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Agentic AI

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Data at the Frontier

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Areas of Expertise

  • Agentic AI — Agentic AI, AI-native prodcuts, MCP servers, LLM orchestration on AWS Bedrock — including the CEO Innovation Award-winning 3-agent platform at Belden
  • Industrial Edge & OT/IT Convergence — IIoT architecture, Margo open standard, edge deployments, MQTT, and industrial automation (SPS 2025, Linux Foundation)
  • AWS Cloud Architecture — Serverless, CDK, cost optimisation, and Well-Architected patterns — backed by all 10 AWS certifications and AWS Community Builder status
  • Data Lakehouse & Data Mesh — Apache Iceberg, DuckDB, Data Infrastrcuture for AI-Native Products
  • Generative Engine Optimisation (GEO) — Static site generation, AI-accessible content infrastructure, llms.txt, MCP server exposure, and structured data for LLM discoverability

Latest Research

  1. Why My Blog's MCP Server Has No Authentication

    · hugo

    Exploring the architectural decision to skip authentication for a public blog MCP server, prioritizing frictionless access for AI agents and why public content deserves a public API.

  2. Why Quadlet Is Different, Part 3: Production Lifecycle on the Factory Floor

    · containers

    Push-based readiness, kernel watchdog supervision, two-layer shutdown timeouts, hardware-coupled dependencies, and more — lifecycle control Compose can't express

  3. Why Quadlet Is Different, Part 2: Defence-in-Depth Cybersecurity at the Service Level

    · containers

    Quadlet exposes systemd hardening — filesystem isolation, kernel surface reduction, network microsegmentation, syscall filtering — declared inline, scored numerically, mapped to IEC 62443

  4. Why Quadlet Is Different, Part 1: Resource Governance That Compose Can't Express

    · containers

    Podman Quadlet inherits 100+ systemd directives for memory throttling, CPU pinning, I/Om and hierarchical resource budgets — capabilities Compose can't express

  5. From AI Intern to AI Employee

    · ai

    Migrate your AI Agent from native Bedrock Agents to Strands Agents SDK with AWS AgentCore. Learn why ECR containers beat Lambda for agentic AI workloads

Andrii Melashchenko

Andrii Melashchenko

Technical articles on AWS, AI, serverless, and cloud-native architecture by Andrii Melashchenko

42 articles published

Senior Principal Architect at Belden Inc., architecting AI-native industrial networking platforms. Belden CEO Innovation Award recipient, all 10 AWS certifications, PhD in Computer Science. AWS Community Builder, 15-year ISO/IEC JTC 1 member, and Margo.org contributor.