curl --request POST \
  --url https://api.intelligence.io.solutions/api/r2r/v3/retrieval/agent \
  --header 'Authorization: Bearer <token>' \
  --header 'Content-Type: application/json' \
  --data '{
  "Params": {
    "role": "system",
    "content": "<string>",
    "name": "<string>",
    "function_call": [
      "<any>"
    ],
    "tool_calls": [
      "<any>"
    ],
    "tool_call_id": "<string>",
    "metadata": [
      "<any>"
    ],
    "structured_content": [
      "<any>"
    ],
    "image_url": "<string>",
    "image_data": [
      "<any>"
    ]
  },
  "search_mode": "basic",
  "search_settings": {
    "use_hybrid_search": false,
    "use_semantic_search": true,
    "use_fulltext_search": false,
    "filters": "<string>",
    "limit": 10,
    "offset": "0",
    "include_metadatas": true,
    "include_scores": true,
    "search_strategy": "vanilla",
    "hybrid_settings": {
      "full_text_weight": 1,
      "semantic_weight": 5,
      "full_text_limit": 200,
      "rrf_k": 50
    },
    "chunk_settings": {
      "index_measure": "l2_distance",
      "probes": 10,
      "ef_search": 40,
      "enabled": true
    },
    "graph_settings": {
      "limits": [
        "<any>"
      ],
      "enabled": true
    },
    "num_sub_queries": 5
  },
  "rag_generation_config": {
    "model": "<string>",
    "temperature": 123,
    "top_p": 123,
    "max_tokens_to_sample": 123,
    "stream": true,
    "functions": [
      "<any>"
    ],
    "tools": [
      "<any>"
    ],
    "add_generation_kwargs": [
      "<any>"
    ],
    "api_base": "<string>",
    "response_format": [
      {
        "Base Model": {}
      }
    ],
    "extended_thinking": false,
    "thinking_budget": 123,
    "reasoning_effort": "<string>"
  },
  "research_generation_config": {
    "model": "<string>",
    "temperature": 123,
    "top_p": 123,
    "max_tokens_to_sample": 123,
    "stream": true,
    "functions": [
      "<any>"
    ],
    "tools": [
      "<any>"
    ],
    "add_generation_kwargs": [
      "<any>"
    ],
    "api_base": "<string>",
    "response_format": [
      {
        "Base Model": {}
      }
    ],
    "extended_thinking": false,
    "thinking_budget": 123,
    "reasoning_effort": "<string>"
  },
  "rag_tools": "web_search"
}'

{
  "results": {
    "messages": [
      {
        "role": "assistant",
        "content": "Aristotle (384–322 BC) was an Ancient\n                        Greek philosopher and polymath whose contributions\n                        have had a profound impact on various fields of\n                        knowledge.\n                        Here are some key points about his life and work:\n                        \n\n1. **Early Life**: Aristotle was born in 384 BC in\n                        Stagira, Chalcidice, which is near modern-day\n                        Thessaloniki, Greece. His father, Nicomachus, was the\n                        personal physician to King Amyntas of Macedon, which\n                        exposed Aristotle to medical and biological knowledge\n                        from a young age [C].\n\n2. **Education and Career**:\n                        After the death of his parents, Aristotle was sent to\n                        Athens to study at Plato's Academy, where he remained\n                        for about 20 years. After Plato's death, Aristotle\n                        left Athens and eventually became the tutor of\n                        Alexander the Great [C].\n                        \n\n3. **Philosophical Contributions**: Aristotle\n                        founded the Lyceum in Athens, where he established the\n                        Peripatetic school of philosophy. His works cover a\n                        wide range of subjects, including metaphysics, ethics,\n                        politics, logic, biology, and aesthetics. His writings\n                        laid the groundwork for many modern scientific and\n                        philosophical inquiries [A].\n\n4. **Legacy**:\n                        Aristotle's influence extends beyond philosophy to the\n                          natural sciences, linguistics, economics, and\n                          psychology. His method of systematic observation and\n                          analysis has been foundational to the development of\n                          modern science [A].\n\nAristotle's comprehensive\n                          approach to knowledge and his systematic methodology\n                          have earned him a lasting legacy as one of the\n                          greatest philosophers of all time.\n\nSources:\n                          \n- [A] Aristotle's broad range of writings and\n                          influence on modern science.\n- [C] Details about\n                          Aristotle's early life and education.",
        "metadata": {
          "aggregated_search_results": {
            "chunk_search_results": [
              {
                "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b",
                "id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09",
                "metadata": {
                  "associated_query": "What is the capital of France?",
                  "title": "example_document.pdf"
                },
                "owner_id": "2acb499e-8428-543b-bd85-0d9098718220",
                "score": 0.23943702876567796,
                "text": "Example text from the document"
              }
            ],
            "document_search_results": [
              {
                "document": {
                  "chunks": [
                    "Chunk 1",
                    "Chunk 2"
                  ],
                  "id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09",
                  "metadata": {},
                  "title": "Document Title"
                }
              }
            ],
            "graph_search_results": [
              {
                "chunk_ids": [
                  "c68dc72e-fc23-5452-8f49-d7bd46088a96"
                ],
                "content": {
                  "description": "Entity Description",
                  "id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09",
                  "metadata": {},
                  "name": "Entity Name"
                },
                "metadata": {
                  "associated_query": "What is the capital of France?"
                },
                "result_type": "entity"
              }
            ],
            "web_search_results": [
              {
                "date": "2021-01-01",
                "link": "https://example.com/page",
                "position": 1,
                "sitelinks": [
                  {
                    "link": "https://example.com/sitelink",
                    "title": "Sitelink Title"
                  }
                ],
                "snippet": "Page snippet",
                "title": "Page Title"
              }
            ]
          },
          "citations": [
            {
              "collection_ids": [
                "122fdf6a-e116-546b-a8f6-e4cb2e2c0a09"
              ],
              "document_id": "\n                                    e43864f5-a36f-548e-aacd-6f8d48b30c7f\n                                    ",
              "endIndex": 396,
              "id": "e760bb76-1c6e-52eb-910d-0ce5b567011b",
              "index": 1,
              "metadata": {
                "chunk_order": 68,
                "document_type": "pdf",
                "license": "CC-BY-4.0",
                "title": "DeepSeek_R1.pdf"
              },
              "owner_id": "\n                                    2acb499e-8428-543b-bd85-0d9098718220\n                                    ",
              "rawIndex": 9,
              "score": 0.64,
              "snippetEndIndex": 418,
              "snippetStartIndex": 320,
              "sourceType": "chunk",
              "startIndex": 393,
              "text": "\n                                    Document Title: DeepSeek_R1.pdf\n                                    \n\nText: could achieve an accuracy of ...\n                                    "
            }
          ]
        }
      }
    ],
    "conversation_id": "a32b4c5d-6e7f-8a9b-0c1d-2e3f4a5b6c7d"
  }
}