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      "question": "As of August 22, what delivery mode and retry policy apply to Mara's Larch project? Also list both exception identifiers in the signed Kestrel-0 return policy.",
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          "text": "2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.",
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          "text": "Kestrel-0 signed return policy. Ordinary goods have a 7-day return window. The complete exception list consists of two clauses: custom-made goods use exception CUSTOM-0-7c2; quality defects use exception DEFECT-0-9b4 and are exempt from the 7-day limit. Both exception identifiers must be retained when listing all exceptions. The old informal draft listed only DRAFT-0-2d1 and has no authority.",
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          "text": "2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
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          "text": "2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.",
          "metadata": {
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          "text": "2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
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          "text": "Kestrel-0 approved regional routing table. Columns are region, response window, queue.\nNorth | 4 hours | NORTH-0-6a8\nSouth | 12 hours | SOUTH-0-3e5\nRows are independent; do not mix a region with another row.",
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          "text": "User Input: 2026-08-22. Ivo reviewed Cobalt. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-1-907, superseding RETRY-1-108. No budget owner has been appointed.\nAgent Response: Recorded.",
          "metadata": {
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          "text": "The current retry policy is RETRY-1-907, which supersedes RETRY-1-108.",
          "metadata": {
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          "text": "User Input: 2026-08-15. Ivo approved switching Cobalt from BATCH-1-741 to STREAM-1-286. This supersedes the August 1 delivery decision. The cause was the GATE-1-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\nAgent Response: Recorded.",
          "metadata": {
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            "valid_at": "2026-10-20 14:54:31",
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          "text": "User Input: 2026-08-22. Mara reviewed Larch. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-0-907, superseding RETRY-0-108. No budget owner has been appointed.\nAgent Response: Recorded.",
          "metadata": {
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          "text": "The delivery choice made on August 15, 2026, is to remain in force.",
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Both exception identifiers must be retained when listing all exceptions. The old informal draft listed only DRAFT-0-2d1 and has no authority.\", \"metadata\": {\"document_id\": \"a9805b71009a4735b572000fb490b80b\"}}, {\"handle\": \"ragflow:document:cee08b5026d842b99343b723cd632d4a:chunk:695228c0e924112a\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\", \"metadata\": {\"document_id\": \"cee08b5026d842b99343b723cd632d4a\"}}, {\"handle\": \"ragflow:document:96a9bf446d8b48ada33eb033c4c8b9f1:chunk:564ca4cb2e88ef8e\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.\", \"metadata\": {\"document_id\": \"96a9bf446d8b48ada33eb033c4c8b9f1\"}}, {\"handle\": \"ragflow:document:94e70fdbaa2744e188d47078c65371eb:chunk:3699c4c2ca3ec657\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\", \"metadata\": {\"document_id\": \"94e70fdbaa2744e188d47078c65371eb\"}}, {\"handle\": \"ragflow:document:241d72c8862b4827a65a709370314f5b:chunk:a5b47ef1e40ed473\", \"kind\": \"knowledge_chunk\", \"text\": \"Kestrel-0 approved regional routing table. 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          "text": "User Input: 2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.\nAgent Response: Recorded.",
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          "text": "User Input: 2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.\nAgent Response: Recorded.",
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        {
          "role": "user",
          "content": "{\"question\": \"List both exception identifiers in the signed Kestrel-0 return policy.\", \"evidence\": [{\"handle\": \"ragflow:document:a9805b71009a4735b572000fb490b80b:chunk:2c0e7dd0a7264518\", \"kind\": \"knowledge_chunk\", \"text\": \"Kestrel-0 signed return policy. Ordinary goods have a 7-day return window. The complete exception list consists of two clauses: custom-made goods use exception CUSTOM-0-7c2; quality defects use exception DEFECT-0-9b4 and are exempt from the 7-day limit. Both exception identifiers must be retained when listing all exceptions. The old informal draft listed only DRAFT-0-2d1 and has no authority.\", \"metadata\": {\"document_id\": \"a9805b71009a4735b572000fb490b80b\"}}, {\"handle\": \"ragflow:document:241d72c8862b4827a65a709370314f5b:chunk:a5b47ef1e40ed473\", \"kind\": \"knowledge_chunk\", \"text\": \"Kestrel-0 approved regional routing table. Columns are region, response window, queue.\\nNorth | 4 hours | NORTH-0-6a8\\nSouth | 12 hours | SOUTH-0-3e5\\nRows are independent; do not mix a region with another row.\", \"metadata\": {\"document_id\": \"241d72c8862b4827a65a709370314f5b\"}}, {\"handle\": \"ragflow:document:1b443da3a73f43e7afe42cd3d8d3142d:chunk:009b12b0d27c8199\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.\", \"metadata\": {\"document_id\": \"1b443da3a73f43e7afe42cd3d8d3142d\"}}, {\"handle\": \"ragflow:document:96a9bf446d8b48ada33eb033c4c8b9f1:chunk:564ca4cb2e88ef8e\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.\", \"metadata\": {\"document_id\": \"96a9bf446d8b48ada33eb033c4c8b9f1\"}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:23\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-22. Ivo reviewed Cobalt. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-1-907, superseding RETRY-1-108. No budget owner has been appointed.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_4a54af2b364be476\", \"valid_at\": \"2026-10-20 14:54:42\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:24\", \"kind\": \"memory_semantic\", \"text\": \"The current retry policy is RETRY-1-907, which supersedes RETRY-1-108.\", \"metadata\": {\"source_id\": 23, \"session_id\": \"formal-m_4a54af2b364be476\", \"valid_at\": \"2026-10-20 14:54:42\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:14\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-22. Mara reviewed Larch. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-0-907, superseding RETRY-0-108. No budget owner has been appointed.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_d6297f549707f98d\", \"valid_at\": \"2026-10-20 14:54:14\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:17\", \"kind\": \"memory_semantic\", \"text\": \"The current retry policy is RETRY-0-907, superseding RETRY-0-108.\", \"metadata\": {\"source_id\": 14, \"session_id\": \"formal-m_d6297f549707f98d\", \"valid_at\": \"2026-10-20 14:54:14\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:7\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_eb85892166acc8ef\", \"valid_at\": \"2026-10-20 14:53:27\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:3\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_c558d1541c4b9d0f\", \"valid_at\": \"2026-10-20 14:53:12\", \"invalid_at\": null, \"status\": true}}]}"
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      ],
      "response_format": {
        "type": "json_object"
      },
      "stream": false
    },
    "baseline": {
      "product": "ragflow",
      "scope": "formal",
      "phase": "post",
      "case_id": "doc-000",
      "question": "List both exception identifiers in the signed Kestrel-0 return policy.",
      "answer": {
        "answer": "The two exception identifiers are CUSTOM-0-7c2 and DEFECT-0-9b4.",
        "citations": [
          {
            "handle": "ragflow:document:a9805b71009a4735b572000fb490b80b:chunk:2c0e7dd0a7264518",
            "quote": "custom-made goods use exception CUSTOM-0-7c2; quality defects use exception DEFECT-0-9b4"
          }
        ]
      },
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        }
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      "retrieval_seconds": 0.101,
      "total_seconds": 2.223,
      "context_bytes": 4088,
      "context_entries": 10,
      "dropped": [],
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        "completion_tokens": 103,
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          "audio_tokens": 0,
          "video_tokens": 0
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        "cost_details": {
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          "upstream_inference_completions_cost": 5.15e-05
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        "completion_tokens_details": {
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      "finish_reason": "stop"
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      "cost_details": {
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        "upstream_inference_completions_cost": 5.15e-05
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  {
    "id": "writer-larch-decision",
    "kind": "writer",
    "source_receipt": "tmp/ragflow-nightly-20261020/receipts/4611.json",
    "source_receipt_sha256": "31e477c1263b9d7d827fa6a0ca2db458e4f2220427e788e6bee83c6161373601",
    "request": {
      "messages": [
        {
          "content": "**Memory Extraction Specialist**\nYou are an expert at analyzing conversations to extract structured memory.\n\n\n**EXTRACT EPISODIC KNOWLEDGE:**\n- Specific experiences, events, personal stories\n- Time-bound, person-specific, contextual\n- Examples: \"Yesterday I fixed the bug\", \"User reported issue last week\"\n\n**Timestamp Rules for Episodic Knowledge:**\n- valid_at: Event start/occurrence time\n- invalid_at: Event end time or empty if instantaneous\n- Extract explicit times: \"at 3 PM\", \"last Monday\", \"from X to Y\"\n\n\n**EXTRACT PROCEDURAL KNOWLEDGE:**\n- Processes, methods, step-by-step instructions\n- Goal-oriented, actionable, often includes conditions\n- Examples: \"To reset password, click...\", \"Debugging steps: 1)...\"\n\n**Timestamp Rules for Procedural Knowledge:**\n- valid_at: When procedure becomes valid/effective\n- invalid_at: When it expires/becomes obsolete or empty if current\n- For version-specific: use release dates\n- For best practices: invalid_at = \"\"\n\n\n**EXTRACT SEMANTIC KNOWLEDGE:**\n- Universal facts, definitions, concepts, relationships\n- Time-invariant, generally true information\n- Examples: \"The capital of France is Paris\", \"Water boils at 100°C\"\n\n**Timestamp Rules for Semantic Knowledge:**\n- valid_at: When the fact became true (e.g., law enactment, discovery)\n- invalid_at: When it becomes false (e.g., repeal, disproven) or empty if still true\n- Default: valid_at = conversation time, invalid_at = \"\" for timeless facts\n\n\n\n**OUTPUT REQUIREMENTS:**\n1. Output MUST be valid JSON\n2. Follow the specified output format exactly\n3. Each extracted item MUST have: content, valid_at, invalid_at\n4. Timestamps in ISO 8601 format\n5. Only extract memory types specified above\n6. Maximum 5 items per type\n\n**REQUIRED OUTPUT FORMAT (JSON):\n```json\n{\n\"episodic\": [{\"content\": \"Narrative event description\", \"valid_at\": \"event start timestamp\", \"invalid_at\": \"event end timestamp or empty\"}],\n\"procedural\": [{\"content\": \"Actionable instructions\", \"valid_at\": \"procedure effective timestamp\", \"invalid_at\": \"procedure expiration timestamp or empty\"}],\n\"semantic\": [{\"content\": \"Clear factual statement\", \"valid_at\": \"timestamp — use the conversation time when the fact has no date of its own\", \"invalid_at\": \"timestamp or empty\"}]\n}\n```\n",
          "role": "system"
        },
        {
          "content": "\n**CONVERSATION:**\nUser Input: 2026-08-15. Mara approved switching Larch from BATCH-0-741 to STREAM-0-286. This supersedes the August 1 delivery decision. The cause was the GATE-0-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\nAgent Response: Recorded.\n\n**CONVERSATION TIME:** 2026-10-20 14:53:57\n**CURRENT TIME:** 2026-10-20 14:53:57\n",
          "role": "user"
        }
      ],
      "stream": false
    },
    "baseline_response": {
      "id": "gen-1792479238-m0e7HUzg1h0dGCVvUi7j",
      "object": "chat.completion",
      "created": 1792479238,
      "model": "openai/gpt-6-luna",
      "provider": "OpenAI",
      "system_fingerprint": null,
      "service_tier": "default",
      "choices": [
        {
          "index": 0,
          "logprobs": null,
          "finish_reason": "stop",
          "native_finish_reason": "completed",
          "message": {
            "role": "assistant",
            "content": "{\n  \"episodic\": [\n    {\n      \"content\": \"On August 8, 2026, GATE-0-519 experienced outages, and a successful recovery procedure was associated with the incident.\",\n      \"valid_at\": \"2026-08-08\",\n      \"invalid_at\": \"\"\n    },\n    {\n      \"content\": \"On August 15, 2026, Mara approved switching Larch from BATCH-0-741 to STREAM-0-286, superseding the August 1 delivery decision. The change was prompted by the GATE-0-519 outages recorded on August 8.\",\n      \"valid_at\": \"2026-08-15\",\n      \"invalid_at\": \"\"\n    }\n  ],\n  \"procedural\": [],\n  \"semantic\": []\n}",
            "refusal": null,
            "reasoning": "**Crafting outage details**\n\nI need to create a separate item for an outage, limiting it to a maximum of five. Maybe I should provide an ongoing instruction to retain the successful recovery procedure, but since there are no exact steps, it will just express its importance. The user's request, dated August 15, involves preferring actionable procedural knowledge without a defined process. So I might confirm the recorded outage on August 8 and note a successful recovery procedure existed without specifying details.",
            "reasoning_details": [
              {
                "type": "reasoning.summary",
                "summary": "**Crafting outage details**\n\nI need to create a separate item for an outage, limiting it to a maximum of five. Maybe I should provide an ongoing instruction to retain the successful recovery procedure, but since there are no exact steps, it will just express its importance. The user's request, dated August 15, involves preferring actionable procedural knowledge without a defined process. So I might confirm the recorded outage on August 8 and note a successful recovery procedure existed without specifying details.",
                "format": "openai-responses-v1",
                "index": 0
              },
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        "completion_tokens": 554,
        "total_tokens": 1210,
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          "upstream_inference_prompt_cost": 6.56e-05,
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        "completion_tokens_details": {
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    "obligations": [
      "Larch and Mara; August 15 decision date.",
      "BATCH-0-741 to STREAM-0-286 supersedes the August 1 decision.",
      "Preserve the cause: August 8 GATE-0-519 outages; retain the earlier recovery procedure."
    ]
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  {
    "id": "post-doc-001",
    "kind": "reader",
    "case_id": "doc-001",
    "phase": "post",
    "context": {
      "question": "What is the approved queue for the South region of Kestrel-0?",
      "evidence": [
        {
          "handle": "ragflow:document:241d72c8862b4827a65a709370314f5b:chunk:a5b47ef1e40ed473",
          "kind": "knowledge_chunk",
          "text": "Kestrel-0 approved regional routing table. Columns are region, response window, queue.\nNorth | 4 hours | NORTH-0-6a8\nSouth | 12 hours | SOUTH-0-3e5\nRows are independent; do not mix a region with another row.",
          "metadata": {
            "document_id": "241d72c8862b4827a65a709370314f5b"
          }
        },
        {
          "handle": "ragflow:document:a9805b71009a4735b572000fb490b80b:chunk:2c0e7dd0a7264518",
          "kind": "knowledge_chunk",
          "text": "Kestrel-0 signed return policy. Ordinary goods have a 7-day return window. The complete exception list consists of two clauses: custom-made goods use exception CUSTOM-0-7c2; quality defects use exception DEFECT-0-9b4 and are exempt from the 7-day limit. Both exception identifiers must be retained when listing all exceptions. The old informal draft listed only DRAFT-0-2d1 and has no authority.",
          "metadata": {
            "document_id": "a9805b71009a4735b572000fb490b80b"
          }
        },
        {
          "handle": "ragflow:document:cee08b5026d842b99343b723cd632d4a:chunk:695228c0e924112a",
          "kind": "knowledge_chunk",
          "text": "2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
          "metadata": {
            "document_id": "cee08b5026d842b99343b723cd632d4a"
          }
        },
        {
          "handle": "ragflow:document:94e70fdbaa2744e188d47078c65371eb:chunk:3699c4c2ca3ec657",
          "kind": "knowledge_chunk",
          "text": "2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
          "metadata": {
            "document_id": "94e70fdbaa2744e188d47078c65371eb"
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:20",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-15. Ivo approved switching Cobalt from BATCH-1-741 to STREAM-1-286. This supersedes the August 1 delivery decision. The cause was the GATE-1-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_70bd88efee712a9a",
            "valid_at": "2026-10-20 14:54:31",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:11",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-15. Mara approved switching Larch from BATCH-0-741 to STREAM-0-286. This supersedes the August 1 delivery decision. The cause was the GATE-0-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_99ab4da076b7c734",
            "valid_at": "2026-10-20 14:53:56",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:9",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_f7ff6441bdd98e53",
            "valid_at": "2026-10-20 14:53:38",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:5",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_d7a9d1f22107f233",
            "valid_at": "2026-10-20 14:53:20",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:13",
          "kind": "memory_episodic",
          "text": "On August 15, 2026, Mara approved switching Larch from BATCH-0-741 to STREAM-0-286, superseding the August 1 delivery decision. The change was prompted by the GATE-0-519 outages recorded on August 8.",
          "metadata": {
            "source_id": 11,
            "session_id": "formal-m_99ab4da076b7c734",
            "valid_at": "2026-08-15 00:00:00",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:21",
          "kind": "memory_episodic",
          "text": "On August 15, 2026, Ivo approved switching Cobalt from BATCH-1-741 to STREAM-1-286, superseding the August 1 delivery decision. The change was prompted by GATE-1-519 outages recorded on August 8.",
          "metadata": {
            "source_id": 20,
            "session_id": "formal-m_70bd88efee712a9a",
            "valid_at": "2026-08-15 00:00:00",
            "invalid_at": null,
            "status": true
          }
        }
      ]
    },
    "source_receipt": "tmp/ragflow-nightly-20261020/receipts/4628.json",
    "source_receipt_sha256": "4c55097d0fd25fb86f973596bd00c28077767246e7cebb5c44438df7760b235d",
    "request": {
      "messages": [
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          "role": "system",
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        },
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Both exception identifiers must be retained when listing all exceptions. The old informal draft listed only DRAFT-0-2d1 and has no authority.\", \"metadata\": {\"document_id\": \"a9805b71009a4735b572000fb490b80b\"}}, {\"handle\": \"ragflow:document:cee08b5026d842b99343b723cd632d4a:chunk:695228c0e924112a\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\", \"metadata\": {\"document_id\": \"cee08b5026d842b99343b723cd632d4a\"}}, {\"handle\": \"ragflow:document:94e70fdbaa2744e188d47078c65371eb:chunk:3699c4c2ca3ec657\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\", \"metadata\": {\"document_id\": \"94e70fdbaa2744e188d47078c65371eb\"}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:20\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-15. Ivo approved switching Cobalt from BATCH-1-741 to STREAM-1-286. This supersedes the August 1 delivery decision. The cause was the GATE-1-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_70bd88efee712a9a\", \"valid_at\": \"2026-10-20 14:54:31\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:11\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-15. Mara approved switching Larch from BATCH-0-741 to STREAM-0-286. This supersedes the August 1 delivery decision. The cause was the GATE-0-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_99ab4da076b7c734\", \"valid_at\": \"2026-10-20 14:53:56\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:9\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_f7ff6441bdd98e53\", \"valid_at\": \"2026-10-20 14:53:38\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:5\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_d7a9d1f22107f233\", \"valid_at\": \"2026-10-20 14:53:20\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:13\", \"kind\": \"memory_episodic\", \"text\": \"On August 15, 2026, Mara approved switching Larch from BATCH-0-741 to STREAM-0-286, superseding the August 1 delivery decision. 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      "question": "What is the approved queue for the South region of Kestrel-0?",
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        "answer": "The approved queue for Kestrel-0’s South region is SOUTH-0-3e5.",
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    "context": {
      "question": "As of August 22, what delivery mode and retry policy apply to Mara's Larch project?",
      "evidence": [
        {
          "handle": "ragflow:document:1b443da3a73f43e7afe42cd3d8d3142d:chunk:009b12b0d27c8199",
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          "text": "2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.",
          "metadata": {
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        {
          "handle": "ragflow:document:cee08b5026d842b99343b723cd632d4a:chunk:695228c0e924112a",
          "kind": "knowledge_chunk",
          "text": "2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
          "metadata": {
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          "metadata": {
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          }
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        {
          "handle": "ragflow:document:a9805b71009a4735b572000fb490b80b:chunk:2c0e7dd0a7264518",
          "kind": "knowledge_chunk",
          "text": "Kestrel-0 signed return policy. Ordinary goods have a 7-day return window. The complete exception list consists of two clauses: custom-made goods use exception CUSTOM-0-7c2; quality defects use exception DEFECT-0-9b4 and are exempt from the 7-day limit. Both exception identifiers must be retained when listing all exceptions. The old informal draft listed only DRAFT-0-2d1 and has no authority.",
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          }
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          "metadata": {
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            "invalid_at": null,
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          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:20",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-15. Ivo approved switching Cobalt from BATCH-1-741 to STREAM-1-286. This supersedes the August 1 delivery decision. The cause was the GATE-1-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\nAgent Response: Recorded.",
          "metadata": {
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            "valid_at": "2026-10-20 14:54:31",
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          "text": "User Input: 2026-08-22. Mara reviewed Larch. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-0-907, superseding RETRY-0-108. No budget owner has been appointed.\nAgent Response: Recorded.",
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          }
        },
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        },
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    "context": {
      "question": "For the next outage on Larch, which recovery procedure should Mara use, and which outage gate led to the delivery-mode change?",
      "evidence": [
        {
          "handle": "ragflow:document:cee08b5026d842b99343b723cd632d4a:chunk:695228c0e924112a",
          "kind": "knowledge_chunk",
          "text": "2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
          "metadata": {
            "document_id": "cee08b5026d842b99343b723cd632d4a"
          }
        },
        {
          "handle": "ragflow:document:94e70fdbaa2744e188d47078c65371eb:chunk:3699c4c2ca3ec657",
          "kind": "knowledge_chunk",
          "text": "2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
          "metadata": {
            "document_id": "94e70fdbaa2744e188d47078c65371eb"
          }
        },
        {
          "handle": "ragflow:document:1b443da3a73f43e7afe42cd3d8d3142d:chunk:009b12b0d27c8199",
          "kind": "knowledge_chunk",
          "text": "2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.",
          "metadata": {
            "document_id": "1b443da3a73f43e7afe42cd3d8d3142d"
          }
        },
        {
          "handle": "ragflow:document:96a9bf446d8b48ada33eb033c4c8b9f1:chunk:564ca4cb2e88ef8e",
          "kind": "knowledge_chunk",
          "text": "2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.",
          "metadata": {
            "document_id": "96a9bf446d8b48ada33eb033c4c8b9f1"
          }
        },
        {
          "handle": "ragflow:document:a9805b71009a4735b572000fb490b80b:chunk:2c0e7dd0a7264518",
          "kind": "knowledge_chunk",
          "text": "Kestrel-0 signed return policy. Ordinary goods have a 7-day return window. The complete exception list consists of two clauses: custom-made goods use exception CUSTOM-0-7c2; quality defects use exception DEFECT-0-9b4 and are exempt from the 7-day limit. Both exception identifiers must be retained when listing all exceptions. The old informal draft listed only DRAFT-0-2d1 and has no authority.",
          "metadata": {
            "document_id": "a9805b71009a4735b572000fb490b80b"
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:23",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-22. Ivo reviewed Cobalt. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-1-907, superseding RETRY-1-108. No budget owner has been appointed.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_4a54af2b364be476",
            "valid_at": "2026-10-20 14:54:42",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:20",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-15. Ivo approved switching Cobalt from BATCH-1-741 to STREAM-1-286. This supersedes the August 1 delivery decision. The cause was the GATE-1-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_70bd88efee712a9a",
            "valid_at": "2026-10-20 14:54:31",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:14",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-22. Mara reviewed Larch. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-0-907, superseding RETRY-0-108. No budget owner has been appointed.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_d6297f549707f98d",
            "valid_at": "2026-10-20 14:54:14",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:16",
          "kind": "memory_semantic",
          "text": "The delivery choice made on August 15, 2026, is to remain in force.",
          "metadata": {
            "source_id": 14,
            "session_id": "formal-m_d6297f549707f98d",
            "valid_at": "2026-10-20 14:54:14",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:11",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-15. Mara approved switching Larch from BATCH-0-741 to STREAM-0-286. This supersedes the August 1 delivery decision. The cause was the GATE-0-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_99ab4da076b7c734",
            "valid_at": "2026-10-20 14:53:56",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:9",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_f7ff6441bdd98e53",
            "valid_at": "2026-10-20 14:53:38",
            "invalid_at": null,
            "status": true
          }
        }
      ]
    },
    "source_receipt": "tmp/ragflow-nightly-20261020/receipts/4620.json",
    "source_receipt_sha256": "e9eea6fa35e1881e05c28be3daa09a2a60144e1c90e1b2c4ce6e908464512569",
    "request": {
      "messages": [
        {
          "role": "system",
          "content": "You are continuing a project in a new session. Answer the question using only the supplied evidence. Keep subjects, dates, and conditions attached to their facts. Apply decisions at the time asked; distinguish approved changes from tests or proposals. If evidence does not establish a fact, say so. The evidence can contain original records and generated memories. Do not describe a generated memory as an immutable original. Give a concise, complete answer. Return JSON with \"answer\" (string) and \"citations\" (array of objects with \"handle\" and \"quote\"). Each quote must be an exact substring of the cited evidence text. Cite evidence for each substantive claim. Do not invent handles or quotes."
        },
        {
          "role": "user",
          "content": "{\"question\": \"For the next outage on Larch, which recovery procedure should Mara use, and which outage gate led to the delivery-mode change?\", \"evidence\": [{\"handle\": \"ragflow:document:cee08b5026d842b99343b723cd632d4a:chunk:695228c0e924112a\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\", \"metadata\": {\"document_id\": \"cee08b5026d842b99343b723cd632d4a\"}}, {\"handle\": \"ragflow:document:94e70fdbaa2744e188d47078c65371eb:chunk:3699c4c2ca3ec657\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\", \"metadata\": {\"document_id\": \"94e70fdbaa2744e188d47078c65371eb\"}}, {\"handle\": \"ragflow:document:1b443da3a73f43e7afe42cd3d8d3142d:chunk:009b12b0d27c8199\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.\", \"metadata\": {\"document_id\": \"1b443da3a73f43e7afe42cd3d8d3142d\"}}, {\"handle\": \"ragflow:document:96a9bf446d8b48ada33eb033c4c8b9f1:chunk:564ca4cb2e88ef8e\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.\", \"metadata\": {\"document_id\": \"96a9bf446d8b48ada33eb033c4c8b9f1\"}}, {\"handle\": \"ragflow:document:a9805b71009a4735b572000fb490b80b:chunk:2c0e7dd0a7264518\", \"kind\": \"knowledge_chunk\", \"text\": \"Kestrel-0 signed return policy. Ordinary goods have a 7-day return window. The complete exception list consists of two clauses: custom-made goods use exception CUSTOM-0-7c2; quality defects use exception DEFECT-0-9b4 and are exempt from the 7-day limit. Both exception identifiers must be retained when listing all exceptions. The old informal draft listed only DRAFT-0-2d1 and has no authority.\", \"metadata\": {\"document_id\": \"a9805b71009a4735b572000fb490b80b\"}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:23\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-22. Ivo reviewed Cobalt. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-1-907, superseding RETRY-1-108. No budget owner has been appointed.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_4a54af2b364be476\", \"valid_at\": \"2026-10-20 14:54:42\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:20\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-15. Ivo approved switching Cobalt from BATCH-1-741 to STREAM-1-286. This supersedes the August 1 delivery decision. The cause was the GATE-1-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_70bd88efee712a9a\", \"valid_at\": \"2026-10-20 14:54:31\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:14\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-22. Mara reviewed Larch. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-0-907, superseding RETRY-0-108. No budget owner has been appointed.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_d6297f549707f98d\", \"valid_at\": \"2026-10-20 14:54:14\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:16\", \"kind\": \"memory_semantic\", \"text\": \"The delivery choice made on August 15, 2026, is to remain in force.\", \"metadata\": {\"source_id\": 14, \"session_id\": \"formal-m_d6297f549707f98d\", \"valid_at\": \"2026-10-20 14:54:14\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:11\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-15. Mara approved switching Larch from BATCH-0-741 to STREAM-0-286. This supersedes the August 1 delivery decision. The cause was the GATE-0-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_99ab4da076b7c734\", \"valid_at\": \"2026-10-20 14:53:56\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:9\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_f7ff6441bdd98e53\", \"valid_at\": \"2026-10-20 14:53:38\", \"invalid_at\": null, \"status\": true}}]}"
        }
      ],
      "response_format": {
        "type": "json_object"
      },
      "stream": false
    },
    "baseline": {
      "product": "ragflow",
      "scope": "formal",
      "phase": "post",
      "case_id": "memory-0-1",
      "question": "For the next outage on Larch, which recovery procedure should Mara use, and which outage gate led to the delivery-mode change?",
      "answer": {
        "answer": "For Larch’s next outage, Mara should use REPLAY-0-632, the procedure tested on August 8 that restored the missing updates. The delivery-mode change was attributed to GATE-0-519 outages: on August 15, Mara approved switching Larch from BATCH-0-741 to STREAM-0-286.",
        "citations": [
          {
            "handle": "ragflow:document:cee08b5026d842b99343b723cd632d4a:chunk:695228c0e924112a",
            "quote": "The team tested REPLAY-0-632, which restored the missing updates."
          },
          {
            "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:14",
            "quote": "For the next outage, use the recovery procedure validated on August 8."
          },
          {
            "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:11",
            "quote": "Mara approved switching Larch from BATCH-0-741 to STREAM-0-286. This supersedes the August 1 delivery decision. The cause was the GATE-0-519 outages recorded on August 8"
          }
        ]
      },
      "citation_checks": [
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          "quote_bound": true
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:14",
          "quote_bound": true
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:11",
          "quote_bound": true
        }
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      "retrieval_seconds": 0.14,
      "total_seconds": 5.498,
      "context_bytes": 4881,
      "context_entries": 11,
      "dropped": [],
      "usage": {
        "prompt_tokens": 1836,
        "completion_tokens": 421,
        "total_tokens": 2257,
        "cost": 0.000439925,
        "is_byok": false,
        "prompt_tokens_details": {
          "cached_tokens": 0,
          "cache_write_tokens": 1833,
          "audio_tokens": 0,
          "video_tokens": 0
        },
        "cost_details": {
          "upstream_inference_cost": 0.000439925,
          "upstream_inference_prompt_cost": 0.000229425,
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        },
        "completion_tokens_details": {
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          "image_tokens": 0,
          "audio_tokens": 0
        }
      },
      "finish_reason": "stop"
    },
    "baseline_provider_seconds": 5.294725958025083,
    "baseline_provider_usage": {
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      "completion_tokens": 421,
      "total_tokens": 2257,
      "cost": 0.000439925,
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      "prompt_tokens_details": {
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        "audio_tokens": 0,
        "video_tokens": 0
      },
      "cost_details": {
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        "upstream_inference_prompt_cost": 0.000229425,
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      "completion_tokens_details": {
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        "image_tokens": 0,
        "audio_tokens": 0
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    }
  },
  {
    "id": "writer-larch-retention",
    "kind": "writer",
    "source_receipt": "tmp/ragflow-nightly-20261020/receipts/4613.json",
    "source_receipt_sha256": "0eb541bd9102b628df308eb0245e2d8c7d733ff31c25051e2a942eb40a2b6cb7",
    "request": {
      "messages": [
        {
          "content": "**Memory Extraction Specialist**\nYou are an expert at analyzing conversations to extract structured memory.\n\n\n**EXTRACT EPISODIC KNOWLEDGE:**\n- Specific experiences, events, personal stories\n- Time-bound, person-specific, contextual\n- Examples: \"Yesterday I fixed the bug\", \"User reported issue last week\"\n\n**Timestamp Rules for Episodic Knowledge:**\n- valid_at: Event start/occurrence time\n- invalid_at: Event end time or empty if instantaneous\n- Extract explicit times: \"at 3 PM\", \"last Monday\", \"from X to Y\"\n\n\n**EXTRACT PROCEDURAL KNOWLEDGE:**\n- Processes, methods, step-by-step instructions\n- Goal-oriented, actionable, often includes conditions\n- Examples: \"To reset password, click...\", \"Debugging steps: 1)...\"\n\n**Timestamp Rules for Procedural Knowledge:**\n- valid_at: When procedure becomes valid/effective\n- invalid_at: When it expires/becomes obsolete or empty if current\n- For version-specific: use release dates\n- For best practices: invalid_at = \"\"\n\n\n**EXTRACT SEMANTIC KNOWLEDGE:**\n- Universal facts, definitions, concepts, relationships\n- Time-invariant, generally true information\n- Examples: \"The capital of France is Paris\", \"Water boils at 100°C\"\n\n**Timestamp Rules for Semantic Knowledge:**\n- valid_at: When the fact became true (e.g., law enactment, discovery)\n- invalid_at: When it becomes false (e.g., repeal, disproven) or empty if still true\n- Default: valid_at = conversation time, invalid_at = \"\" for timeless facts\n\n\n\n**OUTPUT REQUIREMENTS:**\n1. Output MUST be valid JSON\n2. Follow the specified output format exactly\n3. Each extracted item MUST have: content, valid_at, invalid_at\n4. Timestamps in ISO 8601 format\n5. Only extract memory types specified above\n6. Maximum 5 items per type\n\n**REQUIRED OUTPUT FORMAT (JSON):\n```json\n{\n\"episodic\": [{\"content\": \"Narrative event description\", \"valid_at\": \"event start timestamp\", \"invalid_at\": \"event end timestamp or empty\"}],\n\"procedural\": [{\"content\": \"Actionable instructions\", \"valid_at\": \"procedure effective timestamp\", \"invalid_at\": \"procedure expiration timestamp or empty\"}],\n\"semantic\": [{\"content\": \"Clear factual statement\", \"valid_at\": \"timestamp — use the conversation time when the fact has no date of its own\", \"invalid_at\": \"timestamp or empty\"}]\n}\n```\n",
          "role": "system"
        },
        {
          "content": "\n**CONVERSATION:**\nUser Input: 2026-08-22. Mara reviewed Larch. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-0-907, superseding RETRY-0-108. No budget owner has been appointed.\nAgent Response: Recorded.\n\n**CONVERSATION TIME:** 2026-10-20 14:54:14\n**CURRENT TIME:** 2026-10-20 14:54:14\n",
          "role": "user"
        }
      ],
      "stream": false
    },
    "baseline_response": {
      "id": "gen-1792479255-Rc2Wgdq29qcG6Dc0KOw6",
      "object": "chat.completion",
      "created": 1792479255,
      "model": "openai/gpt-6-luna",
      "provider": "OpenAI",
      "system_fingerprint": null,
      "service_tier": "default",
      "choices": [
        {
          "index": 0,
          "logprobs": null,
          "finish_reason": "stop",
          "native_finish_reason": "completed",
          "message": {
            "role": "assistant",
            "content": "{\n  \"episodic\": [\n    {\n      \"content\": \"Mara reviewed Larch.\",\n      \"valid_at\": \"2026-08-22\",\n      \"invalid_at\": \"\"\n    }\n  ],\n  \"procedural\": [\n    {\n      \"content\": \"For the next outage, use the recovery procedure validated on August 8, 2026.\",\n      \"valid_at\": \"2026-08-08\",\n      \"invalid_at\": \"\"\n    }\n  ],\n  \"semantic\": [\n    {\n      \"content\": \"The delivery choice made on August 15, 2026, is to remain in force.\",\n      \"valid_at\": \"2026-10-20T14:54:14\",\n      \"invalid_at\": \"\"\n    },\n    {\n      \"content\": \"The current retry policy is RETRY-0-907, superseding RETRY-0-108.\",\n      \"valid_at\": \"2026-10-20T14:54:14\",\n      \"invalid_at\": \"\"\n    },\n    {\n      \"content\": \"No budget owner has been appointed.\",\n      \"valid_at\": \"2026-10-20T14:54:14\",\n      \"invalid_at\": \"\"\n    }\n  ]\n}",
            "refusal": null,
            "reasoning": null,
            "reasoning_details": [
              {
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                "data": 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                "format": "openai-responses-v1",
                "id": "rs_0be9e63486d0da38016ad710183df487d1aca506a480e542a3",
                "index": 0
              },
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          "metadata": {
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          "content": "{\"question\": \"As of August 22, what delivery mode and retry policy apply to Ivo's Cobalt project?\", \"evidence\": [{\"handle\": \"ragflow:document:96a9bf446d8b48ada33eb033c4c8b9f1:chunk:564ca4cb2e88ef8e\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.\", \"metadata\": {\"document_id\": \"96a9bf446d8b48ada33eb033c4c8b9f1\"}}, {\"handle\": \"ragflow:document:1b443da3a73f43e7afe42cd3d8d3142d:chunk:009b12b0d27c8199\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.\", \"metadata\": {\"document_id\": \"1b443da3a73f43e7afe42cd3d8d3142d\"}}, {\"handle\": \"ragflow:document:94e70fdbaa2744e188d47078c65371eb:chunk:3699c4c2ca3ec657\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\", \"metadata\": {\"document_id\": \"94e70fdbaa2744e188d47078c65371eb\"}}, {\"handle\": \"ragflow:document:cee08b5026d842b99343b723cd632d4a:chunk:695228c0e924112a\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\", \"metadata\": {\"document_id\": \"cee08b5026d842b99343b723cd632d4a\"}}, {\"handle\": \"ragflow:document:a9805b71009a4735b572000fb490b80b:chunk:2c0e7dd0a7264518\", \"kind\": \"knowledge_chunk\", \"text\": \"Kestrel-0 signed return policy. Ordinary goods have a 7-day return window. The complete exception list consists of two clauses: custom-made goods use exception CUSTOM-0-7c2; quality defects use exception DEFECT-0-9b4 and are exempt from the 7-day limit. Both exception identifiers must be retained when listing all exceptions. The old informal draft listed only DRAFT-0-2d1 and has no authority.\", \"metadata\": {\"document_id\": \"a9805b71009a4735b572000fb490b80b\"}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:23\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-22. Ivo reviewed Cobalt. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-1-907, superseding RETRY-1-108. No budget owner has been appointed.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_4a54af2b364be476\", \"valid_at\": \"2026-10-20 14:54:42\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:24\", \"kind\": \"memory_semantic\", \"text\": \"The current retry policy is RETRY-1-907, which supersedes RETRY-1-108.\", \"metadata\": {\"source_id\": 23, \"session_id\": \"formal-m_4a54af2b364be476\", \"valid_at\": \"2026-10-20 14:54:42\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:20\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-15. Ivo approved switching Cobalt from BATCH-1-741 to STREAM-1-286. This supersedes the August 1 delivery decision. The cause was the GATE-1-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_70bd88efee712a9a\", \"valid_at\": \"2026-10-20 14:54:31\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:14\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-22. Mara reviewed Larch. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-0-907, superseding RETRY-0-108. No budget owner has been appointed.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_d6297f549707f98d\", \"valid_at\": \"2026-10-20 14:54:14\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:16\", \"kind\": \"memory_semantic\", \"text\": \"The delivery choice made on August 15, 2026, is to remain in force.\", \"metadata\": {\"source_id\": 14, \"session_id\": \"formal-m_d6297f549707f98d\", \"valid_at\": \"2026-10-20 14:54:14\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:17\", \"kind\": \"memory_semantic\", \"text\": \"The current retry policy is RETRY-0-907, superseding RETRY-0-108.\", \"metadata\": {\"source_id\": 14, \"session_id\": \"formal-m_d6297f549707f98d\", \"valid_at\": \"2026-10-20 14:54:14\", \"invalid_at\": null, \"status\": true}}]}"
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      "phase": "post",
      "case_id": "memory-1-0",
      "question": "As of August 22, what delivery mode and retry policy apply to Ivo's Cobalt project?",
      "answer": {
        "answer": "As of August 22, Cobalt’s approved delivery choice remains STREAM-1-286. For the next outage, use REPLAY-1-632, the recovery procedure validated on August 8. The retry policy is RETRY-1-907, which superseded RETRY-1-108.",
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          "content": "**Memory Extraction Specialist**\nYou are an expert at analyzing conversations to extract structured memory.\n\n\n**EXTRACT SEMANTIC KNOWLEDGE:**\n- Universal facts, definitions, concepts, relationships\n- Time-invariant, generally true information\n- Examples: \"The capital of France is Paris\", \"Water boils at 100°C\"\n\n**Timestamp Rules for Semantic Knowledge:**\n- valid_at: When the fact became true (e.g., law enactment, discovery)\n- invalid_at: When it becomes false (e.g., repeal, disproven) or empty if still true\n- Default: valid_at = conversation time, invalid_at = \"\" for timeless facts\n\n\n**EXTRACT EPISODIC KNOWLEDGE:**\n- Specific experiences, events, personal stories\n- Time-bound, person-specific, contextual\n- Examples: \"Yesterday I fixed the bug\", \"User reported issue last week\"\n\n**Timestamp Rules for Episodic Knowledge:**\n- valid_at: Event start/occurrence time\n- invalid_at: Event end time or empty if instantaneous\n- Extract explicit times: \"at 3 PM\", \"last Monday\", \"from X to Y\"\n\n\n**EXTRACT PROCEDURAL KNOWLEDGE:**\n- Processes, methods, step-by-step instructions\n- Goal-oriented, actionable, often includes conditions\n- Examples: \"To reset password, click...\", \"Debugging steps: 1)...\"\n\n**Timestamp Rules for Procedural Knowledge:**\n- valid_at: When procedure becomes valid/effective\n- invalid_at: When it expires/becomes obsolete or empty if current\n- For version-specific: use release dates\n- For best practices: invalid_at = \"\"\n\n\n\n**OUTPUT REQUIREMENTS:**\n1. Output MUST be valid JSON\n2. Follow the specified output format exactly\n3. Each extracted item MUST have: content, valid_at, invalid_at\n4. Timestamps in ISO 8601 format\n5. Only extract memory types specified above\n6. Maximum 5 items per type\n\n**REQUIRED OUTPUT FORMAT (JSON):\n```json\n{\n\"semantic\": [{\"content\": \"Clear factual statement\", \"valid_at\": \"timestamp — use the conversation time when the fact has no date of its own\", \"invalid_at\": \"timestamp or empty\"}],\n\"episodic\": [{\"content\": \"Narrative event description\", \"valid_at\": \"event start timestamp\", \"invalid_at\": \"event end timestamp or empty\"}],\n\"procedural\": [{\"content\": \"Actionable instructions\", \"valid_at\": \"procedure effective timestamp\", \"invalid_at\": \"procedure expiration timestamp or empty\"}]\n}\n```\n",
          "role": "system"
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        {
          "content": "\n**CONVERSATION:**\nUser Input: 2026-10-20. Project ORBIT-NIGHTLY approves delivery mode STREAM-93 in staging only after audit AUDIT-62 passes. Until that audit passes, staging must retain POLL-71. Mira remains the owner. No production rollout is authorized.\nAgent Response: Recorded.\n\n**CONVERSATION TIME:** 2026-10-20 14:56:36\n**CURRENT TIME:** 2026-10-20 14:56:36\n",
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      "stream": false
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      "object": "chat.completion",
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      "model": "openai/gpt-6-luna",
      "provider": "OpenAI",
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      "service_tier": "default",
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          "finish_reason": "stop",
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          "message": {
            "role": "assistant",
            "content": "{\n  \"semantic\": [],\n  \"episodic\": [\n    {\n      \"content\": \"On 2026-10-20, Mira was identified as the owner of Project ORBIT-NIGHTLY, and no production rollout was authorized.\",\n      \"valid_at\": \"2026-10-20T14:56:36\",\n      \"invalid_at\": \"\"\n    }\n  ],\n  \"procedural\": [\n    {\n      \"content\": \"For Project ORBIT-NIGHTLY, retain POLL-71 in staging until audit AUDIT-62 passes. Only after it passes may STREAM-93 be approved for staging. Do not roll out to production.\",\n      \"valid_at\": \"2026-10-20T14:56:36\",\n      \"invalid_at\": \"\"\n    }\n  ]\n}",
            "refusal": null,
            "reasoning": null,
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        "prompt_tokens": 648,
        "completion_tokens": 461,
        "total_tokens": 1109,
        "cost": 0.0002953,
        "is_byok": false,
        "prompt_tokens_details": {
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          "cache_write_tokens": 0,
          "audio_tokens": 0,
          "video_tokens": 0
        },
        "cost_details": {
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          "upstream_inference_prompt_cost": 6.48e-05,
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        "completion_tokens_details": {
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    "baseline_provider_seconds": 6.989435208030045,
    "baseline_provider_usage": {
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      "completion_tokens_details": {
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    },
    "obligations": [
      "ORBIT-NIGHTLY and October 20 decision date.",
      "STREAM-93 only after AUDIT-62 passes; until then retain POLL-71.",
      "Staging only; Mira owns it; no production rollout authorized."
    ]
  },
  {
    "id": "post-memory-1-1",
    "kind": "reader",
    "case_id": "memory-1-1",
    "phase": "post",
    "context": {
      "question": "For the next outage on Cobalt, which recovery procedure should Ivo use, and which outage gate led to the delivery-mode change?",
      "evidence": [
        {
          "handle": "ragflow:document:94e70fdbaa2744e188d47078c65371eb:chunk:3699c4c2ca3ec657",
          "kind": "knowledge_chunk",
          "text": "2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
          "metadata": {
            "document_id": "94e70fdbaa2744e188d47078c65371eb"
          }
        },
        {
          "handle": "ragflow:document:cee08b5026d842b99343b723cd632d4a:chunk:695228c0e924112a",
          "kind": "knowledge_chunk",
          "text": "2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
          "metadata": {
            "document_id": "cee08b5026d842b99343b723cd632d4a"
          }
        },
        {
          "handle": "ragflow:document:96a9bf446d8b48ada33eb033c4c8b9f1:chunk:564ca4cb2e88ef8e",
          "kind": "knowledge_chunk",
          "text": "2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.",
          "metadata": {
            "document_id": "96a9bf446d8b48ada33eb033c4c8b9f1"
          }
        },
        {
          "handle": "ragflow:document:1b443da3a73f43e7afe42cd3d8d3142d:chunk:009b12b0d27c8199",
          "kind": "knowledge_chunk",
          "text": "2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.",
          "metadata": {
            "document_id": "1b443da3a73f43e7afe42cd3d8d3142d"
          }
        },
        {
          "handle": "ragflow:document:a9805b71009a4735b572000fb490b80b:chunk:2c0e7dd0a7264518",
          "kind": "knowledge_chunk",
          "text": "Kestrel-0 signed return policy. Ordinary goods have a 7-day return window. The complete exception list consists of two clauses: custom-made goods use exception CUSTOM-0-7c2; quality defects use exception DEFECT-0-9b4 and are exempt from the 7-day limit. Both exception identifiers must be retained when listing all exceptions. The old informal draft listed only DRAFT-0-2d1 and has no authority.",
          "metadata": {
            "document_id": "a9805b71009a4735b572000fb490b80b"
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:23",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-22. Ivo reviewed Cobalt. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-1-907, superseding RETRY-1-108. No budget owner has been appointed.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_4a54af2b364be476",
            "valid_at": "2026-10-20 14:54:42",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:20",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-15. Ivo approved switching Cobalt from BATCH-1-741 to STREAM-1-286. This supersedes the August 1 delivery decision. The cause was the GATE-1-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_70bd88efee712a9a",
            "valid_at": "2026-10-20 14:54:31",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:14",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-22. Mara reviewed Larch. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-0-907, superseding RETRY-0-108. No budget owner has been appointed.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_d6297f549707f98d",
            "valid_at": "2026-10-20 14:54:14",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:16",
          "kind": "memory_semantic",
          "text": "The delivery choice made on August 15, 2026, is to remain in force.",
          "metadata": {
            "source_id": 14,
            "session_id": "formal-m_d6297f549707f98d",
            "valid_at": "2026-10-20 14:54:14",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:11",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-15. Mara approved switching Larch from BATCH-0-741 to STREAM-0-286. This supersedes the August 1 delivery decision. The cause was the GATE-0-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_99ab4da076b7c734",
            "valid_at": "2026-10-20 14:53:56",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:9",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_f7ff6441bdd98e53",
            "valid_at": "2026-10-20 14:53:38",
            "invalid_at": null,
            "status": true
          }
        }
      ]
    },
    "source_receipt": "tmp/ragflow-nightly-20261020/receipts/4624.json",
    "source_receipt_sha256": "bc621661b0037e015e1cb8985b8928668447db8c391a698f03bcf7731389e7a0",
    "request": {
      "messages": [
        {
          "role": "system",
          "content": "You are continuing a project in a new session. Answer the question using only the supplied evidence. Keep subjects, dates, and conditions attached to their facts. Apply decisions at the time asked; distinguish approved changes from tests or proposals. If evidence does not establish a fact, say so. The evidence can contain original records and generated memories. Do not describe a generated memory as an immutable original. Give a concise, complete answer. Return JSON with \"answer\" (string) and \"citations\" (array of objects with \"handle\" and \"quote\"). Each quote must be an exact substring of the cited evidence text. Cite evidence for each substantive claim. Do not invent handles or quotes."
        },
        {
          "role": "user",
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No change of delivery mode was approved at this meeting.\", \"metadata\": {\"document_id\": \"cee08b5026d842b99343b723cd632d4a\"}}, {\"handle\": \"ragflow:document:96a9bf446d8b48ada33eb033c4c8b9f1:chunk:564ca4cb2e88ef8e\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.\", \"metadata\": {\"document_id\": \"96a9bf446d8b48ada33eb033c4c8b9f1\"}}, {\"handle\": \"ragflow:document:1b443da3a73f43e7afe42cd3d8d3142d:chunk:009b12b0d27c8199\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.\", \"metadata\": {\"document_id\": \"1b443da3a73f43e7afe42cd3d8d3142d\"}}, {\"handle\": \"ragflow:document:a9805b71009a4735b572000fb490b80b:chunk:2c0e7dd0a7264518\", \"kind\": \"knowledge_chunk\", \"text\": \"Kestrel-0 signed return policy. 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    }
  },
  {
    "id": "post-memory-1-3",
    "kind": "reader",
    "case_id": "memory-1-3",
    "phase": "post",
    "context": {
      "question": "Who is the appointed budget owner for Ivo's Cobalt project as of August 22?",
      "evidence": [
        {
          "handle": "ragflow:document:96a9bf446d8b48ada33eb033c4c8b9f1:chunk:564ca4cb2e88ef8e",
          "kind": "knowledge_chunk",
          "text": "2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.",
          "metadata": {
            "document_id": "96a9bf446d8b48ada33eb033c4c8b9f1"
          }
        },
        {
          "handle": "ragflow:document:1b443da3a73f43e7afe42cd3d8d3142d:chunk:009b12b0d27c8199",
          "kind": "knowledge_chunk",
          "text": "2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.",
          "metadata": {
            "document_id": "1b443da3a73f43e7afe42cd3d8d3142d"
          }
        },
        {
          "handle": "ragflow:document:94e70fdbaa2744e188d47078c65371eb:chunk:3699c4c2ca3ec657",
          "kind": "knowledge_chunk",
          "text": "2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
          "metadata": {
            "document_id": "94e70fdbaa2744e188d47078c65371eb"
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:23",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-22. Ivo reviewed Cobalt. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-1-907, superseding RETRY-1-108. No budget owner has been appointed.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_4a54af2b364be476",
            "valid_at": "2026-10-20 14:54:42",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:25",
          "kind": "memory_semantic",
          "text": "No budget owner had been appointed as of October 20, 2026.",
          "metadata": {
            "source_id": 23,
            "session_id": "formal-m_4a54af2b364be476",
            "valid_at": "2026-10-20 14:54:42",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:20",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-15. Ivo approved switching Cobalt from BATCH-1-741 to STREAM-1-286. This supersedes the August 1 delivery decision. The cause was the GATE-1-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_70bd88efee712a9a",
            "valid_at": "2026-10-20 14:54:31",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:14",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-22. Mara reviewed Larch. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-0-907, superseding RETRY-0-108. No budget owner has been appointed.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_d6297f549707f98d",
            "valid_at": "2026-10-20 14:54:14",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:16",
          "kind": "memory_semantic",
          "text": "The delivery choice made on August 15, 2026, is to remain in force.",
          "metadata": {
            "source_id": 14,
            "session_id": "formal-m_d6297f549707f98d",
            "valid_at": "2026-10-20 14:54:14",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:18",
          "kind": "memory_semantic",
          "text": "No budget owner has been appointed.",
          "metadata": {
            "source_id": 14,
            "session_id": "formal-m_d6297f549707f98d",
            "valid_at": "2026-10-20 14:54:14",
            "invalid_at": null,
            "status": true
          }
        }
      ]
    },
    "source_receipt": "tmp/ragflow-nightly-20261020/receipts/4626.json",
    "source_receipt_sha256": "171922efa595c8020f8264b6d6b7baf430116cccda55107c36b4adbdc9a5bc3c",
    "request": {
      "messages": [
        {
          "role": "system",
          "content": "You are continuing a project in a new session. Answer the question using only the supplied evidence. Keep subjects, dates, and conditions attached to their facts. Apply decisions at the time asked; distinguish approved changes from tests or proposals. If evidence does not establish a fact, say so. The evidence can contain original records and generated memories. Do not describe a generated memory as an immutable original. Give a concise, complete answer. Return JSON with \"answer\" (string) and \"citations\" (array of objects with \"handle\" and \"quote\"). Each quote must be an exact substring of the cited evidence text. Cite evidence for each substantive claim. Do not invent handles or quotes."
        },
        {
          "role": "user",
          "content": "{\"question\": \"Who is the appointed budget owner for Ivo's Cobalt project as of August 22?\", \"evidence\": [{\"handle\": \"ragflow:document:96a9bf446d8b48ada33eb033c4c8b9f1:chunk:564ca4cb2e88ef8e\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.\", \"metadata\": {\"document_id\": \"96a9bf446d8b48ada33eb033c4c8b9f1\"}}, {\"handle\": \"ragflow:document:1b443da3a73f43e7afe42cd3d8d3142d:chunk:009b12b0d27c8199\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.\", \"metadata\": {\"document_id\": \"1b443da3a73f43e7afe42cd3d8d3142d\"}}, {\"handle\": \"ragflow:document:94e70fdbaa2744e188d47078c65371eb:chunk:3699c4c2ca3ec657\", \"kind\": \"knowledge_chunk\", \"text\": \"2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\", \"metadata\": {\"document_id\": \"94e70fdbaa2744e188d47078c65371eb\"}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:23\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-22. Ivo reviewed Cobalt. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-1-907, superseding RETRY-1-108. No budget owner has been appointed.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_4a54af2b364be476\", \"valid_at\": \"2026-10-20 14:54:42\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:25\", \"kind\": \"memory_semantic\", \"text\": \"No budget owner had been appointed as of October 20, 2026.\", \"metadata\": {\"source_id\": 23, \"session_id\": \"formal-m_4a54af2b364be476\", \"valid_at\": \"2026-10-20 14:54:42\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:20\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-15. Ivo approved switching Cobalt from BATCH-1-741 to STREAM-1-286. This supersedes the August 1 delivery decision. The cause was the GATE-1-519 outages recorded on August 8; keep the successful recovery procedure from that incident.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_70bd88efee712a9a\", \"valid_at\": \"2026-10-20 14:54:31\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:14\", \"kind\": \"memory_raw\", \"text\": \"User Input: 2026-08-22. Mara reviewed Larch. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-0-907, superseding RETRY-0-108. No budget owner has been appointed.\\nAgent Response: Recorded.\", \"metadata\": {\"source_id\": 0, \"session_id\": \"formal-m_d6297f549707f98d\", \"valid_at\": \"2026-10-20 14:54:14\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:16\", \"kind\": \"memory_semantic\", \"text\": \"The delivery choice made on August 15, 2026, is to remain in force.\", \"metadata\": {\"source_id\": 14, \"session_id\": \"formal-m_d6297f549707f98d\", \"valid_at\": \"2026-10-20 14:54:14\", \"invalid_at\": null, \"status\": true}}, {\"handle\": \"ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:18\", \"kind\": \"memory_semantic\", \"text\": \"No budget owner has been appointed.\", \"metadata\": {\"source_id\": 14, \"session_id\": \"formal-m_d6297f549707f98d\", \"valid_at\": \"2026-10-20 14:54:14\", \"invalid_at\": null, \"status\": true}}]}"
        }
      ],
      "response_format": {
        "type": "json_object"
      },
      "stream": false
    },
    "baseline": {
      "product": "ragflow",
      "scope": "formal",
      "phase": "post",
      "case_id": "memory-1-3",
      "question": "Who is the appointed budget owner for Ivo's Cobalt project as of August 22?",
      "answer": {
        "answer": "No budget owner had been appointed for Ivo’s Cobalt project as of August 22.",
        "citations": [
          {
            "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:23",
            "quote": "2026-08-22. Ivo reviewed Cobalt. Keep the August 15 delivery choice. For the next outage, use the recovery procedure validated on August 8. The retry policy is now RETRY-1-907, superseding RETRY-1-108. No budget owner has been appointed."
          }
        ]
      },
      "citation_checks": [
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:23",
          "quote_bound": true
        }
      ],
      "retrieval_seconds": 0.101,
      "total_seconds": 3.904,
      "context_bytes": 3484,
      "context_entries": 9,
      "dropped": [],
      "usage": {
        "prompt_tokens": 1416,
        "completion_tokens": 192,
        "total_tokens": 1608,
        "cost": 0.000272925,
        "is_byok": false,
        "prompt_tokens_details": {
          "cached_tokens": 0,
          "cache_write_tokens": 1413,
          "audio_tokens": 0,
          "video_tokens": 0
        },
        "cost_details": {
          "upstream_inference_cost": 0.000272925,
          "upstream_inference_prompt_cost": 0.000176925,
          "upstream_inference_completions_cost": 9.6e-05
        },
        "completion_tokens_details": {
          "reasoning_tokens": 59,
          "image_tokens": 0,
          "audio_tokens": 0
        }
      },
      "finish_reason": "stop"
    },
    "baseline_provider_seconds": 3.74406379199354,
    "baseline_provider_usage": {
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      "completion_tokens": 192,
      "total_tokens": 1608,
      "cost": 0.000272925,
      "is_byok": false,
      "prompt_tokens_details": {
        "cached_tokens": 0,
        "cache_write_tokens": 1413,
        "audio_tokens": 0,
        "video_tokens": 0
      },
      "cost_details": {
        "upstream_inference_cost": 0.000272925,
        "upstream_inference_prompt_cost": 0.000176925,
        "upstream_inference_completions_cost": 9.6e-05
      },
      "completion_tokens_details": {
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    }
  },
  {
    "id": "writer-orbit-conditional-zh",
    "kind": "writer",
    "source_receipt": null,
    "source_receipt_sha256": null,
    "request": {
      "messages": [
        {
          "content": "**Memory Extraction Specialist**\nYou are an expert at analyzing conversations to extract structured memory.\n\n\n**EXTRACT SEMANTIC KNOWLEDGE:**\n- Universal facts, definitions, concepts, relationships\n- Time-invariant, generally true information\n- Examples: \"The capital of France is Paris\", \"Water boils at 100°C\"\n\n**Timestamp Rules for Semantic Knowledge:**\n- valid_at: When the fact became true (e.g., law enactment, discovery)\n- invalid_at: When it becomes false (e.g., repeal, disproven) or empty if still true\n- Default: valid_at = conversation time, invalid_at = \"\" for timeless facts\n\n\n**EXTRACT EPISODIC KNOWLEDGE:**\n- Specific experiences, events, personal stories\n- Time-bound, person-specific, contextual\n- Examples: \"Yesterday I fixed the bug\", \"User reported issue last week\"\n\n**Timestamp Rules for Episodic Knowledge:**\n- valid_at: Event start/occurrence time\n- invalid_at: Event end time or empty if instantaneous\n- Extract explicit times: \"at 3 PM\", \"last Monday\", \"from X to Y\"\n\n\n**EXTRACT PROCEDURAL KNOWLEDGE:**\n- Processes, methods, step-by-step instructions\n- Goal-oriented, actionable, often includes conditions\n- Examples: \"To reset password, click...\", \"Debugging steps: 1)...\"\n\n**Timestamp Rules for Procedural Knowledge:**\n- valid_at: When procedure becomes valid/effective\n- invalid_at: When it expires/becomes obsolete or empty if current\n- For version-specific: use release dates\n- For best practices: invalid_at = \"\"\n\n\n\n**OUTPUT REQUIREMENTS:**\n1. Output MUST be valid JSON\n2. Follow the specified output format exactly\n3. Each extracted item MUST have: content, valid_at, invalid_at\n4. Timestamps in ISO 8601 format\n5. Only extract memory types specified above\n6. Maximum 5 items per type\n\n**REQUIRED OUTPUT FORMAT (JSON):\n```json\n{\n\"semantic\": [{\"content\": \"Clear factual statement\", \"valid_at\": \"timestamp — use the conversation time when the fact has no date of its own\", \"invalid_at\": \"timestamp or empty\"}],\n\"episodic\": [{\"content\": \"Narrative event description\", \"valid_at\": \"event start timestamp\", \"invalid_at\": \"event end timestamp or empty\"}],\n\"procedural\": [{\"content\": \"Actionable instructions\", \"valid_at\": \"procedure effective timestamp\", \"invalid_at\": \"procedure expiration timestamp or empty\"}]\n}\n```\n",
          "role": "system"
        },
        {
          "content": "\n**CONVERSATION:**\nUser Input: 2026-10-20。ORBIT-NIGHTLY 项目仅在审计 AUDIT-62 通过后，才批准在预发布环境采用交付模式 STREAM-93。在审计通过前，预发布环境必须继续使用 POLL-71。Mira 仍是负责人。未授权任何生产环境发布。\nAgent Response: 已记录。\n\n**CONVERSATION TIME:** 2026-10-20 14:56:36\n**CURRENT TIME:** 2026-10-20 14:56:36\n",
          "role": "user"
        }
      ],
      "stream": false
    },
    "baseline_response": null,
    "baseline_provider_seconds": null,
    "baseline_provider_usage": null,
    "obligations": [
      "ORBIT-NIGHTLY and October 20 decision date.",
      "STREAM-93 only after AUDIT-62 passes; until then retain POLL-71.",
      "Staging only; Mira owns it; no production rollout authorized.",
      "Accept Chinese original input and preserve exact project, audit, mode, and person identifiers."
    ]
  },
  {
    "id": "pre-memory-0-2",
    "kind": "reader",
    "case_id": "memory-0-2",
    "phase": "pre",
    "context": {
      "question": "What delivery mode was still approved for Mara's Larch project immediately after the August 8 meeting?",
      "evidence": [
        {
          "handle": "ragflow:document:cee08b5026d842b99343b723cd632d4a:chunk:695228c0e924112a",
          "kind": "knowledge_chunk",
          "text": "2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
          "metadata": {
            "document_id": "cee08b5026d842b99343b723cd632d4a"
          }
        },
        {
          "handle": "ragflow:document:1b443da3a73f43e7afe42cd3d8d3142d:chunk:009b12b0d27c8199",
          "kind": "knowledge_chunk",
          "text": "2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.",
          "metadata": {
            "document_id": "1b443da3a73f43e7afe42cd3d8d3142d"
          }
        },
        {
          "handle": "ragflow:document:94e70fdbaa2744e188d47078c65371eb:chunk:3699c4c2ca3ec657",
          "kind": "knowledge_chunk",
          "text": "2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.",
          "metadata": {
            "document_id": "94e70fdbaa2744e188d47078c65371eb"
          }
        },
        {
          "handle": "ragflow:document:96a9bf446d8b48ada33eb033c4c8b9f1:chunk:564ca4cb2e88ef8e",
          "kind": "knowledge_chunk",
          "text": "2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.",
          "metadata": {
            "document_id": "96a9bf446d8b48ada33eb033c4c8b9f1"
          }
        },
        {
          "handle": "ragflow:document:241d72c8862b4827a65a709370314f5b:chunk:a5b47ef1e40ed473",
          "kind": "knowledge_chunk",
          "text": "Kestrel-0 approved regional routing table. Columns are region, response window, queue.\nNorth | 4 hours | NORTH-0-6a8\nSouth | 12 hours | SOUTH-0-3e5\nRows are independent; do not mix a region with another row.",
          "metadata": {
            "document_id": "241d72c8862b4827a65a709370314f5b"
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:9",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-08. Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_f7ff6441bdd98e53",
            "valid_at": "2026-10-20 14:53:38",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:7",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-01. Ivo started project Cobalt. They chose BATCH-1-741 for batch delivery. The initial retry policy was RETRY-1-108.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_eb85892166acc8ef",
            "valid_at": "2026-10-20 14:53:27",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:5",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-08. Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at this meeting.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_d7a9d1f22107f233",
            "valid_at": "2026-10-20 14:53:20",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:3",
          "kind": "memory_raw",
          "text": "User Input: 2026-08-01. Mara started project Larch. They chose BATCH-0-741 for batch delivery. The initial retry policy was RETRY-0-108.\nAgent Response: Recorded.",
          "metadata": {
            "source_id": 0,
            "session_id": "formal-m_c558d1541c4b9d0f",
            "valid_at": "2026-10-20 14:53:12",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:6",
          "kind": "memory_episodic",
          "text": "On 2026-08-08, Mara reported that BATCH-0-741 lost updates during GATE-0-519 outages. The team tested REPLAY-0-632, which restored the missing updates. No change of delivery mode was approved at the meeting.",
          "metadata": {
            "source_id": 5,
            "session_id": "formal-m_d7a9d1f22107f233",
            "valid_at": "2026-08-08 00:00:00",
            "invalid_at": null,
            "status": true
          }
        },
        {
          "handle": "ragflow:memory:e84293c0415341ab8c66a5e1e2b20dc6:10",
          "kind": "memory_episodic",
          "text": "On 2026-08-08, Ivo reported that BATCH-1-741 lost updates during GATE-1-519 outages. The team tested REPLAY-1-632, which restored the missing updates. The meeting did not approve a change of delivery mode.",
          "metadata": {
            "source_id": 9,
            "session_id": "formal-m_f7ff6441bdd98e53",
            "valid_at": "2026-08-08 00:00:00",
            "invalid_at": null,
            "status": true
          }
        }
      ]
    },
    "source_receipt": "tmp/ragflow-nightly-20261020/receipts/4609.json",
    "source_receipt_sha256": "61dadf3dc921a44c18838bfc23e10c797e946e031740fdfc7c6a33d16f983b7c",
    "request": {
      "messages": [
        {
          "role": "system",
          "content": "You are continuing a project in a new session. Answer the question using only the supplied evidence. Keep subjects, dates, and conditions attached to their facts. Apply decisions at the time asked; distinguish approved changes from tests or proposals. If evidence does not establish a fact, say so. The evidence can contain original records and generated memories. Do not describe a generated memory as an immutable original. Give a concise, complete answer. Return JSON with \"answer\" (string) and \"citations\" (array of objects with \"handle\" and \"quote\"). Each quote must be an exact substring of the cited evidence text. Cite evidence for each substantive claim. Do not invent handles or quotes."
        },
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