As a freelance Kubernetes Expert and certified Google Cloud Professional, I am a strategic partner for businesses seeking to transform complex technology into a measurable competitive advantage. My mission is to design and implement robust, secure, and highly automated cloud infrastructures that empower your teams to accelerate software development and bring innovations to market faster. As a Kubestronaut, a top-tier Kubernetes certification, I possess the deep, practical expertise required to build and scale cloud-native solutions, focusing on translating technical excellence into tangible business success. My specialization begins with Cloud Migration and Modernization, where I architect the end-to-end transition of legacy, monolithic on-premise systems to scalable, efficient cloud-native architectures on Kubernetes or Cloud Services, an approach proven to sustainably reduce both technical debt and operational costs. Furthermore, I champion Automation and Efficiency by implementing complete GitOps-driven and Infrastructure as Code workflows. By building comprehensive observability stacks, I significantly increase your development team's efficiency, minimize manual errors, and dramatically reduce the mean time to repair (MTTR). Finally, I embed Security and Compliance principles into the very foundation of your infrastructure, drawing on my hands-on experience implementing full DevSecOps toolkits and ensuring adherence to strict industry standards, including C5 compliance. Ultimately, I don't just build platforms; I build the stable, secure, and scalable cloud-native solutions that enable your agile teams to build and release superior products with both speed and quality. https://speakerdeck.com/itchimonji 2026-04-23 23:07:17 -0400 Move beyond passive chatbots and discover how autonomous AI agents perceive, reason, and act in the real world by connecting to custom data and external tools. In this comprehensive presentation and workshop guide, Patrick Eichler (Cloud Architect & SRE at YunaCloud) breaks down the massive ecosystem required to build production-grade AI agents. Whether you are looking to automate data analytics, streamline software development, or build a personalized AI assistant, this deck provides both the theoretical foundation and the practical code architecture to get started. Key Topics Covered: - The Anatomy of an Agent: Understanding the shift from "Talkers" to "Doers" and the four core pillars of autonomous systems: The Brain (LLMs), Memory, Planning, and Tools. - The ReAct Loop: How agents continuously operate using the Reasoning + Acting pattern (Think, Act, Observe) to achieve complex goals. - Retrieval-Augmented Generation (RAG): Transforming LLMs from a "closed-book" state to an "open-book" system. Learn the pipeline of document chunking, text embeddings, and vector database retrieval to ground AI responses and prevent hallucinations. - Model Context Protocol (MCP): A deep dive into the "USB-C for AI." Learn how this open standard solves the complex integration problem, allowing AI models to safely and standardly connect to APIs, databases, and local filesystems. - Practical Workshop (The Autonomous Study Buddy): A step-by-step walkthrough on building a local AI agent using Node.js, the Gemini API, and Docker (for Redis persistent memory). - Production Security & Guardrails: Real-world challenges like unintended loops, compounding errors, and over-permissioning, and how to solve them using observability, human-in-the-loop designs, and enterprise tools like GCP Model Armor. Perfect For: Cloud architects, software developers, and AI enthusiasts looking to bridge the gap between basic generative AI and autonomous, tool-wielding agentic workflows. Move beyond passive chatbots and discover how autonomous AI agents perceive, reason, and act in the real world by connecting to custom data and external tools. In this comprehensive presentation and workshop guide, Patrick Eichler (Cloud Architect & SRE at YunaCloud) breaks down the massive ecosystem required to build production-grade AI agents. Whether you are looking to automate data analytics, streamline software development, or build a personalized AI assistant, this deck provides both the theoretical foundation and the practical code architecture to get started. Key Topics Covered: - The Anatomy of an Agent: Understanding the shift from "Talkers" to "Doers" and the four core pillars of autonomous systems: The Brain (LLMs), Memory, Planning, and Tools. - The ReAct Loop: How agents continuously operate using the Reasoning + Acting pattern (Think, Act, Observe) to achieve complex goals. - Retrieval-Augmented Generation (RAG): Transforming LLMs from a "closed-book" state to an "open-book" system. Learn the pipeline of document chunking, text embeddings, and vector database retrieval to ground AI responses and prevent hallucinations. - Model Context Protocol (MCP): A deep dive into the "USB-C for AI." Learn how this open standard solves the complex integration problem, allowing AI models to safely and standardly connect to APIs, databases, and local filesystems. - Practical Workshop (The Autonomous Study Buddy): A step-by-step walkthrough on building a local AI agent using Node.js, the Gemini API, and Docker (for Redis persistent memory). - Production Security & Guardrails: Real-world challenges like unintended loops, compounding errors, and over-permissioning, and how to solve them using observability, human-in-the-loop designs, and enterprise tools like GCP Model Armor. Perfect For: Cloud architects, software developers, and AI enthusiasts looking to bridge the gap between basic generative AI and autonomous, tool-wielding agentic workflows. Thu, 30 Apr 2026 00:00:00 -0400 https://speakerdeck.com/itchimonji/building-a-study-buddy-ai-agent-from-scratch-from-passive-chatbots-to-autonomous-systems https://speakerdeck.com/itchimonji/building-a-study-buddy-ai-agent-from-scratch-from-passive-chatbots-to-autonomous-systems You will learn foundational and advanced prompting techniques while building a functional, single-page personal portfolio website using Gemini. You will learn foundational and advanced prompting techniques while building a functional, single-page personal portfolio website using Gemini. Thu, 23 Apr 2026 00:00:00 -0400 https://speakerdeck.com/itchimonji/prompting-the-web-building-your-portfolio-with-genai https://speakerdeck.com/itchimonji/prompting-the-web-building-your-portfolio-with-genai