Build a Python FastAPI bot for GitHub and Gitea webhooks. Covers verification, routing, auto-labeling, PR enforcement, one codebase for both.
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Hands-on experience with AI, self-hosting, Linux, and the developer tools Botmonster actually uses
Route Ollama, vLLM, OpenAI through one LiteLLM API
Unify access to Ollama, vLLM, OpenAI, Anthropic, and Google models behind one endpoint. Routing, load balancing, and rate limiting with LiteLLM.
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.
Speed up Linux boot 4-7 seconds with systemd-analyze
Use systemd-analyze to identify blocking services and dependency issues slowing your Linux boot, then eliminate bottlenecks and cut startup times.
Clone your voice with Coqui TTS: 5 minutes to custom speech
Train a custom text-to-speech voice with Coqui TTS from 5 minutes of audio. Clone your voice or create synthetic voices offline on consumer hardware.
MCP server development: build custom tools for Claude and local LLMs
MCP server development in Python: build custom tools with file readers, database backends, authentication, and rate limiting ready for production.
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