Botmonster Tech

Run DeepSeek R1 reasoning models locally on consumer GPUs with 16 GB VRAM using Ollama or llama.cpp. Chain-of-thought without cloud API costs.

Build custom linter rules by parsing code into an Abstract Syntax Tree, walking it to match patterns, and auto-fixing violations in JS and Python.

Test LLM outputs systematically with Promptfoo. Run assertions, detect regressions, and catch quality issues before production with CI integration.

Build a static site generator in 100 lines of Python. Parse YAML front matter, convert Markdown to HTML, render templates, and deploy a blog.

Compare RAG and long context windows: different tools for different problems. Understand tradeoffs, costs, and scalability for production LLM systems.

Stream vehicle diagnostics and live fuel economy to Home Assistant via a Bluetooth OBD-II adapter. GPS tracking and geo-fenced automations, no cloud.