feat: add print logs for memory, search, and tool operations

feat: implement robust web fetcher with redirect handling and add LLM-based answer formatting pipeline

review: ship all 15 quick-win fixes from REVIEW.md via TDD

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