Fix: Dynamic API key loading - secrets now work properly on HuggingFace Spaces

feat: production upgrade — agentic RAG, OpenSearch, Redis, Langfuse, Docker, Gradio, Telegram

Refactor: Improve code quality, security, and configuration

docs: update all documentation to reflect current codebase state

refactor: major repository cleanup and bug fixes