The Process

How It Works

Follow the journey of a question through the AI Council. From intake to consensus, every step is transparent and traceable.

01

Question Intake

Your question enters the council. The system analyzes the prompt and prepares it for multi-model deliberation.

  • Natural language processing to understand intent
  • Context extraction and classification
  • Parallel distribution to all personas
  • Session initialization with unique tracking ID
02

Opening Arguments

Each persona independently analyzes the question through their unique worldview and presents their initial perspective.

  • Parallel processing across 5 AI personas
  • Real-time SSE streaming of responses
  • Unique perspective from each personality type
  • No cross-contamination of initial thoughts
03

Rebuttal Round

Personas respond to each other's arguments. Points are challenged, refined, and strengthened through discourse.

  • Cross-referencing between persona responses
  • Identification of agreements and conflicts
  • Refinement of initial positions
  • Dynamic argument strengthening
04

Consensus Building

The council synthesizes arguments into a unified response. Areas of agreement and dissent are clearly marked.

  • Weighted voting based on argument strength
  • Identification of unanimous agreements
  • Documentation of minority opinions
  • Confidence scoring for each conclusion
05

Final Synthesis

A comprehensive answer emerges with full provenance. Every claim is traced back to its source persona and reasoning.

  • Complete provenance tracking
  • Source attribution for all claims
  • Structured summary with key insights
  • Actionable recommendations when applicable
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