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Colin Mietka

LLM

Agents, MCP, RAG, Knowledge Graphs, all open source and local
·2923 words·14 mins
AI LLM RAG MCP Agent Knowledge Graph Embeddings
Agentic AI and MCP are the new thing in 2025. I figured it’s time to try them out and share the results. Witness the rise of my AI Agent, with Web Search, Data Analysis and Knowledge Graph enhanced RAG.
Self-host your AI assistant
·1797 words·9 mins
AI LLM RAG Homelab Privacy Code
AI assistants are now commonly used for various tasks, powered by advanced machine learning models. While cloud-based services is the go to for most people, concerns over data privacy have led me to explore self-hosting as a cost-effective alternative.