Upgrade to Qwen 2.5 1.5B Instruct GPU model with PyTorch

Use pre-compiled CPU wheels for llama-cpp-python

Fix exit code 143 by removing GGUF pre-download from build stage

Optimize with GGUF CPU engine and fix catalog injection

Deploy RAG chatbot with auto-population