Define and implement at least four tools that the agent can invoke: - `search_knowledge_base(query, modality_filter, top_k)` -- Retrieve from the knowledge base. - `analyze_image(image, question)` -- Get detailed analysis of an image. - `extract_text(image_or_document)` -- OCR and text extraction. -