Python, Logging, Hugging Face TGI, GPU-backed serving stacks, vLLM, KV cache management, Vision-language models, Schema enforcement, GPU-based LLM serving, Context window control, tracing, Deterministic validation systems, Batching, Rule enforcement, and metrics