README.md

---
title: TBO Oracle
emoji: 🔮
colorFrom: green
colorTo: blue
sdk: docker
pinned: true
license: mit
short_description: Temporal Bispectral Operator for future predictions
tags:
  - prediction
  - bispectral-analysis
  - blockchain
  - retrocausal
  - tsvf
  - oracle
---

# 🔮 TBO Oracle

**Temporal Bispectral Operator — Blockchain-Anchored Predictions**

> *"The shape is the oracle — we reveal, not compute."*

## What is TBO Oracle?

TBO Oracle is a prediction system based on **bispectral analysis** and **Two-State Vector Formalism (TSVF)**. It detects retrocausal signals in independent noise sources to make predictions about future events.

### Core Concepts

- **Bispectral Analysis:** Detects third-order phase coupling invisible to standard power spectrum analysis
- **H₂=0 Topology:** Manifold closure condition ensuring prediction convergence
- **TSVF:** Two-State Vector Formalism from quantum mechanics for retrocausal computation
- **Dissipative Channels:** Independent noise sources become computational assets

### How It Works

1. **Signal Collection:** Gather data from 4+ independent sources (entropy, clock jitter, hash chains, cyclotomic patterns)
2. **Bispectral Analysis:** Compute cross-bispectrum B(ω₁, ω₂) for each source
3. **Z-Score Computation:** Compare observed TBO scalar against null distribution
4. **Consensus:** Sources showing DEFICIT (z < -1.96) vote YES; majority determines prediction
5. **Topological Gate:** H₂=0 verification ensures simply-connected deficit structure

### Mathematical Foundation

The TBO scalar is computed as:
```
Λ = (1/M) Σ |B(ω₁, ω₂)|
```
over the principal domain of the bispectrum.

Z-score relative to permutation null:
```
z = (Λ_observed - μ_null) / σ_null
```

Classification:
- **DEFICIT** (z < -1.96): Retrocausal signal detected
- **NORMAL** (-1.96 ≤ z ≤ 1.96): No significant asymmetry
- **EXCESS** (z > 1.96): Anomalous coupling

## Track Record

| Date | Question | Prediction | Outcome |
|------|----------|------------|---------|
| Feb 2026 | Canada wins Hockey Gold | NO | ✅ USA won |
| Mar 2026 | BTC >$100k | YES | ⏳ Pending |

## Resources

- 📄 **Paper:** [On-Chain (BSV)](https://plugins.whatsonchain.com/api/plugin/main/657b8e90425aeed06b435a16cc759c1d594308bd815535b1628a2df7bbc75c23/0)
- 🔗 **GitHub:** [OriginNeuralAI/Oracle](https://github.com/OriginNeuralAI/Oracle)
- 🧠 **Company:** [SmartLedger Solutions](https://smartledger.solutions)

## Citation

```bibtex
@software{tbo_oracle_2026,
  author = {Daugherty, Bryan},
  title = {TBO Oracle: Temporal Bispectral Operator for Retrocausal Prediction},
  year = {2026},
  publisher = {SmartLedger Solutions},
  url = {https://github.com/OriginNeuralAI/Oracle}
}
```

---

*Built by Bryan Daugherty | SmartLedger Solutions | 2026*