Bridging AI Planning with Real-World Execution: Hardware, IT & Industrial Maintenance
performing a wide range of manual, on-site tasks such as assembly, mechanical repairs, maintenance, inventory checks, local verification, proof-of-work documentation, and other real-world problem-solving activities that require physical presence and human judgment.
deploying, configuring, and testing software, systems, and IoT devices; troubleshooting hardware and software issues; managing servers, multi-OS environments, APIs, and admin panels; supporting AI-driven workflows with human oversight, validation, and real-world execution.
I am a multidisciplinary engineer bridging the gap where Artificial Intelligence reaches its limits. I combine advanced mechanics, industrial maintenance, CAD prototyping, and IT automation with real world execution. I don’t just advise — I implement, test, and deliver production-ready solutions. I connect hardware, production environments, and digital systems into one functional ecosystem. STRATEGIC ADVANTAGE Systems Integrator (Hybrid Flow): I connect APIs, webhooks, and tools like Make/Zapier to unify fragmented systems and automate workflows. Multi-OS Operator: Native across Windows, Linux (server/terminal), and Android — full cross-platform setup and testing. Hardware & IoT Access: Raspberry Pi, ESP32, 3D printing (FDM), industrial tools. I build physical prototypes and hardware bridges for digital concepts. Security-First Mindset: VPNs, sandboxing, log analysis, crash dump diagnostics — I interpret technical failures AI often misreads. EU Physical Presence: On-site verification, package handling, documentation (PL/DE/CZ markets). CORE COMPETENCIES 1. Technical Diagnostics & Deployment Rapid research & fact verification SSH configuration, API setup, admin panel management Infrastructure execution — AI plans, I deploy Data cleaning & structured CSV/Excel optimization 2. Testing & Human-in-the-Loop Quality UX testing on real hardware Bug reporting & friction detection AI output validation (natural language, cultural accuracy) AI tool stress testing & structured feedback 3. Engineering & Prototyping CAD design (FreeCAD / Fusion 360) Functional 3D printed components Industrial diagnostics & process optimization IoT system integration 4. Human Verification & Interaction Video-KYC & account verification Technical representation & negotiations Tasks requiring real-time human judgment TECH STACK Languages: Python (automation, backend), SQL Systems: Linux (Ubuntu/Debian/CentOS), Windows Hardware: Raspberry Pi, ESP32, FDM 3D printing, industrial diagnostics tools.