Ramchand KumaresanR. Kumaresan
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NARADA

Adversarial Multi-Model Deliberation Engine

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What It Is

Adversarial multi-model deliberation engine (Claude / GPT-4o / Gemini / Grok) with Coherence Trap detection and Polymarket integration. Stress-tests AI reasoning through opposed debate rather than fragile single-shot prompting.

Why It Matters

Single-model reasoning collapses into confident-but-wrong consensus. NARADA forces models with different training priors to actively disagree, and surfaces the coherence-trap failure mode when they don't.

What I Built

  • ✓Multi-model debate framework with role-asymmetric prompting
  • ✓Coherence Trap detector wired into the debate loop
  • ✓Polymarket integration for real-world prediction-market grounding

Tech Stack

ClaudeGPT-4oGeminiGrokPython
Outcome

In active development.

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