Senior Software Engineer · AI/ML Researcher · CNC / HMI Specialist

Welcome to my GitHub profile. I’ve spent the last 15+ years building industrial-grade software in C++, Python, CAD/CAM, HMI development and CNC automation.
In parallel, I conduct independent research in AI, computer vision and image forensics.

Most of my work lives inside private enterprise repositories:

• 🏗️ Complex software architectures for industrial automation
• ⚙️ Modernization, refactoring and performance tuning of large C++ codebases
• 📐 CNC-oriented computational geometry and advanced HMI systems
• 🔍 Internal tools, QA automation and predictive maintenance R&D

I also maintain several private research repositories:

• 🌓 Spectrum Analyzer (AI-generated vs real image detection)
• 🎞️ StoryHash (video fingerprinting and temporal embeddings)
• 🧩 Vortex Engine / Neon Excape (voxel/isometric engine and procedural simulation)
• 🤖 AI Agents and internal MLOps tooling

These private repositories represent an important part of my ongoing research.

I publish research in image forensics, AI explainability and synthetic image detection.

• Spectrum Analyzer: A Practical Approach to AI-Generated Image Detection
  Methods, benchmarks and analysis using spectral-domain techniques.
  (preprint / technical report)

• StoryHash: Towards Temporal Fingerprinting of Video Content
  Framework for video identity tracking using temporal embeddings.
  (preprint / technical report)

More publications will be added as they become publicly available.

Supporting repositories for my open research:

• AIvsREAL Dataset
  Large-scale dataset for real vs AI-generated image detection.

• Spectrum Analyzer – Public Tools
  Notebooks, tools and experiments.

• CIFAKE-Extended
  Extended version of CIFAKE for forensics benchmarking.

• Image Forensics Experiments
  Reference notebooks and scripts for my open experiments.

I am inventor or co-inventor of multiple software patents related to:

• 🖥️ HMI interfaces and workflow logic for CNC industrial machinery
• 🪚 CAD/CAM automation, process optimization and machine control

Full details available upon request where NDA constraints allow disclosure.

A full-stack platform I designed for managing photography businesses: communication flows, customer portals, reminders, contracts and freelancer coordination.
Built with Django, Celery and REST APIs.
Now evolving into a SaaS with data-driven analytics and AI-assisted communication.

A lightweight speech-to-text platform based on Whisper pipelines, batching strategies and a minimal microservice architecture.

Private tools for:

• 🌀 5-axis angle computation and toolpath geometry
• ✍️ ISO code generation and CNC post-processing
• 🧪 Machine simulation
• 📊 Predictive diagnostics and ML-based pattern analysis

An isometric voxel engine with procedural maps and lightweight rendering optimizations.

Mentor for students on ML, game development and computational geometry.
Author of internal workshops on Git, CNC/HMI architecture and AI explainability.

• qDBManager – Lightweight ORM/Entity Manager for Qt
• Asteroids – C++ implementation of the classic arcade game
• gmplot – Contributor to the Python Google Maps plotting library

🌐 Visit my Website • 💼 Connect on LinkedIn

This profile reflects:

• deep industrial experience in CNC/HMI systems and complex software engineering
• a concrete commitment to open AI research and image forensics
• a blend of enterprise-grade engineering and independent scientific output
• parallel work on platforms, tools and projects used in real-world contexts

For collaborations, research discussions or inquiries, feel free to reach out.