USPTO 19/571,156 · Patent Pending · DeBacco Nexus LLC · info@debacconexus.com
Governing AI for the Real World
DeBacco Nexus builds inference governance infrastructure for public agencies, emergency services, and underserved communities — ensuring AI systems remain accountable, bounded, and equitable under real-world conditions.
High Risk AI
Most AI systems generate responses without constraints. In public service environments — emergency dispatch, veterans crisis response, child welfare, election integrity — unconstrained AI output creates risk, wastes resources, and fails the people it's supposed to serve. California alone processes millions of AI-assisted decisions annually. Without governance, there is no accountability. Without accountability, there is no trust.
The IGM + AIDA Governance Stack
The **Inference Governance Module (IGM)** is a patent-pending infrastructure layer that governs every AI inference before it leaves the system. Built on the Transformational Accountability Ecosystem (TAE) — a framework developed over 15 years in California public service settings — the IGM applies the same accountability principles that transform human behavior to artificial intelligence. **What IGM does:** - Enforces token ceilings before inference, not after - Classifies domain and assigns governance class automatically - Signs every output cryptographically — immutable, verifiable, auditable - Logs every inference — governed and ungoverned — to a bilateral audit trail - Reports compliance automatically to a non-human state regulatory classifier
**What AIDA does:** AIDA (Adaptive Intelligent Digital Accessibility) is the protocol layer — the signal-governed constraint framework that tells the IGM how to respond under real-world conditions: low battery, limited connectivity, crisis environments, multilingual communities. Together, IGM + AIDA form a complete governance stack.
Where It Works
Emergency 911 dispatch and wildfire response
Veterans crisis services and treatment courts
Child welfare and DCFS hotlines, and homeless services
Caltrans infrastructure, traffic, and election integrity
Any California public agency using AI
About the Work
AIDA (Adaptive Intelligent Digital Accessibility) is a signal-governed AI protocol designed to improve how artificial intelligence systems operate under real-world constraints. It focuses on delivering clarity, efficiency, and accessibility in environments where traditional AI systems often fall short.
AIDA is designed to make AI usable when clarity, time, and cognitive bandwidth are limited.
System and Method for Reducing Computational Strain in AI Systems — Patent Pending