I'm a Security & Systems Engineer with a passion for Threat Detection, Low-Level Kernel/Hardware Tinkering, and Explainable AI (XAI). I love breaking down complex systems from first principles and making software and hardware do things they weren't originally designed to do.
Production-grade, dual-boot OpenCore configuration for macOS Ventura on Intel 12th Gen Alder Lake (
i5-1235U).
- Highlights: Full Metal 2 Iris Xe Graphics Acceleration (
0x46A8, 1536 MB VRAM via patchedWhateverXe), Realtek ALC257 Layout 100 audio, native ACPI DMA bus arbitration (SSDT-MCHC&SSDT-SBUS), Wi-Fi 6, and I2C multi-touch trackpad alongside Windows 11.
High-performance network intrusion detection framework combining LightGBM with an Ambiguity-Gated Isolation Forest to slash false alarm rates from 10.42% to 0.76% across 2.8M network flows.
- Highlights: Sub-millisecond TreeSHAP (1.14 ms, 1,123× speedup) mapping feature contributions directly to MITRE ATT&CK techniques, automating containment playbooks to reduce MTTR by 94.8%.
Custom lightweight Android TV launcher, media streaming engine, and OS debloating automation built to provide a clean, telemetry-free smart TV experience.
| Domain | Technologies & Tools |
|---|---|
| Security & Detection | Threat Research, Process Lineage Analysis, MITRE ATT&CK, osquery, FIM, CIS Benchmarks, YARA |
| Systems & Low-Level | macOS OpenCore, ACPI / ASL / SSDTs, Kernel Kexts, Linux Internals, Android OS / ADB |
| Machine Learning & AI | Explainable AI (TreeSHAP), LightGBM, Computer Vision, OpenCV, PyTorch, Scikit-Learn |
| Languages & Scripting | Python, C / C++, Java, Bash / Zsh, SQL, JavaScript |
| Cloud & DevOps | Kubernetes (K3s), Docker, REST APIs, JWT Auth, Git, GitHub |