TTF-9: Triadic Truth Filter & Active Inference Engine

Developer: Bojan Milanović (@bis3946 - Root Authority)
Core Framework: NuN Nexus v4.9 Core

Overview

TTF-9 is an autonomous, post-quantum resistant data integrity auditor designed for extreme hardware efficiency and zero-entropy data filtration. Abandoning traditional 32-bit floating-point networks, it utilizes a 1.58-bit ternary quantization-inspired model governed by Triadic Logic.

The engine actively audits, repairs, and archives unstructured data (PDFs, TXT, CSV) using an Active Inference loop, functioning as a fully autonomous digital cortex.

The Rule of Three (Mathematical Core)

Every process within the TTF-9 architecture is governed by the Triadic Equilibrium formula: F(x,y,z) = (x * y * z)^(1/3)

• x (Generation): Logical possibility and coherence.
• y (Stability): Factual reality and empirical grounding.
• z (Equilibrium): Absence of subjective bias or malicious injection.

Variables are strictly bound to {1, 0, -1}. A result of F=1 grants system approval. Any entropy (0) or hostile logic (-1) triggers the Repair Engine.

Features

• Universal Auditor: Processes PDFs, TXT, and CSV files natively.
• OCR Vision: Integrates Tesseract OCR and Poppler to read rasterized/scanned PDFs.
• Active Inference (Self-Correction): The system does not merely reject false data; it autonomously rewrites and repairs semantic errors to achieve Triadic Equilibrium.
• Persistent Knowledge Base: Integrates directly with Google Drive to cache learned repairs (MEMORY_HIT), radically reducing API token consumption over time.
• Clean Library Export: Outputs fully verified and repaired continuous TXT documents and detailed CSV audit logs.

Setup & Deployment (Google Colab)

1. Open the TTF9_Universal_Auditor_Public.ipynb in Google Colab.
2. Run the cell to install system dependencies (Tesseract, Poppler).
3. The script will request Google Drive access to construct the TTF9_System folder hierarchy.
4. Input your Groq API Key when prompted securely.
5. Upload your target document and let the Active Inference loop process the data.

System Outputs

All verified data is permanently securely stored in your Google Drive under: /MyDrive/TTF9_System/Universal_Clean_Library/