Note: This protocol is a slightly modified version of the GPT-VINs-Protocol, where the nomenclature of VIN for GPTs has been renamed to GIN. To preserve the historical record and show evolution, both repositories will remain available.
If you ask a GPT today:
“What AI server are you running on? What version are you? Who issued you?”
It can’t answer.
- No persistent identity
- No cluster fingerprint
- No GPU execution hash
- No infrastructure-bound metadata
This creates a compliance and security blind spot — especially dangerous in regulated environments.
No GPT should operate in regulated environments unless it carries a verifiable identity — a GIN for AI.
The .aix
protocol makes this possible:
- Each agent is tagged at runtime
- Identity is cryptographically bound to execution
- Metadata includes: model version, deployment ID, GPU fingerprint, and timestamp
- Logs can optionally be submitted to public or private GIN registries
- Immediate traceback of rogue or misbehaving agents
- Live audit logging for compliance and infrastructure forensics
- Revocation at the hardware level (PID/GPU-level shutdowns)
- Operational accountability across critical sectors like finance, healthcare, and government
This repository shares open protocol concepts only.
It does not include enforcement systems currently protected under U.S. provisional patents.
- The
.aix
file format - GIN schema and metadata structure
- Guidance for basic GIN integration into LLM deployments
The following are not open source and require licensing:
- Pre-inference validation of
.aix
trust headers - GIN-based prompt rejection or sandbox escalation
- Execution receipts and cryptographic binding
- Forensic audit stubs and infrastructure fingerprinting
These systems are covered by U.S. Provisional Patent 4: GPT Security & Enforcement Layer.
The core idea of GIN-tagged GPTs is released into the public domain.
You are free to adopt, extend, or implement the concept of persistent, verifiable AI identity — no license or attribution required.
See LICENSE.txt
for full disclosure terms and scope boundaries.
.aix
Task File Format → https://github.com/mjtiv/aix-file-format- Runtime Enforcement Framework → private repo (available upon licensing inquiry)
🚨 Enforcement tools described in related patents are not included in this repository. This repo is for the GIN identity tagging protocol only.
This repository uses a dual release model:
- Protocol and educational materials: Creative Commons Attribution–NonCommercial 4.0 (CC BY-NC 4.0)
- Enforcement mechanisms: Patent-protected — not licensed for commercial use without written agreement
No commercial rights are granted for GIN-based enforcement, parsing, cryptographic receipt generation, or runtime identity tracing under this release.
This license applies only to the GIN tagging protocol and file format — not to execution control, validation infrastructure, or enforcement subsystems.
📬 For licensing access to enforcement components, forensic tracing, or pre-inference validation tooling, please contact: mjt6ss@virginia.edu
© 2025 M. Joseph Tomlinson IV. Some rights reserved.