✦ AI Engineering Skills

Skills & Capabilities

Full-stack AI engineering — from LLM orchestration and Hermes Agent loops to cloud infrastructure, legal compliance, and physical UAV robotics.

Hermes Agent & Multi-Agent Systems

  • Hermes Agent: Autonomous execution loops & reflection on 24/7 Hetzner VPS
  • MCP Server Design: Custom Model Context Protocol tools & APIs
  • OpenRouter Multi-LLM: Dynamic routing across DeepSeek, Claude 3.5 & GPT-4o
  • Obsidian Memory Layer: Bi-directional markdown vault for agent memory persistence
  • C2 Interfaces: Interactive command & control via Telegram & WhatsApp bots

Software, High-Perf Web & Cloud

  • Python 3 Ecosystem: FastAPI, Asyncio, Playwright, toolchain automation
  • Zero-Build High-Perf Web: 100% Vanilla HTML5/CSS3/JS, zero framework bloat, PageSpeed 100 & 0ms TBT
  • GEO & 3/3 Agentic Browsing: llmstxt.org v2 standard, Schema.org @graph, optimized for Perplexity & LLM crawlers
  • Linux VPS Administration: Ubuntu Server on Hetzner Cloud (DE/FI), Caddy reverse proxy & SSL
  • Production Operations: 19+ 24/7 cron orchestrations, SQLite persistence & watchdog monitoring

Law & AI Compliance

  • EU AI Act: Risk classification, GPAI governance, and technical documentation files
  • GDPR & Privacy: Training data compliance, automated profiling safeguards
  • NIS2 & DORA: Supply chain cyber resilience & financial tech operational readiness
  • EU Data Act: Data sharing, cloud interoperability, and EU data sovereignty
  • DSM Copyright: Text & Data Mining (TDM) exemptions for AI model training

Tactical UAV Systems & Edge Robotics

  • Hardware Build: Hand-soldered 1500g 8-inch carbon quad from bare components
  • Flight Software: Dual Betaflight dynamics tuning & ArduPilot Copter waypoint missions
  • Edge Vision AI: Raspberry Pi 5 (8GB) + Camera 3 running onboard object detection
  • Avionics & Telemetry: Skystars H7 Dual Gyro FC, AM60 60A ESC, RadioMaster ELRS, GNSS
  • Certifications: EASA A1/A3 licensed drone pilot, €2.6M Coverdrone liability insurance
✦ FAQ & Knowledge Base

Frequently Asked Questions

Structured answers regarding AI agent architectures, legal compliance, hardware builds, and collaborations.

Who is Marian Stancik?
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Marian Stancik is an AI Engineer and UAV Builder. He builds autonomous systems on Hermes Agent (by Nous Research), MCP, hand-soldered tactical UAVs (ArduPilot, Raspberry Pi 5 edge vision AI), and legal-by-design compliance architectures (EU AI Act, GDPR, NIS2, DORA).
What is Hermes Agent and how does Marian use it?
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Hermes Agent is an autonomous agent framework. Marian deploys Hermes Agent on a dedicated European Hetzner Cloud VPS running 24/7 background cron loops, interfacing via custom Model Context Protocol (MCP) servers, with dynamic model routing through OpenRouter API, persistent long-term memory managed in an Obsidian knowledge vault, and interactive Command & Control (C2) through Telegram and WhatsApp.
What infrastructure powers Marian's autonomous agents?
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Autonomous agents run on a Linux Ubuntu VPS hosted in Hetzner Cloud (Nuremberg and Helsinki data centers), ensuring strict EU regulatory alignment and data sovereignty. The stack consists of Python 3, FastAPI, Caddy reverse proxy, SQLite, 19+ cron orchestrations, Obsidian Markdown second brain for memory, and zero-build Vanilla HTML5/CSS3/JS for high-performance interfaces (Lighthouse 100).
What is Marian's regulatory knowledge in AI governance and EU regulations?
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Marian studies legal-by-design architectures covering:
  • EU AI Act: Risk classification, GPAI governance, and technical documentation.
  • GDPR: Training data privacy and automated decision safeguards.
  • NIS2 Directive & DORA: Cybersecurity resilience and financial operational readiness.
  • EU Data Act & DSM Directive: Data sovereignty and Text & Data Mining (TDM) exceptions for AI training.

⚠️ This is shared for educational purposes only and does not constitute legal advice.

What are the technical specs of Marian's tactical UAV build?
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A custom-built 1500g carbon tactical quadcopter with an 8-inch GEPRC Mark4 frame, Skystars H7 Dual Gyro FC, AM60 60A ESC stack, iFlight XING2 2809 1250Kv motors, 6S 5500mAh LiPo, RadioMaster ELRS telemetry, and FlyfishRC GNSS. It runs ArduPilot Copter autopilot software with an onboard Raspberry Pi 5 (8GB) companion computer and Camera Module 3 for real-time computer vision target detection. Certified EASA A1/A3 with €2.6M Coverdrone insurance.