Systems Architect building autonomous systems and modern web infrastructure in the open. Creator of autonode.tech and aixsap.com.
Traditional RPA scripts break every time a UI changes. Self-healing browser automation uses LLMs and computer vision to fix broken selectors at runtime — automatically. Here's how RPA 2.0 works and how to build it today.
Oktay Ateş
Choosing the wrong vector database costs you weeks of migration work later. This practical breakdown of Pinecone, Weaviate, and Chroma — with real code examples — gives you a clear decision framework based on your actual production requirements.
Oktay Ateş
AI agents are handling first-response Kubernetes incidents autonomously, cutting MTTR in half and letting engineers sleep. Here's the architecture, real code, and production considerations to build your own on-call AI agent this weekend.
Oktay Ateş
Stop hand-waving through RAG architecture. This guide builds a complete retrieval-augmented generation system from scratch using LangChain and OpenAI — with real code, real chunk strategies, and the failure modes nobody warns you about.
Oktay Ateş
If you're still writing boilerplate and hand-crafting test cases manually, you're losing ground fast. Here's the practical, no-hype guide to automating your developer grunt work with AI — with working code you can deploy this week.
Oktay Ateş
Model Context Protocol (MCP) is the open standard that finally gives AI models a clean, portable way to connect to tools and data. Here's what it is, how it works, and why every developer building AI agents needs to understand it now.
Oktay Ateş
Browser automation was just the beginning. The real enterprise automation opportunity lives in native desktop apps — legacy ERPs, finance terminals, thick-client tools. Here's the architecture, working code, and honest pitfalls of building desktop automation AI agents today.
Oktay Ateş
Streaming LLM responses isn't just a visual trick — it's a foundational architecture decision. Learn how to implement real-time token streaming in Python and JavaScript, avoid production gotchas, and instrument the metrics that actually matter.
Oktay Ateş
AI agents are graduating from demos into production and causing real outages. Here are the layered safety patterns — execution budgets, risk-tiered tools, injection defense, and transactional rollback — every team needs before deployment.
Oktay Ateş