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AI Agents On-Call Engineering: Automate K8s Incidents

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.

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· ·7 min read min read
AI Agents On-Call Engineering: Automate K8s Incidents
Build a RAG System From Scratch: LangChain & OpenAI

Build a RAG System From Scratch: LangChain & OpenAI

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 Oktay Ateş
· 6 min read min
Desktop Automation AI Agents: Beyond the Browser

Desktop Automation AI Agents: Beyond the Browser

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 Oktay Ateş
· 7 min read min
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