Disclaimer: These models are provided "as is," without warranty of any kind. They are research and defense tools, not a substitute for a complete security program. They can produce false positives (blocking legitimate traffic) and false negatives (missing real attacks), and their performance may vary with traffic patterns, deployment configuration, and the threats they face. Netgoat AI and its contributors are not liable for service outages, data loss, security breaches, or other damages arising from the use of these models. Test thoroughly in a staging environment before deploying to production, and monitor and tune them continuously.