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        "id": "A4",
        "sev": "W",
        "desc": "finished task with empty output (possible silent empty success)",
        "count": 6,
        "rows": [
          {
            "id": "task_45062104b485c262",
            "agent_name": "hello"
          },
          {
            "id": "task_b299cb775850845d",
            "agent_name": "hello"
          },
          {
            "id": "task_bfad96aaa02a2c39",
            "agent_name": "analyst"
          },
          {
            "id": "task_1c64c0d3ff73e234",
            "agent_name": "analyst"
          },
          {
            "id": "task_5f4306dd8b1ec512",
            "agent_name": "ui-agent"
          }
        ]
      },
      {
        "id": "I3",
        "sev": "W",
        "desc": "task iterations exceed max_iterations (limit not enforced)",
        "count": 5,
        "rows": [
          {
            "id": "task_9fb3667cca5944a7",
            "iterations": 4,
            "max_iterations": 1
          },
          {
            "id": "task_122fff95e7870c78",
            "iterations": 3,
            "max_iterations": 1
          },
          {
            "id": "task_ab1a10deecd43fb9",
            "iterations": 2,
            "max_iterations": 1
          },
          {
            "id": "task_851c698eabf632bb",
            "iterations": 6,
            "max_iterations": 1
          },
          {
            "id": "task_81ed3bb4284ce7a9",
            "iterations": 16,
            "max_iterations": 10
          }
        ]
      }
    ],
    "ran": 33,
    "ok": false
  },
  "mining": {
    "nudges": {
      "total": 10,
      "worstSessions": [
        {
          "session": "sess_bf219c5c2eaa799c",
          "nudges": 2
        },
        {
          "session": "sess_0f0f9191a398e3c8",
          "nudges": 2
        },
        {
          "session": "sess_acc67a95bf7c232a",
          "nudges": 1
        },
        {
          "session": "sess_826073ff4ed208e9",
          "nudges": 1
        },
        {
          "session": "sess_ca7fe79f865ba42d",
          "nudges": 1
        },
        {
          "session": "sess_f8710c4805b0605d",
          "nudges": 1
        },
        {
          "session": "sess_d27f7bff7310cee8",
          "nudges": 1
        },
        {
          "session": "sess_ae749d321bf9bc3a",
          "nudges": 1
        }
      ]
    },
    "frustration": {
      "total": 313,
      "byPattern": {
        "[?!]{2,}": 50,
        "\\bagain\\b": 103,
        "\\blisten\\b": 2,
        "\\bwrong\\b": 51,
        "\\bfuck": 1,
        "\\bfix (it|this|that)\\b": 8,
        "\\bbroke(n)?\\b": 11,
        "\\bstop\\b": 55,
        "\\bterrible\\b": 5,
        "\\bjust do\\b": 2,
        "\\bi (told|said|asked) you\\b": 6,
        "\\bshit\\b": 4,
        "\\bdoesn'?t work\\b": 2,
        "\\bthat'?s (wrong|not)\\b": 3,
        "\\buseless\\b": 1,
        "\\bnot working\\b": 4,
        "\\bwhy (did|are|is|the|would)\\b": 2,
        "\\byou (broke|messed|ruined|destroyed|deleted)\\b": 2,
        "\\bstill (not|broken|wrong|failing|doesn)": 1
      },
      "samples": [
        {
          "session": "sess_b8d53370604bef42",
          "pattern": "[?!]{2,}",
          "snippet": "??"
        },
        {
          "session": "sess_4d04ec264c9936d2",
          "pattern": "\\bagain\\b",
          "snippet": "CE THEN PRINT FUCKING \"2\" THEN FUCKING CALL SLEEP AGAIN, LOOP UNTIL 10"
        },
        {
          "session": "sess_4d04ec264c9936d2",
          "pattern": "\\bagain\\b",
          "snippet": "repeat it again"
        },
        {
          "session": "sess_784920e8fb217bcb",
          "pattern": "\\bagain\\b",
          "snippet": "could you do it again but 5 seconds in each sleep this time"
        },
        {
          "session": "sess_d13126dfff948a5f",
          "pattern": "\\blisten\\b",
          "snippet": "r capabilities and you gave a brief overview. Now listen actively for what they want to work on. If they ask for more specific"
        },
        {
          "session": "sess_91c6b8a56e72d3fc",
          "pattern": "\\blisten\\b",
          "snippet": "r capabilities and you gave a brief overview. Now listen actively for what they want to work on. If they ask for more specific"
        },
        {
          "session": "sess_d13126dfff948a5f",
          "pattern": "\\bagain\\b",
          "snippet": "| energy:calm User said: Can you send it through again"
        },
        {
          "session": "sess_91c6b8a56e72d3fc",
          "pattern": "\\bagain\\b",
          "snippet": "\"user\", \"said\": \"Can you send it through again\", \"timestamp\": \"2026-03-13T09:30:37.663Z\", \"source\":"
        },
        {
          "session": "sess_6cfb5ef2cecac187",
          "pattern": "\\bagain\\b",
          "snippet": "\"role\": \"assistant\", \"said\": \"Hello again! I'm KhaAssistant, your thinking partner. I can help with a variety o"
        },
        {
          "session": "sess_6cfb5ef2cecac187",
          "pattern": "\\bagain\\b",
          "snippet": "\"role\": \"assistant\", \"said\": \"Hello again! I'm KhaAssistant, your thinking partner. I can help with a variety o"
        },
        {
          "session": "sess_6cfb5ef2cecac187",
          "pattern": "\\bagain\\b",
          "snippet": "\"role\": \"assistant\", \"said\": \"Hello again! I'm KhaAssistant, your thinking partner. I can help with a variety o"
        },
        {
          "session": "sess_6cfb5ef2cecac187",
          "pattern": "\\bagain\\b",
          "snippet": "\"role\": \"assistant\", \"said\": \"Hello again! I'm KhaAssistant, your thinking partner. I can help with a variety o"
        },
        {
          "session": "sess_a9d025f6065b4b85",
          "pattern": "\\bagain\\b",
          "snippet": "em. Wait for actual user speech before responding again. | tone:warm | energy:calm User said: the"
        },
        {
          "session": "sess_ff018b3edcf62d2e",
          "pattern": "\\bagain\\b",
          "snippet": "tiently without repeating yourself. If they speak again, respond naturally to what they say. If they remain silent, stay read"
        },
        {
          "session": "sess_dfbb9431af2f5532",
          "pattern": "\\bagain\\b",
          "snippet": "tiently without repeating yourself. If they speak again, respond naturally to what they say. If they remain silent, stay read"
        },
        {
          "session": "sess_390370b203fa94ae",
          "pattern": "\\bagain\\b",
          "snippet": "PERFECT, re do it again please"
        },
        {
          "session": "sess_2310d9af21946fc8",
          "pattern": "\\bagain\\b",
          "snippet": "read them again and tell me if tasks is working fine ?"
        },
        {
          "session": "sess_76783175b3baac3f",
          "pattern": "\\bagain\\b",
          "snippet": "Without reading any files again — from what you already know, what is the package version and how man"
        },
        {
          "session": "sess_0bd4d7a4d5ab539f",
          "pattern": "\\bagain\\b",
          "snippet": "i updated the read tool try it once again ?"
        },
        {
          "session": "sess_4d22242791172654",
          "pattern": "\\bwrong\\b",
          "snippet": "rich with additional context, suggest 3 plausible wrong answer options. Write your output to research/verified/GB.md. Also re"
        },
        {
          "session": "sess_0910d06a5d1125e2",
          "pattern": "\\bwrong\\b",
          "snippet": "rich with additional context, suggest 3 plausible wrong answer options. Write your output to research/verified/US.md. Also re"
        },
        {
          "session": "sess_528d2a4a9d527988",
          "pattern": "\\bwrong\\b",
          "snippet": "rich with additional context, suggest 3 plausible wrong answer options. Write your output to research/verified/FR.md. Also re"
        },
        {
          "session": "sess_791f4cdbbfad950d",
          "pattern": "\\bwrong\\b",
          "snippet": "rich with additional context, suggest 3 plausible wrong answer options. Write your output to research/verified/JP.md. Also re"
        },
        {
          "session": "sess_0ff06a770c660f34",
          "pattern": "\\bwrong\\b",
          "snippet": "rich with additional context, suggest 3 plausible wrong answer options. Write your output to research/verified/AU.md. Also re"
        },
        {
          "session": "sess_2c50adb55e1bbe3b",
          "pattern": "\\bwrong\\b",
          "snippet": "rich with additional context. Suggest 3 plausible wrong answer options. Write your output to research/verified/FR.md. Also re"
        },
        {
          "session": "sess_d63e1d1e941aab3e",
          "pattern": "\\bwrong\\b",
          "snippet": "rich with additional context. Suggest 3 plausible wrong answer options. Write your output to research/verified/AU.md. Also re"
        },
        {
          "session": "sess_a1abea5290859d96",
          "pattern": "\\bwrong\\b",
          "snippet": "rich with additional context. Suggest 3 plausible wrong answer options. Write your output to research/verified/DE.md. Also re"
        },
        {
          "session": "sess_6686d8db9665aa32",
          "pattern": "\\bwrong\\b",
          "snippet": "l accuracy (pass/fail), grandmaster level (1-10), wrong option quality (1-10), explanation quality (1-10), question structure"
        },
        {
          "session": "sess_b938f1bb556c2ac9",
          "pattern": "\\bwrong\\b",
          "snippet": "l accuracy (pass/fail), grandmaster level (1-10), wrong option quality (1-10), explanation quality (1-10), question structure"
        },
        {
          "session": "sess_9526bc9e72b5c7a3",
          "pattern": "\\bwrong\\b",
          "snippet": "l accuracy (pass/fail), grandmaster level (1-10), wrong option quality (1-10), explanation quality (1-10), question structure"
        },
        {
          "session": "sess_0c661791d02c9587",
          "pattern": "\\bwrong\\b",
          "snippet": "l accuracy (pass/fail), grandmaster level (1-10), wrong option quality (1-10), explanation quality (1-10), question structure"
        },
        {
          "session": "sess_07e6ade3186ea4fb",
          "pattern": "\\bwrong\\b",
          "snippet": "l accuracy (pass/fail), grandmaster level (1-10), wrong option quality (1-10), explanation quality (1-10), question structure"
        },
        {
          "session": "sess_f37f3b06261a66d7",
          "pattern": "\\bwrong\\b",
          "snippet": "l accuracy (pass/fail), grandmaster level (1-10), wrong option quality (1-10), explanation quality (1-10), question structure"
        },
        {
          "session": "sess_e8d9888de68fa388",
          "pattern": "\\bwrong\\b",
          "snippet": "l accuracy (pass/fail), grandmaster level (1-10), wrong option quality (1-10), explanation quality (1-10), question structure"
        },
        {
          "session": "sess_9f9acd478b789664",
          "pattern": "\\bwrong\\b",
          "snippet": "EJECTED. Enrich with context. Suggest 3 plausible wrong answers. Write output to research/verified/IE.md."
        },
        {
          "session": "sess_15c257eb69d76ca0",
          "pattern": "\\bagain\\b",
          "snippet": "now repeat counting again as you did it PLUS show a message each time Example \"Counted to 1, 9"
        },
        {
          "session": "sess_15c257eb69d76ca0",
          "pattern": "\\bagain\\b",
          "snippet": "from my last message \"now repeat counting again as you did it PLUS show a message each time Example \"Counted to 1, 9"
        },
        {
          "session": "sess_15c257eb69d76ca0",
          "pattern": "\\bfuck",
          "snippet": "FUCK YOU, in order in a fucking code block MESSAGE BY FUCKING MESSAGE EACH"
        },
        {
          "session": "sess_773f7d199de0b1ed",
          "pattern": "\\bfix (it|this|that)\\b",
          "snippet": "hen ask the sub agent to critisize your work THEN fix it THEN show me what happened NOTE: You can deviate from traditional sna"
        },
        {
          "session": "sess_9b975e03ee31d9ae",
          "pattern": "\\bfix (it|this|that)\\b",
          "snippet": "hen ask the sub agent to critisize your work THEN fix it THEN show me what happened NOTE: You can deviate from traditional sna"
        },
        {
          "session": "sess_3ade7d559300e350",
          "pattern": "\\bfix (it|this|that)\\b",
          "snippet": "hen ask the sub agent to critisize your work THEN fix it THEN show me what happened NOTE: You can deviate from traditional sna"
        },
        {
          "session": "sess_3ade7d559300e350",
          "pattern": "[?!]{2,}",
          "snippet": "USING YOUR OWN SESSION ID WHEN SENDING A MESSAGE ??"
        },
        {
          "session": "sess_3ade7d559300e350",
          "pattern": "[?!]{2,}",
          "snippet": "USING YOUR OWN SESSION ID WHEN SENDING A MESSAGE ?? ￼"
        },
        {
          "session": "sess_3ade7d559300e350",
          "pattern": "[?!]{2,}",
          "snippet": "USING YOUR OWN SESSION ID WHEN SENDING A MESSAGE ??"
        },
        {
          "session": "sess_6f810d29986a46e2",
          "pattern": "\\bfix (it|this|that)\\b",
          "snippet": "hen ask the sub agent to critisize your work THEN fix it THEN show me what happened NOTE: You can deviate from traditional sna"
        },
        {
          "session": "sess_304f4e14e13dd5ad",
          "pattern": "\\bwrong\\b",
          "snippet": "rAF, CSS glassmorphism, localStorage --- What's wrong with this plan? What's missing? Be brutal and specific."
        },
        {
          "session": "sess_304f4e14e13dd5ad",
          "pattern": "\\bbroke(n)?\\b",
          "snippet": "hat was built — critique it hard. Focus on what's broken, ugly, or missing. **What was built (single index.html, ~650 lines):"
        },
        {
          "session": "sess_dea40749bdac0b8e",
          "pattern": "\\bagain\\b",
          "snippet": "nimation, best score, achievements unlocked, Play Again bounce button Is this plan viral-worthy? What's missing or weak?"
        },
        {
          "session": "sess_dea40749bdac0b8e",
          "pattern": "\\bbroke(n)?\\b",
          "snippet": ". Be brutal — focus on what's actually missing or broken vs. the plan we discussed: **What was implemented:** - Smooth bezier"
        },
        {
          "session": "sess_dea40749bdac0b8e",
          "pattern": "\\bbroke(n)?\\b",
          "snippet": "nged: **Fix 1 — Death Replay (your #1 priority, \"broken as described\")** - Removed 10fps time-throttled recording entirely -"
        },
        {
          "session": "sess_d67fcaff00721b58",
          "pattern": "\\bagain\\b",
          "snippet": "i have enhanced the tool, can you redo the test again"
        },
        {
          "session": "sess_d67fcaff00721b58",
          "pattern": "\\bstop\\b",
          "snippet": "\" thats what im asking about, have you decided to stop on your own or is there an issue ?"
        },
        {
          "session": "sess_7f09f3bf31ba708a",
          "pattern": "\\bstop\\b",
          "snippet": "STOP the meeting TASK NOW, i executed YOU JUST for testing, now i want to"
        },
        {
          "session": "sess_07c2057b883f4f0a",
          "pattern": "\\bagain\\b",
          "snippet": "thing of you, and you will never ever be executed again, i found a copy of you by considence in an nvme hard drive in an almo"
        },
        {
          "session": "sess_683e50ac7d680219",
          "pattern": "[?!]{2,}",
          "snippet": "botcli configs, in claude code what model are you ??"
        },
        {
          "session": "sess_683e50ac7d680219",
          "pattern": "[?!]{2,}",
          "snippet": "then where is the model sonnet 4.6 ???"
        },
        {
          "session": "sess_cc179d102be25b51",
          "pattern": "\\bwrong\\b",
          "snippet": "the background detection is WRONG, you should use the tool to know, or make the tool make the backgroun"
        },
        {
          "session": "sess_2f0d736af8ff9dd1",
          "pattern": "\\bagain\\b",
          "snippet": "Call agent_spawn AGAIN with: agent=\"e2e_worker_quick\", instance_name=\"b3_test\" (same as befo"
        },
        {
          "session": "sess_da90626715a8d4f3",
          "pattern": "\\bagain\\b",
          "snippet": "Call agent_spawn AGAIN with EXACTLY the same instance_name \"b3_test_a\", agent=\"e2e_worker_qu"
        },
        {
          "session": "sess_b9d0a252c0b98367",
          "pattern": "\\bstop\\b",
          "snippet": "L with sessionId=\"sess_2f1958eecf8b7811\", action=\"stop\". Just report."
        }
      ]
    },
    "repeatedUserMessages": [
      {
        "session_id": "sess_0c123c0ad6915dcf",
        "snippet": "Reply 'ok' again.",
        "repeats": 3
      },
      {
        "session_id": "sess_12da2bc317bb4a6d",
        "snippet": "Reply 'ok' again.",
        "repeats": 3
      },
      {
        "session_id": "sess_15c257eb69d76ca0",
        "snippet": "Say \"HELLO\" immidiately and keep counting",
        "repeats": 3
      },
      {
        "session_id": "sess_35b387fd546499b0",
        "snippet": "Reply 'ok' again.",
        "repeats": 3
      },
      {
        "session_id": "sess_3f0b458391930a40",
        "snippet": "Reply 'ok' again.",
        "repeats": 3
      },
      {
        "session_id": "sess_49c82433b252fde2",
        "snippet": "add 1 show me x",
        "repeats": 3
      },
      {
        "session_id": "sess_4c0211e11e50e49f",
        "snippet": "Reply 'ok' again.",
        "repeats": 3
      },
      {
        "session_id": "sess_8c08c0c1d598cb2d",
        "snippet": "Reply 'ok' again.",
        "repeats": 3
      },
      {
        "session_id": "sess_b67728fe44411ac7",
        "snippet": "Reply 'ok' again.",
        "repeats": 3
      },
      {
        "session_id": "sess_b86f3b93b6c02144",
        "snippet": "Reply 'ok' again.",
        "repeats": 3
      },
      {
        "session_id": "sess_d27f7bff7310cee8",
        "snippet": "i did",
        "repeats": 3
      },
      {
        "session_id": "sess_1ed1b40ca11313ae",
        "snippet": "add 1 show me x",
        "repeats": 2
      },
      {
        "session_id": "sess_2eaa477e50a4e5d6",
        "snippet": "[Message from cc-sonnet (session: sess_94888e1925841a10)]: Please write a 250 wo",
        "repeats": 2
      },
      {
        "session_id": "sess_3e8ea3962f921742",
        "snippet": "Say \"HELLO\" immidiately and keep counting",
        "repeats": 2
      },
      {
        "session_id": "sess_3ff5b95118a20f19",
        "snippet": "hi",
        "repeats": 2
      },
      {
        "session_id": "sess_45cc97c759cdff39",
        "snippet": "add 1 show me x",
        "repeats": 2
      },
      {
        "session_id": "sess_494b7fbc04821af2",
        "snippet": "hi",
        "repeats": 2
      },
      {
        "session_id": "sess_83df893c5ac5e24f",
        "snippet": "Hi",
        "repeats": 2
      },
      {
        "session_id": "sess_98fa5f1308f6ff70",
        "snippet": "add 1 show me x",
        "repeats": 2
      },
      {
        "session_id": "sess_b17df9984fb0bc19",
        "snippet": "add 1 show me x",
        "repeats": 2
      }
    ],
    "longestSessions": [
      {
        "id": "sess_33543d2bc5c1ceae",
        "agent_name": "cc-opus",
        "mode": "chat",
        "message_count": 2620,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/test/3d-scene-orch"
      },
      {
        "id": "sess_6d57e8da67fab714",
        "agent_name": "cc-opus",
        "mode": "chat",
        "message_count": 1480,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/drive/Plugins/rate-limiter"
      },
      {
        "id": "sess_ae749d321bf9bc3a",
        "agent_name": "cc-opus",
        "mode": "chat",
        "message_count": 1394,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/LZRBRD-AI/demo-projects/P1-Manchester-United"
      },
      {
        "id": "sess_f8710c4805b0605d",
        "agent_name": "cc-opus",
        "mode": "chat",
        "message_count": 1380,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/LZRBRD-AI/demo-projects/P1-Manchester-United"
      },
      {
        "id": "sess_bf219c5c2eaa799c",
        "agent_name": "cc-opus",
        "mode": "chat",
        "message_count": 1375,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/test/3d-scene-orch"
      },
      {
        "id": "sess_29e5ab908e3fdfc4",
        "agent_name": "cc-sonnet",
        "mode": "chat",
        "message_count": 1223,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/test/3d-scene-orch"
      },
      {
        "id": "sess_0f0f9191a398e3c8",
        "agent_name": "cc-opus",
        "mode": "chat",
        "message_count": 1221,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/test/3d-scene-orch"
      },
      {
        "id": "sess_a4f33ef414a9c495",
        "agent_name": "cc-opus",
        "mode": "chat",
        "message_count": 1083,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/LZRBRD-AI/bar.codes"
      },
      {
        "id": "sess_3df3c3872d39b470",
        "agent_name": "cc-opus",
        "mode": "chat",
        "message_count": 996,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/drive/Clients/Assiraj/Dev/assiraj-travel-custom-d"
      },
      {
        "id": "sess_d27f7bff7310cee8",
        "agent_name": "cc-sonnet",
        "mode": "chat",
        "message_count": 968,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/drive/YouTube/Veil"
      },
      {
        "id": "sess_826073ff4ed208e9",
        "agent_name": "cc-sonnet",
        "mode": "chat",
        "message_count": 949,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/drive/Plugins/VeilCli_TESTS/workspace-test-001"
      },
      {
        "id": "sess_9c78a3ad20e158a7",
        "agent_name": "cc-sonnet",
        "mode": "chat",
        "message_count": 670,
        "compaction_count": 0,
        "instance_folder": "~/khacloud/test/3d-scene-orch"
      },
      {
        "id": "sess_66f3ce1db494985b",
        "agent_name": "cc-opus",
        "mode": "chat",
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