security engineer · offensive × ML · rust / c / python
raw primitives over frameworks — FOSS-only
local inference on constrained hardware — no cloud
exploit dev · CVE triage · patch-diff analysis
protocol & web attack surface · fuzzing · RE
active bug bounty hunter
raw primitives over frameworks · FOSS-only
flashaudit-core zero-copy secret scanner · memmap2 + rayon
SARIF 2.1.0 · 66 vendor rules · pre-commit hook
cilium upstream eBPF / networking contributor
thesis adversarial-example detection in flow-based NIDS
result TPR 0.960 @ FPR < 0.01 · CSE-CIC-IDS2018
biostream real-time anomaly · isolation forest · ~3k ev/s · sub-5ms
xss-detect ml detection engine · 97.7% accuracy
ruddy builds — substack
latest: security-headers audit of open-source companies
