Chris Huber

Lead Cybersecurity Coach at RapidAscent | U.S. Air Force Veteran | AI + Security Builder

I train the next generation of cybersecurity professionals through hands-on apprenticeship programs that place graduates at Lockheed Martin, Boeing, BAE Systems, and 20+ defense and enterprise employers. Outside the classroom, I build production AI systems that solve real security problems.

Everything here runs on infrastructure I built and maintain — a multi-host cyber range on Proxmox with OPNsense, Wazuh SIEM, WireGuard, and a fleet of purpose-built VMs.

Featured Projects

ThreatBrief

Autonomous SOC analyst — a 6-agent LangGraph pipeline that triages security alerts end-to-end. Multimodal ingestion (JSON, PDF, screenshots, audio), zero-shot classification, RAG over CVE/MITRE ATT&CK with pgvector, sentence-similarity dedup, Claude-powered triage reasoning, and executive briefing generation.

LangGraph FastAPI pgvector HuggingFace Transformers Claude API Docker

Trading Bot

Dual crypto trading system on Kraken. Bot1: rule-based MACD + StochRSI across 12 pairs. Bot3: ML-driven with XGBoost/CUDA, 40 dynamic pairs, champion-challenger retraining pipeline. Both run continuously with TimescaleDB for time-series storage and GPU-accelerated model training.

Python XGBoost CUDA TimescaleDB PostgreSQL Kraken API

Claude Project Manager

AI agent that autonomously manages 12+ projects across a multi-host cyber range. Feature branches, safety guardrails, human-in-the-loop triggers, credential isolation, Obsidian knowledge base integration, and a dead-drop relay for multi-machine coordination.

Claude API Python SSH Obsidian Proxmox

SIEM Automation

Built after my SIEM went down for 3 days and nobody noticed. Wazuh watchdog with health monitoring, AI-powered alert triage, CVE validation against NVD, and push notifications via ntfy. Runs as a systemd service with automatic recovery.

Python Wazuh Claude API ntfy systemd

Network Security Audit

Complete security assessment methodology: 17 evidence artifacts, CIS-benchmarked SSH auditing, findings with risk ratings, remediation tracking, and handoff documentation. Built from a real audit of a production network.

Bash CIS Benchmarks SSH OPNsense

Tech Stack

Languages: Python, Bash, KQL, SQL
AI/ML: LangGraph, Claude API, XGBoost, HuggingFace Transformers, sentence-transformers, RAG, pgvector
Security: Wazuh, Microsoft Sentinel, Defender XDR, OPNsense, WireGuard, CIS Benchmarks
Infrastructure: Proxmox, Docker, systemd, nginx, PostgreSQL, TimescaleDB, FastAPI
Platforms: Microsoft E5 Security Stack, Entra ID, Intune, Kraken API

Education & Certifications

• M.Eng. Applied Data Science — Stevens Institute of Technology *(in progress)*
• B.S. Computer Programming — Southwestern College
• Certificate in Cybersecurity — City University
• CompTIA Security+

What I'm Working On

• Completing Microsoft security operations training across 9 domains (Sentinel, Defender, Entra, Intune, Purview, Exchange, SharePoint, Teams, Copilot)
• Building GhostWriter — an AI compliance document generator that produces full SOC 2 policy bundles
• Pursuing the Stevens MEng to formalize the bridge between cybersecurity and applied data science

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*I build things that work. If it's in a repo, it runs on real infrastructure solving a real problem.*

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