I'm founder/tech lead for an open-source AI/LLM toolkit, and have been working on code & techniques for LLM selecting, hosting, optimizing, fine-tuning, context management (including RAG, contextual compression, etc), function-calling, agent & tool frameworks for over a year. Multiple projects deployed on the cloud & on-prem, from LLMOps to data extraction from unstructured sources, to integration with ETL and other enterprise processes, and beyond. Deep expertise includes Python development since the mid-90s, rule-based systems, knowledge graphs, evolutionary algorithms, and more.