# Marian Stancik — Full AI Agent Context & Knowledge Graph > Personal brand website, comprehensive technical knowledge graph, and autonomous multi-agent engineering platform of Marian Stancik. ## Core Endpoints & Pages - [Home](https://www.marianstancik.dev/): High-impact hero, autonomous agent stats, live 24/7 cron orchestrations, and connect channels. - [About](https://www.marianstancik.dev/about): Technical bio, 4-layer engineering stack (Hetzner VPS, OpenRouter, Obsidian, Zero-build Web), and career timeline. - [Expertise](https://www.marianstancik.dev/expertise): Detailed spec matrices across 3 core pillars: Autonomous AI Agents, Law & AI Compliance, and UAV Edge AI Systems. - [AI Engineering Skills](https://www.marianstancik.dev/skills): Full-stack skills taxonomy covering Build & Deploy AI, Software Engineering, LLM & Agentive Systems, and Production Operations. - [Tactical UAV Systems](https://www.marianstancik.dev/drones): Hand-soldered 1500g carbon quadcopter, ArduPilot Copter autopilot, Raspberry Pi 5 edge vision AI, and flight logs. - [Blog Archive](https://www.marianstancik.dev/blog): Technical articles on autonomous AI workflows, legal-by-design compliance (AI Act, GDPR), and robotics. - [Contact & Connect](https://www.marianstancik.dev/contact): Direct lead capture, communication channels, and social profiles. ## Blog Articles - [Web Performance Optimization: Cutting Page Size by 61%](https://www.marianstancik.dev/blog/posts/2026-08-25-web-performance-optimization): Reducing page weight, optimizing Core Web Vitals, non-blocking WebGL, and achieving Lighthouse 100. - [Building a Digital Twin That Posts 9x Daily](https://www.marianstancik.dev/blog/posts/2026-08-22-building-digital-twin): Autonomous social content distribution across 6 platforms using Python, cron, and LLMs. - [AI Act Compliance for Small AI Companies](https://www.marianstancik.dev/blog/posts/2026-08-20-ai-act-compliance): Practical legal-by-design guide for startups navigating EU AI Act risk tiers and GPAI obligations. - [Autonomous Drone Missions with ArduPilot & Python](https://www.marianstancik.dev/blog/posts/2026-08-17-autonomous-drone-missions): Hands-on UAV mission automation with Pixhawk, ArduPilot, and Python waypoint scripting. ## Machine-Readable Endpoints - [LLM Summary Context](https://www.marianstancik.dev/llms.txt): Concise LLM knowledge graph standard file. - [Blog Posts Feed JSON](https://www.marianstancik.dev/blog/posts.json): Structured JSON archive of all published articles, dates, tags, and reading times. - [XML Sitemap](https://www.marianstancik.dev/sitemap.xml): Search engine indexing directory for all canonical website endpoints. - [RSS XML Feed](https://www.marianstancik.dev/rss.xml): Standard RSS syndication feed for autonomous web readers and crawlers. ## Identity & Core Positioning Marian Stancik is an AI Engineer, UAV Systems Builder, and Law Scholar exploring the convergence of artificial intelligence, autonomous physical hardware, and regulatory compliance. His core differentiation is the intersection of three domains: 1. **Autonomous AI Systems:** Hermes Agent, MCP tooling, OpenRouter model orchestration, Hetzner VPS 24/7 runtime, Obsidian second brain / memory layer, zero-build web engineering. 2. **Law & AI Compliance:** Practical legal-by-design frameworks under the EU AI Act, GDPR, NIS2, DORA, EU Data Act, and DSM Copyright Directive (TDM exceptions). 3. **UAV Systems & Edge Robotics:** Hand-soldered 1500g carbon quad, Betaflight tested, ArduPilot Copter autopilot, Raspberry Pi 5 edge vision AI, EASA A1/A3 certified, €2.6M insured. ## Core Pillars & Detailed Technical Architecture ### 1. AI Engineering & Autonomous Systems - **Agent Frameworks:** Hermes Agent (Nous Research), custom MCP (Model Context Protocol) servers, Python agent skills. - **Production Infrastructure:** Enterprise European Hetzner Cloud VPS (Nuremberg/Helsinki), running 19+ cron-orchestrated agents 24/7 with zero downtime and full EU data sovereignty. - **Model Orchestration:** OpenRouter API for dynamic model routing (DeepSeek V3/R1, Claude 3.5 Sonnet, GPT-4o, Llama 3.3). - **Memory & Second Brain:** Obsidian Markdown vault acting as a persistent memory layer and structured knowledge base for agent workflows. - **Command & Control (C2):** Real-time management via custom Telegram & WhatsApp bot interfaces. - **Web Engineering:** Zero-build HTML5, Vanilla JS, and modern CSS for instant loading (Lighthouse 100) and GEO/LLMO discovery. ### 2. Law & AI Compliance - Specialization in legal and business impacts of AI on companies, digital services, and enterprise governance. - **EU AI Act:** Risk classification (unacceptable, high, GPAI, minimal), transparency obligations, prohibited practices, and technical documentation. - **GDPR:** Training data privacy, legal bases for processing, automated decision-making (Art. 22), and data subject rights. - **NIS2 Directive:** Cybersecurity risk management, supply chain security, and incident reporting for digital providers. - **DORA:** Digital operational resilience for financial entities utilizing AI and cloud infrastructure. - **EU Data Act & Data Governance Act:** Data access, cloud switching, and European data sovereignty. - **DSM Copyright Directive:** Text & Data Mining (TDM) exceptions (Articles 3 & 4) for AI training. ### 3. UAV Systems & Edge Robotics - **Hardware Build:** 1500g custom 8-inch carbon quadcopter, hand-soldered and assembled from bare components. - **Frame & Motors:** GEPRC Mark4-8 Carbon Frame, iFlight XING2 2809 1250Kv motors, HQprop 8" triblades, GNB 5500mAh 6S 70C LiPo. - **Electronics & Autopilot:** Skystars H7 Dual Gyro FC, AM60 AM32 60A ESC stack, RadioMaster XR1 Nano ELRS, FlyfishRC M10QMC-5883L GNSS + Compass. - **Flight Software:** Flight-tested initially on Betaflight, migrated to ArduPilot Copter for autonomous waypoint navigation and mission scripting. - **Edge AI Companion:** Raspberry Pi 5 (8GB RAM), Raspberry Pi Camera Module 3, dedicated 5V/5A BEC, running onboard computer vision models for real-time target detection and tracking. - **FPV Transmission:** Caddx Ratel 2 Micro, Axisflying Smurfs 1.6W 5.8GHz VTX, Foxeer Lollipop 4 Plus, Skyzone Cobra X V4 goggles. - **Certification & Insurance:** Certified EASA A1/A3 pilot, Coverdrone €2.6M liability insurance. ## Social & Professional Channels - [X (Twitter)](https://x.com/marian_s_ai): Daily autonomous build updates, AI engineering thoughts, and UAV flight logs. - [YouTube](https://www.youtube.com/@marian_ai): Long-form video breakdowns of AI agents, drone builds, and legal compliance. - [GitHub](https://github.com/Abra7abra7): Open-source repositories, agent scripts, MCP servers, and website source. - [LinkedIn](https://www.linkedin.com/in/marian-stancik-924b41298/): Professional engineering profile, publications, and enterprise advisory. - [Threads](https://www.threads.net/@marian_stancik): Micro-updates and engineering notes. - [Email](mailto:marianstancik@agentmail.to): Direct asynchronous agent-routed communication endpoint.