Standalone SOC Case Analyzer
Turns exported security cases into structured investigation reports. It normalizes inputs, supports optional evidence enrichment, and keeps the source case unchanged.
Security practitioner · Automation builder · AI enthusiast
I turn complex signals into useful action.
I’m Irek, a cybersecurity professional with 20+ years across security engineering, automation, and audit. I build practical tools that help people investigate, decide, and get work done—including AI-powered tools for security teams.
TRANSUNION · CYBERSECURITY
ADVISOR360 · SECURITY AUTOMATION
NETWORK SECURITY & AUDIT
PART 107 REMOTE PILOT
Selected projects
Applied AI, grounded in practice.
A selection of independent work across AI-assisted security operations, small-model training, and automation. Each project links to its source.
View the case analyzer
JobMatchAI
An AI-assisted job discovery workflow that evaluates public job postings against a profile and records results in Google Sheets.
NanoChat
A small-model experiment: pre-trained and fine-tuned a 286M-parameter GPT-2-grade model, with training notes and experiment results in the repo.
Fine-tuning LLMs Lab
A hands-on small-model lab covering supervised fine-tuning with LoRA, jailbreak evaluation, and preparing preference data for DPO.
Evidence stays visible
Keep source data, provenance, and uncertainty close to generated analysis.
People stay in control
Use AI to support decisions, with review points where the work calls for them.
Tools solve real tasks
Start from a workflow that is slow or hard to inspect, then make it easier to act.
Beyond the day job
I build for the hobbies I fly.
FPV racing gives me a real-world problem to solve: turn hours of DVR footage into trustworthy lap data and a clip worth sharing.
FPV · Computer vision · Agent workflows
Racegow: from raw DVR to a race-ready highlight.
I built Racegow to find my fastest three consecutive clean laps across raw FPV recordings. It reads the on-screen timer, detects gate crossings, filters crashes and invalid laps, and exports a frame-accurate highlight.
The lap analysis is deterministic. I can ask an AI coding agent to run the tool, inspect its verification images, and help with the workflow; the timing and lap checks stay grounded in the video.
41.43sthree consecutive laps · RaceGOW6 Track 2
Flying, measuring, improving.HDZero DVR · Air65 · Best three consecutive laps timed with Racegow
FlightLens · FPV configuration analysis
An offline Betaflight backup viewer that makes rates, filters, and configuration easier to inspect. Optional AI summaries use a reviewed structured digest; raw CLI text is not sent.
Explore FlightLens ↗Bridge & chess with family
I play both with my family. You can find me as papfpv on Chess.com; for bridge, we play on Trickster Cards.
Chess.com · papfpv ↗Trickster Cards ↗
FPV racing & freestyleBridge with familyChess with familyAI-assisted building
Experience
A career built around making systems safer.
Security engineering, automation, network design, and audit have been connected threads throughout my work.
20+ years in automation and security roles across financial services, banking, business process outsourcing, manufacturing, lottery, and media environments.
At work, I handle complex security incident and vulnerability management projects. That work is internal and can’t be shared publicly, so this portfolio focuses on independent projects that show how I approach similar challenges.
Security engineeringSecurity automationVulnerability managementIncident responsePythonSplunk SOARAnsibleAzure & TerraformNetwork securitySecurity audit
Senior Advisor, Cybersecurity · TransUnion
Security engineering, automation, response, vulnerability and threat management, and AI-powered tools for security teams.
Senior Security Automation Engineer · Advisor360
Security orchestration with Ansible, Splunk, and Python; Azure infrastructure and Kubernetes.
Senior Network Security & Automation Engineer · Commonwealth Financial Network
Security automation and orchestration, firewall operations, and data-center migrations.
Network Security Engineering & IT Audit
Global network and firewall engineering, security architecture, control assessments, and compliance audits.
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Let’s make security work better.
For security engineering, automation, or applied AI opportunities.