// selected external contributions

Open Source Security

A curated set of upstream security and hardening work where the security boundary is visible in code. The emphasis is on validated changes and engineering evidence, not contribution volume.

Model-serving media retrieval

vLLM

Security controls around multimodal media retrieval and shared connector policy.

Detection engineering

Microsoft Sentinel

Detection content for suspicious network, identity, endpoint, and control-plane activity.

Research-driven remediation

Discovery continues into verification.

Vulnerability research and upstream engineering increasingly overlap in my work. When possible, the process continues past discovery into patch review, regression validation, and verification that the security boundary actually changed.