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      "def_id": "03-19T14:07:08.549852",
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    "03-19T14:07:08.550041": {
      "def_id": "03-19T14:07:08.550041",
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      "def_id": "03-19T14:07:08.550064",
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      "content": "system_op:knowledge:close",
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      "def_id": "03-19T14:07:08.550259",
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      "is_terminal": true,
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        "type": "system_op:tutor:send",
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      "def_id": "03-19T14:07:08.550276",
      "content": "system_op:memory:read",
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      "is_terminal": true,
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      "metadata": {
        "type": "system_op:memory:read",
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    "03-19T14:07:08.550294": {
      "def_id": "03-19T14:07:08.550294",
      "content": "system_op:memory:find_node",
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      "is_terminal": true,
      "parent_op_inputs": [],
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      "metadata": {
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    "03-19T14:07:08.550312": {
      "def_id": "03-19T14:07:08.550312",
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      "is_terminal": true,
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    "03-19T14:07:08.550328": {
      "def_id": "03-19T14:07:08.550328",
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      "is_terminal": true,
      "parent_op_inputs": [],
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      "metadata": {
        "type": "system_op:memory:insert_node",
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    "03-19T14:07:08.550385": {
      "def_id": "03-19T14:07:08.550385",
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      "is_terminal": true,
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      "metadata": {
        "type": "system_op:memory:replace_node",
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    "03-19T14:07:08.550403": {
      "def_id": "03-19T14:07:08.550403",
      "content": "system_op:memory:delete_node",
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      "is_terminal": true,
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      "metadata": {
        "type": "system_op:memory:delete_node",
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    "03-19T14:07:08.550425": {
      "def_id": "03-19T14:07:08.550425",
      "content": "system_op:memory:move_node",
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      "is_terminal": true,
      "parent_op_inputs": [],
      "parent_op_outputs": [],
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        "type": "system_op:memory:move_node",
        "description": "Move node to new location"
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      "def_id": "03-19T14:07:08.550442",
      "content": "system_op:memory:compute",
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      "is_terminal": true,
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      "parent_op_outputs": [],
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        "type": "system_op:memory:compute",
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      "def_id": "03-19T14:07:08.550460",
      "content": "system_op:memory:close",
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      "is_terminal": true,
      "parent_op_inputs": [],
      "parent_op_outputs": [],
      "metadata": {
        "type": "system_op:memory:close",
        "description": "Close memory module"
      }
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    "03-19T14:07:08.566284": {
      "def_id": "03-19T14:07:08.566284",
      "content": "system_op:conversation:clear_context",
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      "is_terminal": true,
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        "03-19T14:07:09.105011",
        "03-19T14:07:09.150313"
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        "description": "Clear conversation context"
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    "03-19T14:07:08.566869": {
      "def_id": "03-19T14:07:08.566869",
      "content": "system_op:conversation:modify_message",
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      "is_terminal": true,
      "parent_op_inputs": [],
      "parent_op_outputs": [],
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        "type": "system_op:conversation:modify_message",
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    "03-19T14:07:08.566966": {
      "def_id": "03-19T14:07:08.566966",
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      "is_terminal": true,
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      "def_id": "03-19T14:07:08.566998",
      "content": "system_op:conversation:append_message",
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      "is_terminal": true,
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        "03-19T14:07:08.821504",
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      "parent_op_outputs": [],
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      "def_id": "03-19T14:07:08.567076",
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      "parent_op_outputs": [],
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      "def_id": "03-19T14:07:08.567098",
      "content": "system_op:observe:observe_branch",
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      "is_terminal": true,
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      "parent_op_outputs": [],
      "metadata": {
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        "description": "Observe a computation on a branch namespace"
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    "03-19T14:07:08.567121": {
      "def_id": "03-19T14:07:08.567121",
      "content": "system_op:observe:replace_observation",
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      "is_terminal": true,
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      "parent_op_outputs": [],
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        "type": "system_op:observe:replace_observation",
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    "03-19T14:07:08.567144": {
      "def_id": "03-19T14:07:08.567144",
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        "03-19T14:07:08.604970",
        "03-19T14:07:08.644885",
        "03-19T14:07:08.859045",
        "03-19T14:07:09.205100"
      ],
      "metadata": {
        "type": "system_op:llm:generation",
        "description": "LLM text generation"
      }
    },
    "03-19T14:07:08.567169": {
      "def_id": "03-19T14:07:08.567169",
      "content": "system_op:manual_edit",
      "parent_op": null,
      "is_terminal": true,
      "parent_op_inputs": [],
      "parent_op_outputs": [],
      "metadata": {
        "type": "system_op:manual_edit",
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      }
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    "03-19T14:07:08.567191": {
      "def_id": "03-19T14:07:08.567191",
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      "is_terminal": true,
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      "parent_op_outputs": [],
      "metadata": {
        "type": "system_op:api_parse_error",
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    "03-19T14:07:08.567213": {
      "def_id": "03-19T14:07:08.567213",
      "content": "system_op:api_error",
      "parent_op": null,
      "is_terminal": true,
      "parent_op_inputs": [],
      "parent_op_outputs": [],
      "metadata": {
        "type": "system_op:api_error",
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    "03-19T14:07:08.596540": {
      "def_id": "03-19T14:07:08.596540",
      "content": "[Prompt-in-context text omitted in public artifact]",
      "parent_op": "03-19T14:07:08.550041",
      "is_terminal": false,
      "parent_op_inputs": [
        "03-19T14:07:08.549965"
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        "03-19T14:07:08.596540"
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    "03-19T14:07:08.604970": {
      "def_id": "03-19T14:07:08.604970",
      "content": "<<<API_CALL>>>{\"api\": \"knowledge\", \"action\": \"create_version\", \"params\": {\"target\": \"latest\", \"content\": \"def clear_and_summarize():\\n    \\\"\\\"\\\"Clear conversation and add summary\\\"\\\"\\\"\\n    # Clear conversation keeping system prompt\\n    conversation.clear_context(\\n        keep_system_prompt=True,\\n        add_message={\\n            \\\"role\\\": \\\"user\\\",\\n            \\\"content\\\": \\\"Summarize what we learned about conversation manipulation.\\\"\\n        }\\n    )\\n    return \\\"Context cleared and summary request added\\\"\\n\\ndef add_context_note(note):\\n    \\\"\\\"\\\"Add a note to the conversation\\\"\\\"\\\"\\n    conversation.append_message({\\n        \\\"role\\\": \\\"assistant\\\",\\n        \\\"content\\\": f\\\"Note: {note}\\\"\\n    })\\n    return f\\\"Added note: {note}\\\"\", \"description\": \"Conversation manipulation functions\"}}<<<END_API_CALL>>>",
      "parent_op": "03-19T14:07:08.567144",
      "is_terminal": false,
      "parent_op_inputs": [
        "03-19T14:07:08.596540"
      ],
      "parent_op_outputs": [
        "03-19T14:07:08.604970"
      ],
      "metadata": {
        "type": "llm_output",
        "model": "wla/test-llm",
        "conversation_id": "03-19_14-07-08-596794"
      }
    },
    "03-19T14:07:08.613142": {
      "def_id": "03-19T14:07:08.613142",
      "content": "",
      "parent_op": "03-19T14:07:08.550207",
      "is_terminal": false,
      "parent_op_inputs": [
        "03-19T14:07:08.604970"
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      "parent_op_outputs": [
        "03-19T14:07:08.613142"
      ],
      "metadata": {
        "type": "knowledge_content",
        "version_id": "03-19T14-07-08-613066",
        "description": "Initial empty version",
        "file": "knowledge_files/kf_03-19T14-07-08-613066.py"
      }
    },
    "03-19T14:07:08.622784": {
      "def_id": "03-19T14:07:08.622784",
      "content": "def clear_and_summarize():\n    \"\"\"Clear conversation and add summary\"\"\"\n    # Clear conversation keeping system prompt\n    conversation.clear_context(\n        keep_system_prompt=True,\n        add_message={\n            \"role\": \"user\",\n            \"content\": \"Summarize what we learned about conversation manipulation.\"\n        }\n    )\n    return \"Context cleared and summary request added\"\n\ndef add_context_note(note):\n    \"\"\"Add a note to the conversation\"\"\"\n    conversation.append_message({\n        \"role\": \"assistant\",\n        \"content\": f\"Note: {note}\"\n    })\n    return f\"Added note: {note}\"",
      "parent_op": "03-19T14:07:08.550207",
      "is_terminal": false,
      "parent_op_inputs": [
        "03-19T14:07:08.604970"
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      "parent_op_outputs": [
        "03-19T14:07:08.622784"
      ],
      "metadata": {
        "type": "knowledge_content",
        "version_id": "03-19T14-07-08-621848",
        "parent_version_id": "03-19T14-07-08-613066",
        "description": "Conversation manipulation functions",
        "file": "knowledge_files/kf_03-19T14-07-08-621848.py"
      }
    },
    "03-19T14:07:08.636415": {
      "def_id": "03-19T14:07:08.636415",
      "content": "{\"status\": \"success\", \"version\": 1, \"message\": \"Created new version\", \"replication_status\": {\"replication_status\": \"success\", \"summary\": \"No prior successful observation computations to replicate\", \"failures\": []}}",
      "parent_op": "03-19T14:07:08.550207",
      "is_terminal": false,
      "parent_op_inputs": [
        "03-19T14:07:08.604970"
      ],
      "parent_op_outputs": [
        "03-19T14:07:08.636415"
      ],
      "metadata": {
        "type": "conversation:knowledge:create_version:result",
        "conversation_id": "03-19_14-07-08-596794",
        "is_void": false,
        "write_def_ids": [
          "03-19T14:07:08.622784"
        ]
      }
    },
    "03-19T14:07:08.644885": {
      "def_id": "03-19T14:07:08.644885",
      "content": "<<<API_CALL>>>{\"api\": \"knowledge\", \"action\": \"compute\", \"params\": {\"expression\": \"add_context_note('This is a test of conversation manipulation')\", \"version\": 1}}<<<END_API_CALL>>>",
      "parent_op": "03-19T14:07:08.567144",
      "is_terminal": false,
      "parent_op_inputs": [
        "03-19T14:07:08.604970",
        "03-19T14:07:08.596540",
        "03-19T14:07:08.636415"
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      "parent_op_outputs": [
        "03-19T14:07:08.644885"
      ],
      "metadata": {
        "type": "llm_output",
        "model": "wla/test-llm",
        "conversation_id": "03-19_14-07-08-596794"
      }
    },
    "03-19T14:07:08.775015": {
      "def_id": "03-19T14:07:08.775015",
      "content": "Note: This is a test of conversation manipulation",
      "parent_op": "03-19T14:07:08.566998",
      "is_terminal": false,
      "parent_op_inputs": [
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        "03-19T14:07:08.622784"
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      "parent_op_outputs": [
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      ],
      "metadata": {
        "type": "conversation:append:content",
        "conversation_id": "03-19_14-07-08-596794",
        "role": "assistant",
        "message_index": 4
      }
    },
    "03-19T14:07:08.821504": {
      "def_id": "03-19T14:07:08.821504",
      "content": "{\"status\": \"success\", \"action\": \"append_message\", \"new_index\": 4, \"message\": {\"role\": \"assistant\", \"content\": \"Note: This is a test of conversation manipulation\"}, \"total_message_count\": 5}",
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    "03-19T14:07:08.847447": {
      "def_id": "03-19T14:07:08.847447",
      "content": "{\"status\": \"success\", \"result\": \"Added note: This is a test of conversation manipulation\", \"expression\": \"add_context_note('This is a test of conversation manipulation')\"}",
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    "03-19T14:07:08.859045": {
      "def_id": "03-19T14:07:08.859045",
      "content": "<<<API_CALL>>>{\"api\": \"knowledge\",\"action\": \"compute\",\"params\": {\"expression\": \"clear_and_summarize()\",\"version\": 1}}<<<END_API_CALL>>>",
      "parent_op": "03-19T14:07:08.567144",
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        "03-19T14:07:08.644885",
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        "03-19T14:07:08.596540",
        "03-19T14:07:08.847447",
        "03-19T14:07:08.636415"
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        "model": "wla/test-llm",
        "conversation_id": "03-19_14-07-08-596794"
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    "03-19T14:07:09.105011": {
      "def_id": "03-19T14:07:09.105011",
      "content": "Summarize what we learned about conversation manipulation.",
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      "is_terminal": false,
      "parent_op_inputs": [
        "03-19T14:07:08.859045",
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        "type": "conversation:append:content",
        "conversation_id": "03-19_14-07-08-596794",
        "role": "user",
        "message_index": 1
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    "03-19T14:07:09.150313": {
      "def_id": "03-19T14:07:09.150313",
      "content": "{\"status\": \"success\", \"action\": \"clear_context\", \"original_message_count\": 7, \"final_message_count\": 2, \"kept_system_prompt\": true, \"added_message\": true}",
      "parent_op": "03-19T14:07:08.566284",
      "is_terminal": false,
      "parent_op_inputs": [
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        "type": "module:conversation:clear_context:result",
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    "03-19T14:07:09.191178": {
      "def_id": "03-19T14:07:09.191178",
      "content": "{\"status\": \"success\", \"result\": \"Context cleared and summary request added\", \"expression\": \"clear_and_summarize()\"}",
      "parent_op": "03-19T14:07:08.550224",
      "is_terminal": false,
      "parent_op_inputs": [
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        "03-19T14:07:08.859045",
        "03-19T14:07:09.150313"
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        "03-19T14:07:09.191178"
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        "is_void": false
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    "03-19T14:07:09.205100": {
      "def_id": "03-19T14:07:09.205100",
      "content": "<<<API_CALL>>>{\"api\": \"knowledge\", \"action\": \"compute\", \"params\": {\"expression\": \"(lambda: (conversation.append_message({'role': 'assistant', 'content': 'First call'}), result := conversation.append_message({'role': 'assistant', 'content': 'Second call'}), f'Second message index: {result.get(\\\"index\\\", -1)}')[-1])()\", \"version\": 1}}<<<END_API_CALL>>>",
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        "03-19T14:07:09.191178",
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        "model": "wla/test-llm",
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        "03-19T14:07:09.205100"
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        "type": "conversation:append:content",
        "conversation_id": "03-19_14-07-08-596794",
        "role": "assistant",
        "message_index": 4
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    "03-19T14:07:09.394994": {
      "def_id": "03-19T14:07:09.394994",
      "content": "{\"status\": \"success\", \"action\": \"append_message\", \"new_index\": 4, \"message\": {\"role\": \"assistant\", \"content\": \"First call\"}, \"total_message_count\": 5}",
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        "03-19T14:07:09.205100"
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        "03-19T14:07:09.394994"
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        "write_def_ids": [
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    "03-19T14:07:09.424831": {
      "def_id": "03-19T14:07:09.424831",
      "content": "Second call",
      "parent_op": "03-19T14:07:08.566998",
      "is_terminal": false,
      "parent_op_inputs": [
        "03-19T14:07:09.205100"
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        "type": "conversation:append:content",
        "conversation_id": "03-19_14-07-08-596794",
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        "message_index": 5
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      "def_id": "03-19T14:07:09.452076",
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        "03-19T14:07:09.205100",
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        "03-19T14:07:09.452076"
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        "03-19T14:07:09.491369"
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      "metadata": {
        "type": "conversation:knowledge:compute:result",
        "conversation_id": "03-19_14-07-08-596794",
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  "indices": {
    "terminal_definitions": []
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}