* [AiSOC v7.4.0](https://github.com/beenuar/AiSOC) – Self-hostable SOC stack that ingests security events, correlates alerts, runs AI-driven investigations, and logs per-step agent decisions.

* [Threatest v1.3.1](https://github.com/DataDog/threatest) – CLI and Go framework for end-to-end testing of threat detection rules and alert correlation.