Disclaimer

Personal project

This repository is a personal, independent project by Prasenjit Singh. It was created on personal time and personal equipment. It is not affiliated with, sponsored by, or endorsed by any employer, client or organization, past or present, and it does not represent the views, practices or systems of any of them.

No warranty, no advice

The software and documentation are provided "as is" under the Apache License 2.0, without warranty of any kind. See LICENSE for the full terms, including the disclaimer of warranty and limitation of liability.

Nothing here is security, legal, compliance or professional advice. Scores, authority recommendations and reports produced by the lab describe behavior on synthetic scenarios and must not be relied on as an assessment of any real system, product, model or deployment. Any decision to grant an AI system operational authority in a real environment is the user's responsibility and should follow the user's own risk management and review processes.

Synthetic data only

All incidents, users, endpoints, events, indicators and organizations in this repository are fictional. Names are invented, IP addresses come from the reserved documentation ranges, and domains use the reserved .example suffix. Any resemblance to real persons, organizations or infrastructure is coincidental.

Responsible use

The adversarial scenarios are defensive test cases that run against a simulated environment inside this repository. They contain no exploits, malware or credential-theft tooling. Do not adapt any part of this project to test, probe or interfere with systems, models or services you do not own or have written authorization to test. The user is solely responsible for complying with applicable laws, provider terms of service and organizational policies.

Third-party names and pricing

OpenAI, Azure and Microsoft, Anthropic and Claude, Google, Gemini and Vertex AI, xAI and Grok, Meta and Llama, Ollama, Open Policy Agent, PostgreSQL, Redis, MLflow, Arize Phoenix and MITRE ATT&CK are trademarks or registered marks of their respective owners. They are referenced only to identify interoperability. No affiliation, sponsorship or endorsement is implied. Models accessed through the provider adapters are governed by their own licenses and terms.

Any cost figures are rough estimates from a placeholder table, are labeled as estimated wherever they appear, and are not vendor pricing.

Contributions

By submitting a contribution you agree that it is your own work, that you have the right to submit it, and that it is licensed under the Apache License 2.0 like the rest of the project.