Botmonster Tech
Pair Ollama with Docker to run LLM-generated Python locally. A private, sandboxed ChatGPT Code Interpreter alternative with zero cloud calls.
AI
Hands-on guides to LLMs, agents, prompt engineering, and the AI tools Botmonster runs every day for real work, not demos.
Agentic RAG with LangGraph: 25% better accuracy, fewer calls
Agentic RAG lets LLMs autonomously decide when to retrieve, which sources to query, and validate results. Build pipelines with LangGraph and Ollama.
Claude Code is built entirely on MCP - what the source leak revealed
Claude Code runs 40+ permission-gated MCP tools. A 2026 source leak revealed file reads, bash execution, and Computer Use are discrete MCP calls.
Run vision models locally: Florence-2 and Qwen-VL for image analysis
Run Florence-2 and Qwen2-VL locally on an 8GB NVIDIA GPU for OCR, object detection, image captioning, and visual QA, fully offline.
The Claude Code source leak: what 512,000 lines of TypeScript revealed about AI agent architecture
Claude Code source leak revealed: KAIROS daemon mode, anti-distillation defenses, and a five-stage context cascade from 512K lines of TypeScript.
Claude Code with MCP: local agent for files, SQL, APIs
Build a local AI coding agent with Claude Code and MCP servers. Read files, query databases, and run commands through standard tool interfaces.