

●●SolidSolve My ProblemShip It

Orchestrates real-time skepticism between models to catch hallucinations before you see them.

Strengths
  • Backend logic forces models into a 'skeptical' persona to actively critique peer outputs.
  • Solves the tedious workflow of manually copy-pasting prompts across three different tabs.
  • Clean, focused UI that prioritizes the debate transcript over complex settings.
Weaknesses
  • Lacks a 'consensus' summary view, forcing users to read the entire debate thread.
  • No visible cost controls or model selection toggles beyond the default trio.
Category
Target Audience

Developers and researchers validating LLM outputs or debugging hallucinations.

Similar To

Chatbot Arena · Poe · Nat.dev

Post Description

Hey HN, I am Robin from Rauno (link: https://rauno.ai). I built this tool because I’m tired of AI hallucinations.

I got sick of manually copy-pasting every prompt into 3 different windows just to verify the truth. I realized the only way to get real accuracy was to let the models debate & fact-check each other in real-time, in one screen. I couldn't find any platform online that does this and actually works smooth and user-friendly, so I ended up throwing this together just to make my own life easier.

I built an orchestration layer that runs the models in sequence and manages the state and context windows so they can actually debate. The backend routes the conversation to make sure they are skeptical towards each other's opinions, to make sure they catch each other's flaws in thinking. By talking to each other, the models immediately call out each other’s mistakes and when you push a little more, they definitely don't hold back. It currently supports recent models like Claude Sonnet 4.6, Gemini 3.1 Pro and ChatGPT 5.2.

Running this is pretty token-heavy, but the free tier is open so you can test if the approach works for your workflows. Would love to hear your feedback.

Similar Projects

AI/ML●●Solid

Why use one AI model when you can use all of them at once!

One prompt, many models — that simple idea is executed with practical extras: independent conversation threads per model, full-text history/search, and bring‑your‑own API keys so you don't copy/paste. The landing page sells the daily‑driver vibe (lifetime one-time pricing is an attention grabber), but the concept itself is not novel; I'd want clearer UI for cost controls, API key security and model/version management before trusting it for heavy use.

SlickSolve My Problem
lurker325
104mo ago