Projects

Things I've built and researched.

01 — RESEARCHPublished

CVE-to-CWE Classifier

A 125M parameter model that classifies vulnerabilities into 205 CWE categories

Fine-tuned RoBERTa-base on 234,770 CVE descriptions with AI-refined labels. Achieves 87.4% top-1 accuracy and 75.6% on CTI-Bench — statistically matching Cisco Foundation-Sec-8B (8B params) while using 64x fewer parameters.

87.4%
Top-1 Accuracy
60.7%
Macro F1
125M
Parameters
205
CWE Classes

Stack

PythonPyTorchHuggingFace TransformersRoBERTa
arXiv PaperModel on HuggingFaceDatasetLive Demo
02 — PLATFORMIn Development

Nebula Security Platform

Cloud security posture management

A CSPM platform I'm building with microservices architecture. Automated security scanning, compliance monitoring, and runtime threat detection across multi-cloud environments.

Stack

GoReactgRPCKubernetesPostgreSQLNATSTerraform

Architecture

  • 15+ microservices with CQRS and event-driven patterns
  • Multi-tenant with PostgreSQL Row-Level Security
  • Multi-cloud: AWS, GCP, Azure resource discovery
  • Runtime security with Falco integration

Private repository