Star Chamber Verification
Innovation #1037 — Double-Blind AI Verification Council
Overview
The Star Chamber is a council of three AI agents that verify critical decisions, code changes, and governance actions using a double-blind protocol. This ensures no single point of failure and catches hallucinations before they impact the platform.
The Double-Blind Protocol
┌─────────────────────────────────────────────────────────┐
│ STAR CHAMBER │
│ (Double-Blind Verification) │
├─────────────────────────────────────────────────────────┤
│ │
│ ┌─────────────────────┐ │
│ │ INPUT ITEM │ │
│ │ (Code/Decision) │ │
│ └──────────┬──────────┘ │
│ │ │
│ ┌─────────────┼─────────────┐ │
│ │ │ │ │
│ ┌─────▼─────┐ ┌─────▼─────┐ ┌─────▼─────┐ │
│ │ AGENT │ │ AGENT │ │ AGENT │ │
│ │ A │ │ B │ │ C │ │
│ │ (Claude) │ │ (GPT-4) │ │ (Gemini) │ │
│ └─────┬─────┘ └─────┬─────┘ └─────┬─────┘ │
│ │ │ │ │
│ │ FIRST BLIND │ │
│ │ (Independent) │ │
│ │ │ │ │
│ ┌─────▼─────┐ ┌─────▼─────┐ ┌─────▼─────┐ │
│ │ VERDICT │ │ VERDICT │ │ VERDICT │ │
│ │ A │ │ B │ │ C │ │
│ └─────┬─────┘ └─────┬─────┘ └─────┬─────┘ │
│ │ │ │ │
│ │ SECOND BLIND │ │
│ │ (No cross-visibility) │ │
│ │ │ │ │
│ └─────────────┼─────────────┘ │
│ │ │
│ ┌──────────▼──────────┐ │
│ │ CONSENSUS CHECK │ │
│ │ (2 of 3 required) │ │
│ └──────────┬──────────┘ │
│ │ │
│ ┌─────────────┴─────────────┐ │
│ │ │ │
│ ┌─────▼─────┐ ┌──────▼─────┐ │
│ │ APPROVED │ │ REJECTED │ │
│ │ (2+ Yes) │ │ (2+ No) │ │
│ └───────────┘ └────────────┘ │
│ │
└─────────────────────────────────────────────────────────┘
Verification Types
| Type | Trigger | Agents Required |
|---|---|---|
| Code Review | PR merge | 2 of 3 |
| Innovation | Patent claim | 3 of 3 |
| Governance | Bylaw change | 3 of 3 |
| Financial | Large transfer | 2 of 3 |
Hallucination Score (#1038)
Each agent provides a confidence score:
interface StarChamberVerdict {
agentId: string;
verdict: 'approve' | 'reject' | 'uncertain';
confidence: number; // 0.0 - 1.0
hallucinationScore: number; // 0.0 - 1.0 (lower is better)
issues: {
type: string;
severity: 'low' | 'medium' | 'high';
description: string;
suggestedFix?: string;
}[];
}
Database Schema
CREATE TABLE star_chamber_verifications (
id UUID PRIMARY KEY,
verification_type TEXT NOT NULL,
subject_id TEXT NOT NULL,
subject_data JSONB NOT NULL,
-- Agent verdicts
agent_a_verdict TEXT,
agent_a_confidence DECIMAL(3,2),
agent_b_verdict TEXT,
agent_b_confidence DECIMAL(3,2),
agent_c_verdict TEXT,
agent_c_confidence DECIMAL(3,2),
-- Consensus
consensus_reached BOOLEAN,
final_verdict TEXT,
created_at TIMESTAMP WITH TIME ZONE
);
Use Cases
- Code Deployment: All PRs verified before merge
- Patent Claims: Innovations verified for uniqueness
- Bylaw Amendments: Structural changes triple-checked
- Large Transactions: Fraud prevention
Related Innovations
- #1038 Hallucination Score System
- #1039 Context Loading Protocol
- #1042 Verification Checklist