feat: implement secure Python sandbox with process and Docker backends

feat: add youtube_frame_at tool, improve vision URL validation, silence observability logs, and update caveman mode configuration.

feat: implement GAIA benchmark evaluation runner with strict output formatting and vision tool integration.

feat: implement web search and file processing tools with robust retrieval fallbacks