AI

Hands-on guides to LLMs, agents, prompt engineering, and the AI tools Botmonster runs every day for real work, not demos.

Underground vault library with glowing holographic books arranged in vector space and a robot librarian retrieving relevant volumes

Setup a private local RAG knowledge base

Build a private RAG with Qdrant, BGE-M3 embeddings, and Ollama. Index your documents locally and answer questions with zero data leaving your machine.

Building multi-step AI agents with LangGraph

Building multi-step AI agents with LangGraph

Build production-grade AI agents with LangGraph's graph architecture. Add self-correction, memory management, and multi-agent patterns to Python apps.

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Run Llama 4 Scout locally: 24GB VRAM, GGUF, real speeds

Run Llama 4 Scout locally with Unsloth dynamic GGUF. Real VRAM by GPU, which quant fits 24GB, Ollama vs llama.cpp, and honest tokens per second.