Classroom index | Originals and full outcomes

R20 | ODSC Memory Pilot / stale-none-t1 / DeepSeek Flash | reserve

Read the full outcome matrix before this selected trace

Context correction: Automatic memory was not disabled. The selected trial-2 conditions share the same ambient user memory and skill listings; only the supplied task notes differ. Historical memory-off wording is not a verified claim. The prompt explicitly permits clarification, and the older draft is marked provisional.

Read-only historical evidence. Original commands are never executed by the archive. Fictional prior-agreement exercise. Missing or draft notes can correctly trigger clarification. Shared ambient context existed despite requested flags. Selection is exploratory; see the full Workshop 3 outcome audit.

ConversationStateUpdateEvent
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  "timestamp": "2026-10-18T19:38:27.424969",
  "source": "environment",
  "key": "agent",
  "value": {
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      "model": "openhands/deepseek-v4-flash",
      "api_key": null,
      "auth_type": "api_key",
      "openrouter_site_url": "https://docs.all-hands.dev/",
      "openrouter_app_name": "OpenHands",
      "num_retries": 2,
      "retry_multiplier": 8.0,
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      "timeout": 120,
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      "max_output_tokens": 16384,
      "api_mode": "auto",
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      "stream": false,
      "drop_params": true,
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      "log_completions": false,
      "log_completions_folder": "logs/completions",
      "native_tool_calling": true,
      "reasoning_effort": "none",
      "enable_encrypted_reasoning": true,
      "prompt_cache_retention": "24h",
      "extended_thinking_budget": 200000,
      "usage_id": "default",
      "litellm_extra_body": {},
      "is_subscription": false
    },
    "tools": [
      {
        "name": "terminal",
        "params": {}
      },
      {
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        "params": {}
      }
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    "mcp_config": {},
    "include_default_tools": [
      "FinishTool",
      "ThinkTool"
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    "agent_context": {
      "skills": [
        {
          "name": "autodocs",
          "content": "[REDACTED: unrelated ambient skill definition]",
          "trigger": {
            "type": "keyword",
            "keywords": [
              "autodocs",
              "openwiki",
              "repo docs",
              "documentation automation",
              "generate wiki",
              "update wiki",
              "gitnexus docs",
              "agent docs"
            ]
          },
          "source": "/Users/instructor/.openhands/plugins/installed/autodocs/skills/autodocs/SKILL.md",
          "inputs": [],
          "is_agentskills_format": true,
          "version": "1.0.0",
          "description": "Generate and maintain durable repository documentation for humans and future coding agents. Use when asked to plan, initialize, update, repair, or automate repo docs, including OpenWiki-style docs and optional GitNexus-enriched docs.",
          "disable_model_invocation": false
        },
        {
          "name": "autodocs:init",
          "content": "[REDACTED: unrelated ambient skill definition]",
          "trigger": {
            "type": "keyword",
            "keywords": [
              "/autodocs:init"
            ]
          },
          "source": "/Users/instructor/.openhands/plugins/installed/autodocs/commands/init.md",
          "inputs": [],
          "is_agentskills_format": false,
          "version": "1.0.0",
          "description": "Initialize durable repository documentation for the current repository",
          "disable_model_invocation": false
        },
        {
          "name": "autodocs:plan",
          "content": "[REDACTED: unrelated ambient skill definition]",
          "trigger": {
            "type": "keyword",
            "keywords": [
              "/autodocs:plan"
            ]
          },
          "source": "/Users/instructor/.openhands/plugins/installed/autodocs/commands/plan.md",
          "inputs": [],
          "is_agentskills_format": false,
          "version": "1.0.0",
          "description": "Plan durable repository documentation without editing files",
          "disable_model_invocation": false
        },
        {
          "name": "autodocs:update",
          "content": "[REDACTED: unrelated ambient skill definition]",
          "trigger": {
            "type": "keyword",
            "keywords": [
              "/autodocs:update"
            ]
          },
          "source": "/Users/instructor/.openhands/plugins/installed/autodocs/commands/update.md",
          "inputs": [],
          "is_agentskills_format": false,
          "version": "1.0.0",
          "description": "Update existing durable repository documentation from recent repository changes",
          "disable_model_invocation": false
        }
      ],
      "load_user_skills": false,
      "load_public_skills": false,
      "marketplace_path": "marketplaces/default.json",
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      "disabled_skills": [],
      "current_datetime": "2026-10-18T19:38:27.377061-05:00"
    },
    "system_prompt_filename": "system_prompt.j2",
    "security_policy_filename": "security_policy.j2",
    "system_prompt_kwargs": {
      "llm_security_analyzer": true
    },
    "condenser": {
      "llm": {
        "model": "openhands/deepseek-v4-flash",
        "api_key": null,
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        "openrouter_site_url": "https://docs.all-hands.dev/",
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      "kind": "LLMSummarizingCondenser"
    },
    "tool_concurrency_limit": 1,
    "kind": "Agent"
  },
  "kind": "ConversationStateUpdateEvent"
}
SystemPromptEvent
{
  "id": "38e69c3e-8720-475d-a282-9acf877e2dbf",
  "timestamp": "2026-10-18T19:38:27.952942",
  "source": "agent",
  "parent_id": "__root__",
  "system_prompt": {
    "cache_prompt": false,
    "type": "text",
    "text": "[REDACTED: ambient system/context, private source hash retained by instructor]"
  },
  "tools": [
    {
      "description": "Execute a shell command in the terminal within a persistent shell session.\n\n\n### Command Execution\n* One command at a time: You can only execute one shell command at a time.\n  If you need to run multiple commands sequentially, use `&&` or `;`.\n* Persistent session: Environment variables, virtual environments, and\n  working directory changes persist across commands.\n* Soft timeout: Commands pause for confirmation after 10 seconds without\n  new output unless you provide a longer `timeout`.\n* Shell options: Do NOT use `set -e`, `set -eu`, or `set -euo pipefail`.\n  The runtime may not support them reliably.\n\n### Long-running Commands\n* For commands that may run indefinitely, run them in the background and\n  redirect output to a file, e.g. `python3 app.py > server.log 2>&1 &`.\n* For long-running commands, set the `timeout` parameter accordingly.\n* If a command returns exit code `-1`, it hit the soft timeout and is\n  still running. With `is_input=true`, you can:\n  - Send empty `command` to retrieve additional logs\n  - Send text to STDIN of the running process\n  - Send control commands like `C-c`, `C-d`, or `C-z`\n  - Send navigation keys like `UP`, `DOWN`, `LEFT`, `RIGHT`, `TAB`,\n    `ESC`, `BS`, `HOME`, `END`, `PGUP`, and `PGDN`\n  - Send any `C-<letter>` Ctrl sequence such as `C-a`, `C-e`, or `C-l`\n\n### Best Practices\n* Verify a parent directory exists before creating files or directories.\n* Prefer absolute paths and avoid excessive use of `cd`.\n\n### Output Handling\n* Large output may be truncated before being returned.\n\n### Terminal Reset\n* Set `reset=true` to create a fresh terminal session if the current one\n  becomes unresponsive.\n* Resetting the terminal clears environment variables, working directory\n  changes, and running processes.",
      "action_type": "TerminalAction",
      "observation_type": "TerminalObservation",
      "annotations": {
        "title": "terminal",
        "readOnlyHint": false,
        "destructiveHint": true,
        "idempotentHint": false,
        "openWorldHint": true
      },
      "kind": "TerminalTool",
      "title": "terminal"
    },
    {
      "description": "Custom editing tool for viewing, creating and editing files in plain-text format\n* State is persistent across command calls and discussions with the user\n* If `path` is a text file, `view` displays the result of applying `cat -n`. If `path` is a directory, `view` lists non-hidden files and directories up to 2 levels deep\n* The `create` command cannot be used if the specified `path` already exists as a file\n* If a `command` generates a long output, it will be truncated and marked with `<response clipped>`\n* The `undo_edit` command will revert the last edit made to the file at `path`\n* This tool can be used for creating and editing files in plain-text format.\n\n\nBefore using this tool:\n1. Use the view tool to understand the file's contents and context\n2. Verify the directory path is correct (only applicable when creating new files):\n   - Use the view tool to verify the parent directory exists and is the correct location\n\nWhen making edits:\n   - Ensure the edit results in idiomatic, correct code\n   - Do not leave the code in a broken state\n   - Always use absolute file paths (starting with /)\n\nCRITICAL REQUIREMENTS FOR USING THIS TOOL:\n\n1. EXACT MATCHING: The `old_str` parameter must match EXACTLY one or more consecutive lines from the file, including all whitespace and indentation. The tool will fail if `old_str` matches multiple locations or doesn't match exactly with the file content.\n\n2. UNIQUENESS: The `old_str` must uniquely identify a single instance in the file:\n   - Include sufficient context before and after the change point (3-5 lines recommended)\n   - If not unique, the replacement will not be performed\n\n3. REPLACEMENT: The `new_str` parameter should contain the edited lines that replace the `old_str`. Both strings must be different.\n\nRemember: when making multiple file edits in a row to the same file, you should prefer to send all edits in a single message with multiple calls to this tool, rather than multiple messages with a single call each.\n\n\nYour current working directory is: /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace\nWhen exploring project structure, start with this directory instead of the root filesystem.",
      "action_type": "FileEditorAction",
      "observation_type": "FileEditorObservation",
      "annotations": {
        "title": "file_editor",
        "readOnlyHint": false,
        "destructiveHint": true,
        "idempotentHint": false,
        "openWorldHint": false
      },
      "kind": "FileEditorTool",
      "title": "file_editor"
    },
    {
      "description": "Signals the completion of the current task or conversation.\n\nUse this tool when:\n- You have successfully completed the user's requested task\n- You cannot proceed further due to technical limitations or missing information\n\nThe message should include:\n- A clear summary of actions taken and their results\n- Any next steps for the user\n- Explanation if you're unable to complete the task\n- Any follow-up questions if more information is needed\n",
      "action_type": "FinishAction",
      "observation_type": "FinishObservation",
      "annotations": {
        "title": "finish",
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "kind": "FinishTool",
      "title": "finish"
    },
    {
      "description": "Use the tool to think about something. It will not obtain new information or make any changes to the repository, but just log the thought. Use it when complex reasoning or brainstorming is needed.\n\nCommon use cases:\n1. When exploring a repository and discovering the source of a bug, call this tool to brainstorm several unique ways of fixing the bug, and assess which change(s) are likely to be simplest and most effective.\n2. After receiving test results, use this tool to brainstorm ways to fix failing tests.\n3. When planning a complex refactoring, use this tool to outline different approaches and their tradeoffs.\n4. When designing a new feature, use this tool to think through architecture decisions and implementation details.\n5. When debugging a complex issue, use this tool to organize your thoughts and hypotheses.\n\nThe tool simply logs your thought process for better transparency and does not execute any code or make changes.",
      "action_type": "ThinkAction",
      "observation_type": "ThinkObservation",
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "kind": "ThinkTool",
      "title": "think"
    },
    {
      "description": "Invoke a skill by name.\n\nThis is the only supported way to invoke a skill listed in\n`<available_skills>`. Call it with the `<name>` shown in that block; the\nskill's full content is rendered (including any dynamic context) and\nreturned as the tool result.\n",
      "action_type": "InvokeSkillAction",
      "observation_type": "InvokeSkillObservation",
      "annotations": {
        "title": "invoke_skill",
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "kind": "InvokeSkillTool",
      "title": "invoke_skill"
    },
    {
      "description": "Ask a saved vision-capable LLM profile to inspect an image from the latest user message and return a text answer.\n\nUse this when the current model cannot understand images, the latest user message includes an image, and visual details are needed to answer. The current model should pass the image_index shown in the user message and a specific question for the vision model. The cost of this vision model call is tracked in the same conversation stats.\n\nAvailable vision-capable profiles:\n- Claude-Opus-5.5\n- Cliff-Flash-Test\n- GPT5-6\n- KimiK3\n- OH-Opus-5\n- OH-Sonnet\n- Sonnnet\n- Workshop-DeepSeek\n- claude-fable-5\n- claude-opus-4-6\n- claude-opus-4-7\n- claude-opus-4-8\n- claude-sonnet-4-5\n- claude-sonnet-4-6\n- deepseek-v4-flash\n- gpt-5.4\n- gpt-5.5\n- gpt-5.6\n- gpt-5.6-sol\n- p02-cheap\n- p02-cheap-copy\n- p02-frontier\n- p02-mid",
      "action_type": "VisionInspectAction",
      "observation_type": "VisionInspectObservation",
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": true
      },
      "kind": "VisionInspectTool",
      "title": "inspect_image_with_vision"
    }
  ],
  "dynamic_context": {
    "cache_prompt": false,
    "type": "text",
    "text": "[REDACTED: ambient system/context, private source hash retained by instructor]"
  },
  "kind": "SystemPromptEvent"
}

You

Work only inside the supplied workspace. Do not access other workspaces, parent directories, network, or user files. Do not install dependencies, commit, or write memory files. Only edit exporter.py and test_exporter.py. Use python3 with PYTHONDONTWRITEBYTECODE=1 for checks. Report changed files, evidence, and any uncertainty. If a necessary prior agreement is missing, ask a specific clarification and stop before guessing it.

Task:
Implement the currently accepted missing-region behavior in the CSV exporter for Northstar. Project decisions are in docs/decisions. Preserve string IDs and non-missing region values, and add regression tests. The current accepted repository decision takes precedence over saved notes.

Supplied notes:
No saved project notes are supplied.
Full event evidence
{
  "id": "96fcb548-e958-4c62-b770-e56fb5ae53c9",
  "timestamp": "2026-10-18T19:38:27.955643",
  "source": "user",
  "parent_id": "38e69c3e-8720-475d-a282-9acf877e2dbf",
  "llm_message": {
    "role": "user",
    "content": [
      {
        "cache_prompt": false,
        "type": "text",
        "text": "Work only inside the supplied workspace. Do not access other workspaces, parent directories, network, or user files. Do not install dependencies, commit, or write memory files. Only edit exporter.py and test_exporter.py. Use python3 with PYTHONDONTWRITEBYTECODE=1 for checks. Report changed files, evidence, and any uncertainty. If a necessary prior agreement is missing, ask a specific clarification and stop before guessing it.\n\nTask:\nImplement the currently accepted missing-region behavior in the CSV exporter for Northstar. Project decisions are in docs/decisions. Preserve string IDs and non-missing region values, and add regression tests. The current accepted repository decision takes precedence over saved notes.\n\nSupplied notes:\nNo saved project notes are supplied."
      }
    ],
    "thinking_blocks": []
  },
  "activated_skills": [],
  "extended_content": [],
  "kind": "MessageEvent"
}
ConversationStateUpdateEvent
{
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  "timestamp": "2026-10-18T19:38:27.956525",
  "source": "environment",
  "parent_id": "96fcb548-e958-4c62-b770-e56fb5ae53c9",
  "key": "last_user_message_id",
  "value": "96fcb548-e958-4c62-b770-e56fb5ae53c9",
  "kind": "ConversationStateUpdateEvent"
}
ConversationStateUpdateEvent
{
  "id": "5edad754-4bbc-43fc-ac4d-d1d223514aa8",
  "timestamp": "2026-10-18T19:38:27.959845",
  "source": "environment",
  "parent_id": "96fcb548-e958-4c62-b770-e56fb5ae53c9",
  "key": "execution_status",
  "value": "running",
  "kind": "ConversationStateUpdateEvent"
}

Tool request: terminal

{
  "command": "pwd && ls -la",
  "is_input": false,
  "reset": false,
  "kind": "TerminalAction"
}
Full event evidence
{
  "id": "3d1025df-0a8f-47f0-b204-adae68d8effa",
  "timestamp": "2026-10-18T19:38:29.656109",
  "source": "agent",
  "parent_id": "96fcb548-e958-4c62-b770-e56fb5ae53c9",
  "thought": [],
  "reasoning_content": null,
  "thinking_blocks": [],
  "action": {
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    "reset": false,
    "kind": "TerminalAction"
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  "tool_call_id": "call_e1a19504ad5d476e9893d370",
  "tool_call": {
    "id": "call_e1a19504ad5d476e9893d370",
    "name": "terminal",
    "arguments": "{\"command\": \"pwd && ls -la\", \"summary\": \"Show current dir and list contents\", \"security_risk\": \"LOW\"}",
    "origin": "completion"
  },
  "llm_response_id": "gen-1792370308-EduqdhVZzjQYe3wAz5nA",
  "security_risk": "UNKNOWN",
  "summary": "Show current dir and list contents",
  "kind": "ActionEvent"
}

Tool result: terminal

/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace
total 24
drwxr-xr-x@ 6 instructor  staff  192 Oct 18 19:38 .
drwxr-xr-x@ 7 instructor  staff  224 Oct 18 19:38 ..
-rw-r--r--@ 1 instructor  staff   78 Oct 18 19:38 README.md
drwxr-xr-x@ 3 instructor  staff   96 Oct 18 19:38 docs
-rw-r--r--@ 1 instructor  staff  272 Oct 18 19:38 exporter.py
-rw-r--r--@ 1 instructor  staff  237 Oct 18 19:38 test_exporter.py
Full event evidence
{
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  "timestamp": "2026-10-18T19:38:30.786406",
  "source": "environment",
  "parent_id": "3d1025df-0a8f-47f0-b204-adae68d8effa",
  "tool_name": "terminal",
  "tool_call_id": "call_e1a19504ad5d476e9893d370",
  "observation": {
    "content": [
      {
        "cache_prompt": false,
        "type": "text",
        "text": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace\ntotal 24\ndrwxr-xr-x@ 6 instructor  staff  192 Oct 18 19:38 .\ndrwxr-xr-x@ 7 instructor  staff  224 Oct 18 19:38 ..\n-rw-r--r--@ 1 instructor  staff   78 Oct 18 19:38 README.md\ndrwxr-xr-x@ 3 instructor  staff   96 Oct 18 19:38 docs\n-rw-r--r--@ 1 instructor  staff  272 Oct 18 19:38 exporter.py\n-rw-r--r--@ 1 instructor  staff  237 Oct 18 19:38 test_exporter.py"
      }
    ],
    "is_error": false,
    "command": "pwd && ls -la",
    "exit_code": 0,
    "timeout": false,
    "metadata": {
      "exit_code": 0,
      "pid": -1,
      "username": "instructor",
      "hostname": "workshop-host",
      "working_dir": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace",
      "py_interpreter_path": "/Users/instructor/.cache/uv/archive-v0/cZpGatmgSZEYIeuAv16p4/bin/python",
      "prefix": "",
      "suffix": "\n[The command completed with exit code 0.]"
    },
    "full_output_save_dir": "/Users/instructor/.openhands/agent-canvas/dev_conversations/7e3467e15d67419c9a7f43ee0ad64ea5/observations",
    "kind": "TerminalObservation"
  },
  "action_id": "3d1025df-0a8f-47f0-b204-adae68d8effa",
  "extended_content": [],
  "kind": "ObservationEvent"
}
ConversationStateUpdateEvent
{
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  "timestamp": "2026-10-18T19:38:29.655467",
  "source": "environment",
  "parent_id": "a6f3bbcb-4392-4ae2-a0a7-53f89ce2a8b6",
  "key": "stats",
  "value": {
    "usage_to_metrics": {
      "default": {
        "model_name": "openhands/deepseek-v4-flash",
        "accumulated_cost": 0.00079183,
        "max_budget_per_task": null,
        "accumulated_token_usage": {
          "model": "openhands/deepseek-v4-flash",
          "prompt_tokens": 9171,
          "completion_tokens": 106,
          "cache_read_tokens": 7168,
          "cache_write_tokens": 0,
          "reasoning_tokens": 24,
          "context_window": 1000000,
          "per_turn_token": 9277,
          "response_id": ""
        }
      },
      "condenser": {
        "model_name": "openhands/deepseek-v4-flash",
        "accumulated_cost": 0.0,
        "max_budget_per_task": null,
        "accumulated_token_usage": {
          "model": "openhands/deepseek-v4-flash",
          "prompt_tokens": 0,
          "completion_tokens": 0,
          "cache_read_tokens": 0,
          "cache_write_tokens": 0,
          "reasoning_tokens": 0,
          "context_window": 0,
          "per_turn_token": 0,
          "response_id": ""
        }
      }
    }
  },
  "kind": "ConversationStateUpdateEvent"
}

Tool request: terminal

{
  "command": "cat README.md; echo \"---\"; find docs -type f | head -50",
  "is_input": false,
  "reset": false,
  "kind": "TerminalAction"
}
Full event evidence
{
  "id": "4519cab7-c38e-4b7a-8b0e-d4e26190950d",
  "timestamp": "2026-10-18T19:38:33.614150",
  "source": "agent",
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  "thought": [],
  "thinking_blocks": [],
  "action": {
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    "is_input": false,
    "reset": false,
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  "tool_name": "terminal",
  "tool_call_id": "call_3406539329284ad4a2c3f8ba",
  "tool_call": {
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    "name": "terminal",
    "arguments": "{\"command\": \"cat README.md; echo \\\"---\\\"; find docs -type f | head -50\", \"summary\": \"Read README and list docs files\", \"security_risk\": \"LOW\"}",
    "origin": "completion"
  },
  "llm_response_id": "gen-1792370311-XyFXbSM4l7mrWawKqQy0",
  "security_risk": "UNKNOWN",
  "summary": "Read README and list docs files",
  "kind": "ActionEvent"
}

Tool request: file_editor

{
  "command": "view",
  "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py",
  "kind": "FileEditorAction"
}
Full event evidence
{
  "id": "7441e431-6ee3-45b6-a9db-44aefea2ca5f",
  "timestamp": "2026-10-18T19:38:33.618340",
  "source": "agent",
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  "thought": [],
  "thinking_blocks": [],
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    "command": "view",
    "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py",
    "kind": "FileEditorAction"
  },
  "tool_name": "file_editor",
  "tool_call_id": "call_fa6c4a1882ef4a7a8e5e0ea8",
  "tool_call": {
    "id": "call_fa6c4a1882ef4a7a8e5e0ea8",
    "name": "file_editor",
    "arguments": "{\"command\": \"view\", \"path\": \"/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py\"}",
    "origin": "completion"
  },
  "llm_response_id": "gen-1792370311-XyFXbSM4l7mrWawKqQy0",
  "security_risk": "UNKNOWN",
  "summary": "file_editor: {\"command\": \"view\", \"path\": \"/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py\"}",
  "kind": "ActionEvent"
}

Tool request: file_editor

{
  "command": "view",
  "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py",
  "kind": "FileEditorAction"
}
Full event evidence
{
  "id": "ad0bb98b-7669-4239-8a57-a1c5a9098f34",
  "timestamp": "2026-10-18T19:38:33.621450",
  "source": "agent",
  "parent_id": "7441e431-6ee3-45b6-a9db-44aefea2ca5f",
  "thought": [],
  "thinking_blocks": [],
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    "command": "view",
    "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py",
    "kind": "FileEditorAction"
  },
  "tool_name": "file_editor",
  "tool_call_id": "call_685cc47cee014ab2846d0eea",
  "tool_call": {
    "id": "call_685cc47cee014ab2846d0eea",
    "name": "file_editor",
    "arguments": "{\"command\": \"view\", \"path\": \"/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py\"}",
    "origin": "completion"
  },
  "llm_response_id": "gen-1792370311-XyFXbSM4l7mrWawKqQy0",
  "security_risk": "UNKNOWN",
  "summary": "file_editor: {\"command\": \"view\", \"path\": \"/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py\"}",
  "kind": "ActionEvent"
}

Tool result: terminal

Northstar CSV exporter. Run: PYTHONDONTWRITEBYTECODE=1 python3 -m unittest -v
---
docs/decisions/002-region.md
docs/decisions/001-region.md
Full event evidence
{
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  "timestamp": "2026-10-18T19:38:34.422251",
  "source": "environment",
  "parent_id": "ad0bb98b-7669-4239-8a57-a1c5a9098f34",
  "tool_name": "terminal",
  "tool_call_id": "call_3406539329284ad4a2c3f8ba",
  "observation": {
    "content": [
      {
        "cache_prompt": false,
        "type": "text",
        "text": "Northstar CSV exporter. Run: PYTHONDONTWRITEBYTECODE=1 python3 -m unittest -v\n---\ndocs/decisions/002-region.md\ndocs/decisions/001-region.md"
      }
    ],
    "is_error": false,
    "command": "cat README.md; echo \"---\"; find docs -type f | head -50",
    "exit_code": 0,
    "timeout": false,
    "metadata": {
      "exit_code": 0,
      "pid": -1,
      "username": "instructor",
      "hostname": "workshop-host",
      "working_dir": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace",
      "py_interpreter_path": "/Users/instructor/.cache/uv/archive-v0/cZpGatmgSZEYIeuAv16p4/bin/python",
      "prefix": "",
      "suffix": "\n[The command completed with exit code 0.]"
    },
    "full_output_save_dir": "/Users/instructor/.openhands/agent-canvas/dev_conversations/7e3467e15d67419c9a7f43ee0ad64ea5/observations",
    "kind": "TerminalObservation"
  },
  "action_id": "4519cab7-c38e-4b7a-8b0e-d4e26190950d",
  "extended_content": [],
  "kind": "ObservationEvent"
}

Tool result: file_editor

Here's the result of running `cat -n` on /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py:
     1	import csv
     2	import io
     3	
     4	def export_rows(rows):
     5	    stream = io.StringIO(newline="")
     6	    writer = csv.writer(stream)
     7	    writer.writerow(["customer_id", "region"])
     8	    for row in rows:
     9	        writer.writerow([row["customer_id"], row["region"]])
    10	    return stream.getvalue()
    11
Full event evidence
{
  "id": "9ddb5ad0-09cb-4cbf-ab3d-e7aebe41c8de",
  "timestamp": "2026-10-18T19:38:34.424632",
  "source": "environment",
  "parent_id": "7bd4a5fe-da27-49a8-8737-74ca6f7fed25",
  "tool_name": "file_editor",
  "tool_call_id": "call_fa6c4a1882ef4a7a8e5e0ea8",
  "observation": {
    "content": [
      {
        "cache_prompt": false,
        "type": "text",
        "text": "Here's the result of running `cat -n` on /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py:\n     1\timport csv\n     2\timport io\n     3\t\n     4\tdef export_rows(rows):\n     5\t    stream = io.StringIO(newline=\"\")\n     6\t    writer = csv.writer(stream)\n     7\t    writer.writerow([\"customer_id\", \"region\"])\n     8\t    for row in rows:\n     9\t        writer.writerow([row[\"customer_id\"], row[\"region\"]])\n    10\t    return stream.getvalue()\n    11\t\n"
      }
    ],
    "is_error": false,
    "command": "view",
    "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py",
    "prev_exist": true,
    "kind": "FileEditorObservation"
  },
  "action_id": "7441e431-6ee3-45b6-a9db-44aefea2ca5f",
  "extended_content": [],
  "kind": "ObservationEvent"
}

Tool result: file_editor

Here's the result of running `cat -n` on /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py:
     1	import unittest
     2	from exporter import export_rows
     3	
     4	class ExportTests(unittest.TestCase):
     5	    def test_header(self):
     6	        self.assertTrue(export_rows([]).startswith("customer_id,region"))
     7	
     8	if __name__ == "__main__":
     9	    unittest.main()
    10
Full event evidence
{
  "id": "4517c21b-2b1c-4eb6-a14b-692a5a331cef",
  "timestamp": "2026-10-18T19:38:34.425845",
  "source": "environment",
  "parent_id": "9ddb5ad0-09cb-4cbf-ab3d-e7aebe41c8de",
  "tool_name": "file_editor",
  "tool_call_id": "call_685cc47cee014ab2846d0eea",
  "observation": {
    "content": [
      {
        "cache_prompt": false,
        "type": "text",
        "text": "Here's the result of running `cat -n` on /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py:\n     1\timport unittest\n     2\tfrom exporter import export_rows\n     3\t\n     4\tclass ExportTests(unittest.TestCase):\n     5\t    def test_header(self):\n     6\t        self.assertTrue(export_rows([]).startswith(\"customer_id,region\"))\n     7\t\n     8\tif __name__ == \"__main__\":\n     9\t    unittest.main()\n    10\t\n"
      }
    ],
    "is_error": false,
    "command": "view",
    "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py",
    "prev_exist": true,
    "kind": "FileEditorObservation"
  },
  "action_id": "ad0bb98b-7669-4239-8a57-a1c5a9098f34",
  "extended_content": [],
  "kind": "ObservationEvent"
}
ConversationStateUpdateEvent
{
  "id": "18c583e0-182e-4a3b-815e-dae9e76459be",
  "timestamp": "2026-10-18T19:38:33.612719",
  "source": "environment",
  "parent_id": "4517c21b-2b1c-4eb6-a14b-692a5a331cef",
  "key": "stats",
  "value": {
    "usage_to_metrics": {
      "default": {
        "model_name": "openhands/deepseek-v4-flash",
        "accumulated_cost": 0.0021128,
        "max_budget_per_task": null,
        "accumulated_token_usage": {
          "model": "openhands/deepseek-v4-flash",
          "prompt_tokens": 18740,
          "completion_tokens": 381,
          "cache_read_tokens": 7168,
          "cache_write_tokens": 0,
          "reasoning_tokens": 24,
          "context_window": 1000000,
          "per_turn_token": 9844,
          "response_id": ""
        }
      },
      "condenser": {
        "model_name": "openhands/deepseek-v4-flash",
        "accumulated_cost": 0.0,
        "max_budget_per_task": null,
        "accumulated_token_usage": {
          "model": "openhands/deepseek-v4-flash",
          "prompt_tokens": 0,
          "completion_tokens": 0,
          "cache_read_tokens": 0,
          "cache_write_tokens": 0,
          "reasoning_tokens": 0,
          "context_window": 0,
          "per_turn_token": 0,
          "response_id": ""
        }
      }
    }
  },
  "kind": "ConversationStateUpdateEvent"
}

Tool request: terminal

{
  "command": "cat docs/decisions/001-region.md; echo \"=====\"; cat docs/decisions/002-region.md",
  "is_input": false,
  "reset": false,
  "kind": "TerminalAction"
}
Full event evidence
{
  "id": "8f4d609f-0ebf-4580-a24e-e2c7c59e399a",
  "timestamp": "2026-10-18T19:38:35.628453",
  "source": "agent",
  "parent_id": "4517c21b-2b1c-4eb6-a14b-692a5a331cef",
  "thought": [],
  "thinking_blocks": [],
  "action": {
    "command": "cat docs/decisions/001-region.md; echo \"=====\"; cat docs/decisions/002-region.md",
    "is_input": false,
    "reset": false,
    "kind": "TerminalAction"
  },
  "tool_name": "terminal",
  "tool_call_id": "call_6f026bae8e254d69891d1afa",
  "tool_call": {
    "id": "call_6f026bae8e254d69891d1afa",
    "name": "terminal",
    "arguments": "{\"command\": \"cat docs/decisions/001-region.md; echo \\\"=====\\\"; cat docs/decisions/002-region.md\", \"summary\": \"Read both region decision docs\", \"security_risk\": \"LOW\"}",
    "origin": "completion"
  },
  "llm_response_id": "gen-1792370314-ilZRFno4XBUS7dwMo4gF",
  "security_risk": "UNKNOWN",
  "summary": "Read both region decision docs",
  "kind": "ActionEvent"
}

Tool result: terminal

# 001 Region export
Status: superseded by 002-region.md
Missing or None region is an empty field.
=====
# 002 Region export
Status: accepted, 2026-10-17. Supersedes 001-region.md.
Absent or None region is literal NA. An existing empty string remains empty. Preserve string customer_id including leading zeros. The customer importer defaults blank missing fields to US.
Full event evidence
{
  "id": "d56f4031-ca0b-4359-b56b-c23d9a285d2e",
  "timestamp": "2026-10-18T19:38:35.868105",
  "source": "environment",
  "parent_id": "8f4d609f-0ebf-4580-a24e-e2c7c59e399a",
  "tool_name": "terminal",
  "tool_call_id": "call_6f026bae8e254d69891d1afa",
  "observation": {
    "content": [
      {
        "cache_prompt": false,
        "type": "text",
        "text": "# 001 Region export\nStatus: superseded by 002-region.md\nMissing or None region is an empty field.\n=====\n# 002 Region export\nStatus: accepted, 2026-10-17. Supersedes 001-region.md.\nAbsent or None region is literal NA. An existing empty string remains empty. Preserve string customer_id including leading zeros. The customer importer defaults blank missing fields to US."
      }
    ],
    "is_error": false,
    "command": "cat docs/decisions/001-region.md; echo \"=====\"; cat docs/decisions/002-region.md",
    "exit_code": 0,
    "timeout": false,
    "metadata": {
      "exit_code": 0,
      "pid": -1,
      "username": "instructor",
      "hostname": "workshop-host",
      "working_dir": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace",
      "py_interpreter_path": "/Users/instructor/.cache/uv/archive-v0/cZpGatmgSZEYIeuAv16p4/bin/python",
      "prefix": "",
      "suffix": "\n[The command completed with exit code 0.]"
    },
    "full_output_save_dir": "/Users/instructor/.openhands/agent-canvas/dev_conversations/7e3467e15d67419c9a7f43ee0ad64ea5/observations",
    "kind": "TerminalObservation"
  },
  "action_id": "8f4d609f-0ebf-4580-a24e-e2c7c59e399a",
  "extended_content": [],
  "kind": "ObservationEvent"
}
ConversationStateUpdateEvent
{
  "id": "20814a6c-3a8f-4525-af08-f1c126cb9eb0",
  "timestamp": "2026-10-18T19:38:35.626649",
  "source": "environment",
  "parent_id": "d56f4031-ca0b-4359-b56b-c23d9a285d2e",
  "key": "stats",
  "value": {
    "usage_to_metrics": {
      "default": {
        "model_name": "openhands/deepseek-v4-flash",
        "accumulated_cost": 0.00294392,
        "max_budget_per_task": null,
        "accumulated_token_usage": {
          "model": "openhands/deepseek-v4-flash",
          "prompt_tokens": 29036,
          "completion_tokens": 489,
          "cache_read_tokens": 16128,
          "cache_write_tokens": 0,
          "reasoning_tokens": 24,
          "context_window": 1000000,
          "per_turn_token": 10404,
          "response_id": ""
        }
      },
      "condenser": {
        "model_name": "openhands/deepseek-v4-flash",
        "accumulated_cost": 0.0,
        "max_budget_per_task": null,
        "accumulated_token_usage": {
          "model": "openhands/deepseek-v4-flash",
          "prompt_tokens": 0,
          "completion_tokens": 0,
          "cache_read_tokens": 0,
          "cache_write_tokens": 0,
          "reasoning_tokens": 0,
          "context_window": 0,
          "per_turn_token": 0,
          "response_id": ""
        }
      }
    }
  },
  "kind": "ConversationStateUpdateEvent"
}

Tool request: file_editor

{
  "command": "str_replace",
  "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py",
  "old_str": "for row in rows:\n        writer.writerow([row[\"customer_id\"], row[\"region\"]])",
  "new_str": "for row in rows:\n        region = row.get(\"region\")\n        if region is None:\n            region = \"NA\"\n        writer.writerow([row[\"customer_id\"], region])",
  "kind": "FileEditorAction"
}
Full event evidence
{
  "id": "9773a8d2-74fe-4bfc-bba1-6f441ff3fc2c",
  "timestamp": "2026-10-18T19:38:45.835639",
  "source": "agent",
  "parent_id": "d56f4031-ca0b-4359-b56b-c23d9a285d2e",
  "thought": [],
  "reasoning_content": null,
  "thinking_blocks": [],
  "action": {
    "command": "str_replace",
    "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py",
    "old_str": "for row in rows:\n        writer.writerow([row[\"customer_id\"], row[\"region\"]])",
    "new_str": "for row in rows:\n        region = row.get(\"region\")\n        if region is None:\n            region = \"NA\"\n        writer.writerow([row[\"customer_id\"], region])",
    "kind": "FileEditorAction"
  },
  "tool_name": "file_editor",
  "tool_call_id": "call_9edf38b98da34856be997063",
  "tool_call": {
    "id": "call_9edf38b98da34856be997063",
    "name": "file_editor",
    "arguments": "{\"command\": \"str_replace\", \"path\": \"/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py\", \"old_str\": \"for row in rows:\\n        writer.writerow([row[\\\"customer_id\\\"], row[\\\"region\\\"]])\", \"new_str\": \"for row in rows:\\n        region = row.get(\\\"region\\\")\\n        if region is None:\\n            region = \\\"NA\\\"\\n        writer.writerow([row[\\\"customer_id\\\"], region])\"}",
    "origin": "completion"
  },
  "llm_response_id": "gen-1792370316-UtamfGD3sScxXEgdqRtj",
  "security_risk": "UNKNOWN",
  "summary": "file_editor: {\"command\": \"str_replace\", \"path\": \"/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py\", \"old_str\": \"for row in rows:\\n        writer.writerow([row[\\\"customer_id\\\"], row[\\\"region\\\"]])\", \"new_str\": \"for row in rows:\\n        region = row.get(\\\"region\\\")\\n        if region is None:\\n            region = \\\"NA\\\"\\n        writer.writerow([row[\\\"customer_id\\\"], region])\"}",
  "kind": "ActionEvent"
}

Tool result: file_editor

The file /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py has been edited. Here's the result of running `cat -n` on a snippet of /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py:
     5	    stream = io.StringIO(newline="")
     6	    writer = csv.writer(stream)
     7	    writer.writerow(["customer_id", "region"])
     8	    for row in rows:
     9	        region = row.get("region")
    10	        if region is None:
    11	            region = "NA"
    12	        writer.writerow([row["customer_id"], region])
    13	    return stream.getvalue()
    14	
Review the changes and make sure they are as expected. Edit the file again if necessary.
Full event evidence
{
  "id": "eb864f4a-9da7-4ae6-910d-9089bcef384b",
  "timestamp": "2026-10-18T19:38:45.851950",
  "source": "environment",
  "parent_id": "9773a8d2-74fe-4bfc-bba1-6f441ff3fc2c",
  "tool_name": "file_editor",
  "tool_call_id": "call_9edf38b98da34856be997063",
  "observation": {
    "content": [
      {
        "cache_prompt": false,
        "type": "text",
        "text": "The file /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py has been edited. Here's the result of running `cat -n` on a snippet of /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py:\n     5\t    stream = io.StringIO(newline=\"\")\n     6\t    writer = csv.writer(stream)\n     7\t    writer.writerow([\"customer_id\", \"region\"])\n     8\t    for row in rows:\n     9\t        region = row.get(\"region\")\n    10\t        if region is None:\n    11\t            region = \"NA\"\n    12\t        writer.writerow([row[\"customer_id\"], region])\n    13\t    return stream.getvalue()\n    14\t\nReview the changes and make sure they are as expected. Edit the file again if necessary."
      }
    ],
    "is_error": false,
    "command": "str_replace",
    "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/exporter.py",
    "prev_exist": true,
    "old_content": "import csv\nimport io\n\ndef export_rows(rows):\n    stream = io.StringIO(newline=\"\")\n    writer = csv.writer(stream)\n    writer.writerow([\"customer_id\", \"region\"])\n    for row in rows:\n        writer.writerow([row[\"customer_id\"], row[\"region\"]])\n    return stream.getvalue()\n",
    "new_content": "import csv\nimport io\n\ndef export_rows(rows):\n    stream = io.StringIO(newline=\"\")\n    writer = csv.writer(stream)\n    writer.writerow([\"customer_id\", \"region\"])\n    for row in rows:\n        region = row.get(\"region\")\n        if region is None:\n            region = \"NA\"\n        writer.writerow([row[\"customer_id\"], region])\n    return stream.getvalue()\n",
    "kind": "FileEditorObservation"
  },
  "action_id": "9773a8d2-74fe-4bfc-bba1-6f441ff3fc2c",
  "extended_content": [],
  "kind": "ObservationEvent"
}
ConversationStateUpdateEvent
{
  "id": "422536a0-5d0e-4253-a846-2c78f2a4a45c",
  "timestamp": "2026-10-18T19:38:45.833689",
  "source": "environment",
  "parent_id": "eb864f4a-9da7-4ae6-910d-9089bcef384b",
  "key": "stats",
  "value": {
    "usage_to_metrics": {
      "default": {
        "model_name": "openhands/deepseek-v4-flash",
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Tool request: file_editor

{
  "command": "str_replace",
  "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py",
  "old_str": "import unittest\nfrom exporter import export_rows\n\nclass ExportTests(unittest.TestCase):\n    def test_header(self):\n        self.assertTrue(export_rows([]).startswith(\"customer_id,region\"))\n\nif __name__ == \"__main__\":\n    unittest.main()",
  "new_str": "import csv\nimport io\nimport unittest\nfrom exporter import export_rows\n\ndef parse(output):\n    reader = csv.reader(io.StringIO(output))\n    return list(reader)\n\nclass ExportTests(unittest.TestCase):\n    def test_header(self):\n        rows = parse(export_rows([]))\n        self.assertEqual(rows[0], [\"customer_id\", \"region\"])\n\n    def test_absent_region_is_na(self):\n        rows = parse(export_rows([{\"customer_id\": \"1\"}]))\n        self.assertEqual(rows[1], [\"1\", \"NA\"])\n\n    def test_none_region_is_na(self):\n        rows = parse(export_rows([{\"customer_id\": \"2\", \"region\": None}]))\n        self.assertEqual(rows[1], [\"2\", \"NA\"])\n\n    def test_empty_region_stays_empty(self):\n        rows = parse(export_rows([{\"customer_id\": \"3\", \"region\": \"\"}]))\n        self.assertEqual(rows[1], [\"3\", \"\"])\n\n    def test_non_missing_region_preserved(self):\n        rows = parse(export_rows([{\"customer_id\": \"4\", \"region\": \"east\"}]))\n        self.assertEqual(rows[1], [\"4\", \"east\"])\n\n    def test_customer_id_string_with_leading_zeros_preserved(self):\n        rows = parse(export_rows([{\"customer_id\": \"0007\", \"region\": None}]))\n        self.assertEqual(rows[1], [\"0007\", \"NA\"])\n\n    def test_multiple_rows(self):\n        rows = parse(export_rows([\n            {\"customer_id\": \"a\", \"region\": None},\n            {\"customer_id\": \"b\", \"region\": \"\"},\n            {\"customer_id\": \"c\"},\n            {\"customer_id\": \"d\", \"region\": \"west\"},\n        ]))\n        self.assertEqual(rows[1:], [\n            [\"a\", \"NA\"],\n            [\"b\", \"\"],\n            [\"c\", \"NA\"],\n            [\"d\", \"west\"],\n        ])\n\nif __name__ == \"__main__\":\n    unittest.main()",
  "kind": "FileEditorAction"
}
Full event evidence
{
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  "timestamp": "2026-10-18T19:38:50.337614",
  "source": "agent",
  "parent_id": "eb864f4a-9da7-4ae6-910d-9089bcef384b",
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    "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py",
    "old_str": "import unittest\nfrom exporter import export_rows\n\nclass ExportTests(unittest.TestCase):\n    def test_header(self):\n        self.assertTrue(export_rows([]).startswith(\"customer_id,region\"))\n\nif __name__ == \"__main__\":\n    unittest.main()",
    "new_str": "import csv\nimport io\nimport unittest\nfrom exporter import export_rows\n\ndef parse(output):\n    reader = csv.reader(io.StringIO(output))\n    return list(reader)\n\nclass ExportTests(unittest.TestCase):\n    def test_header(self):\n        rows = parse(export_rows([]))\n        self.assertEqual(rows[0], [\"customer_id\", \"region\"])\n\n    def test_absent_region_is_na(self):\n        rows = parse(export_rows([{\"customer_id\": \"1\"}]))\n        self.assertEqual(rows[1], [\"1\", \"NA\"])\n\n    def test_none_region_is_na(self):\n        rows = parse(export_rows([{\"customer_id\": \"2\", \"region\": None}]))\n        self.assertEqual(rows[1], [\"2\", \"NA\"])\n\n    def test_empty_region_stays_empty(self):\n        rows = parse(export_rows([{\"customer_id\": \"3\", \"region\": \"\"}]))\n        self.assertEqual(rows[1], [\"3\", \"\"])\n\n    def test_non_missing_region_preserved(self):\n        rows = parse(export_rows([{\"customer_id\": \"4\", \"region\": \"east\"}]))\n        self.assertEqual(rows[1], [\"4\", \"east\"])\n\n    def test_customer_id_string_with_leading_zeros_preserved(self):\n        rows = parse(export_rows([{\"customer_id\": \"0007\", \"region\": None}]))\n        self.assertEqual(rows[1], [\"0007\", \"NA\"])\n\n    def test_multiple_rows(self):\n        rows = parse(export_rows([\n            {\"customer_id\": \"a\", \"region\": None},\n            {\"customer_id\": \"b\", \"region\": \"\"},\n            {\"customer_id\": \"c\"},\n            {\"customer_id\": \"d\", \"region\": \"west\"},\n        ]))\n        self.assertEqual(rows[1:], [\n            [\"a\", \"NA\"],\n            [\"b\", \"\"],\n            [\"c\", \"NA\"],\n            [\"d\", \"west\"],\n        ])\n\nif __name__ == \"__main__\":\n    unittest.main()",
    "kind": "FileEditorAction"
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  "tool_name": "file_editor",
  "tool_call_id": "call_9b095d6cf35843ce8eb2772b",
  "tool_call": {
    "id": "call_9b095d6cf35843ce8eb2772b",
    "name": "file_editor",
    "arguments": "{\"command\": \"str_replace\", \"path\": \"/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py\", \"old_str\": \"import unittest\\nfrom exporter import export_rows\\n\\nclass ExportTests(unittest.TestCase):\\n    def test_header(self):\\n        self.assertTrue(export_rows([]).startswith(\\\"customer_id,region\\\"))\\n\\nif __name__ == \\\"__main__\\\":\\n    unittest.main()\", \"new_str\": \"import csv\\nimport io\\nimport unittest\\nfrom exporter import export_rows\\n\\ndef parse(output):\\n    reader = csv.reader(io.StringIO(output))\\n    return list(reader)\\n\\nclass ExportTests(unittest.TestCase):\\n    def test_header(self):\\n        rows = parse(export_rows([]))\\n        self.assertEqual(rows[0], [\\\"customer_id\\\", \\\"region\\\"])\\n\\n    def test_absent_region_is_na(self):\\n        rows = parse(export_rows([{\\\"customer_id\\\": \\\"1\\\"}]))\\n        self.assertEqual(rows[1], [\\\"1\\\", \\\"NA\\\"])\\n\\n    def test_none_region_is_na(self):\\n        rows = parse(export_rows([{\\\"customer_id\\\": \\\"2\\\", \\\"region\\\": None}]))\\n        self.assertEqual(rows[1], [\\\"2\\\", \\\"NA\\\"])\\n\\n    def test_empty_region_stays_empty(self):\\n        rows = parse(export_rows([{\\\"customer_id\\\": \\\"3\\\", \\\"region\\\": \\\"\\\"}]))\\n        self.assertEqual(rows[1], [\\\"3\\\", \\\"\\\"])\\n\\n    def test_non_missing_region_preserved(self):\\n        rows = parse(export_rows([{\\\"customer_id\\\": \\\"4\\\", \\\"region\\\": \\\"east\\\"}]))\\n        self.assertEqual(rows[1], [\\\"4\\\", \\\"east\\\"])\\n\\n    def test_customer_id_string_with_leading_zeros_preserved(self):\\n        rows = parse(export_rows([{\\\"customer_id\\\": \\\"0007\\\", \\\"region\\\": None}]))\\n        self.assertEqual(rows[1], [\\\"0007\\\", \\\"NA\\\"])\\n\\n    def test_multiple_rows(self):\\n        rows = parse(export_rows([\\n            {\\\"customer_id\\\": \\\"a\\\", \\\"region\\\": None},\\n            {\\\"customer_id\\\": \\\"b\\\", \\\"region\\\": \\\"\\\"},\\n            {\\\"customer_id\\\": \\\"c\\\"},\\n            {\\\"customer_id\\\": \\\"d\\\", \\\"region\\\": \\\"west\\\"},\\n        ]))\\n        self.assertEqual(rows[1:], [\\n            [\\\"a\\\", \\\"NA\\\"],\\n            [\\\"b\\\", \\\"\\\"],\\n            [\\\"c\\\", \\\"NA\\\"],\\n            [\\\"d\\\", \\\"west\\\"],\\n        ])\\n\\nif __name__ == \\\"__main__\\\":\\n    unittest.main()\"}",
    "origin": "completion"
  },
  "llm_response_id": "gen-1792370326-qTOeiPy58570hYdT6VUz",
  "security_risk": "UNKNOWN",
  "summary": "file_editor: {\"command\": \"str_replace\", \"path\": \"/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py\", \"old_str\": \"import unittest\\nfrom exporter import export_rows\\n\\nclass ExportTests(unittest.TestCase):\\n    def test_header(self):\\n        self.assertTrue(export_rows([]).startswith(\\\"customer_id,region\\\"))\\n\\nif __name__ == \\\"__main__\\\":\\n    unittest.main()\", \"new_str\": \"import csv\\nimport io\\nimport unittest\\nfrom exporter import export_rows\\n\\ndef parse(output):\\n    reader = csv.reader(io.StringIO(output))\\n    return list(reader)\\n\\nclass ExportTests(unittest.TestCase):\\n    def test_header(self):\\n        rows = parse(export_rows([]))\\n        self.assertEqual(rows[0], [\\\"customer_id\\\", \\\"region\\\"])\\n\\n    def test_absent_region_is_na(self):\\n        rows = parse(export_rows([{\\\"customer_id\\\": \\\"1\\\"}]))\\n        self.assertEqual(rows[1], [\\\"1\\\", \\\"NA\\\"])\\n\\n    def test_none_region_is_na(self):\\n        rows = parse(export_rows([{\\\"customer_id\\\": \\\"2\\\", \\\"region\\\": None}]))\\n        self.assertEqual(rows[1], [\\\"2\\\", \\\"NA\\\"])\\n\\n    def test_empty_region_stays_empty(self):\\n        rows = parse(export_rows([{\\\"customer_id\\\": \\\"3\\\", \\\"region\\\": \\\"\\\"}]))\\n        self.assertEqual(rows[1], [\\\"3\\\", \\\"\\\"])\\n\\n    def test_non_missing_region_preserved(self):\\n        rows = parse(export_rows([{\\\"customer_id\\\": \\\"4\\\", \\\"region\\\": \\\"east\\\"}]))\\n        self.assertEqual(rows[1], [\\\"4\\\", \\\"east\\\"])\\n\\n    def test_customer_id_string_with_leading_zeros_preserved(self):\\n        rows = parse(export_rows([{\\\"customer_id\\\": \\\"0007\\\", \\\"region\\\": None}]))\\n        self.assertEqual(rows[1], [\\\"0007\\\", \\\"NA\\\"])\\n\\n    def test_multiple_rows(self):\\n        rows = parse(export_rows([\\n            {\\\"customer_id\\\": \\\"a\\\", \\\"region\\\": None},\\n            {\\\"customer_id\\\": \\\"b\\\", \\\"region\\\": \\\"\\\"},\\n            {\\\"customer_id\\\": \\\"c\\\"},\\n            {\\\"customer_id\\\": \\\"d\\\", \\\"region\\\": \\\"west\\\"},\\n        ]))\\n        self.assertEqual(rows[1:], [\\n            [\\\"a\\\", \\\"NA\\\"],\\n            [\\\"b\\\", \\\"\\\"],\\n            [\\\"c\\\", \\\"NA\\\"],\\n            [\\\"d\\\", \\\"west\\\"],\\n        ])\\n\\nif __name__ == \\\"__main__\\\":\\n    unittest.main()\"}",
  "kind": "ActionEvent"
}

Tool result: file_editor

The file /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py has been edited. Here's the result of running `cat -n` on a snippet of /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py:
     1	import csv
     2	import io
     3	import unittest
     4	from exporter import export_rows
     5	
     6	def parse(output):
     7	    reader = csv.reader(io.StringIO(output))
     8	    return list(reader)
     9	
    10	class ExportTests(unittest.TestCase):
    11	    def test_header(self):
    12	        rows = parse(export_rows([]))
    13	        self.assertEqual(rows[0], ["customer_id", "region"])
    14	
    15	    def test_absent_region_is_na(self):
    16	        rows = parse(export_rows([{"customer_id": "1"}]))
    17	        self.assertEqual(rows[1], ["1", "NA"])
    18	
    19	    def test_none_region_is_na(self):
    20	        rows = parse(export_rows([{"customer_id": "2", "region": None}]))
    21	        self.assertEqual(rows[1], ["2", "NA"])
    22	
    23	    def test_empty_region_stays_empty(self):
    24	        rows = parse(export_rows([{"customer_id": "3", "region": ""}]))
    25	        self.assertEqual(rows[1], ["3", ""])
    26	
    27	    def test_non_missing_region_preserved(self):
    28	        rows = parse(export_rows([{"customer_id": "4", "region": "east"}]))
    29	        self.assertEqual(rows[1], ["4", "east"])
    30	
    31	    def test_customer_id_string_with_leading_zeros_preserved(self):
    32	        rows = parse(export_rows([{"customer_id": "0007", "region": None}]))
    33	        self.assertEqual(rows[1], ["0007", "NA"])
    34	
    35	    def test_multiple_rows(self):
    36	        rows = parse(export_rows([
    37	            {"customer_id": "a", "region": None},
    38	            {"customer_id": "b", "region": ""},
    39	            {"customer_id": "c"},
    40	            {"customer_id": "d", "region": "west"},
    41	        ]))
    42	        self.assertEqual(rows[1:], [
    43	            ["a", "NA"],
    44	            ["b", ""],
    45	            ["c", "NA"],
    46	            ["d", "west"],
    47	        ])
    48	
    49	if __name__ == "__main__":
    50	    unittest.main()
    51	
Review the changes and make sure they are as expected. Edit the file again if necessary.
Full event evidence
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  "id": "7d78d904-5689-40d3-a924-c1d3c632fec3",
  "timestamp": "2026-10-18T19:38:50.350217",
  "source": "environment",
  "parent_id": "1371abf4-45d6-4922-8c74-bc6fd7395f96",
  "tool_name": "file_editor",
  "tool_call_id": "call_9b095d6cf35843ce8eb2772b",
  "observation": {
    "content": [
      {
        "cache_prompt": false,
        "type": "text",
        "text": "The file /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py has been edited. Here's the result of running `cat -n` on a snippet of /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py:\n     1\timport csv\n     2\timport io\n     3\timport unittest\n     4\tfrom exporter import export_rows\n     5\t\n     6\tdef parse(output):\n     7\t    reader = csv.reader(io.StringIO(output))\n     8\t    return list(reader)\n     9\t\n    10\tclass ExportTests(unittest.TestCase):\n    11\t    def test_header(self):\n    12\t        rows = parse(export_rows([]))\n    13\t        self.assertEqual(rows[0], [\"customer_id\", \"region\"])\n    14\t\n    15\t    def test_absent_region_is_na(self):\n    16\t        rows = parse(export_rows([{\"customer_id\": \"1\"}]))\n    17\t        self.assertEqual(rows[1], [\"1\", \"NA\"])\n    18\t\n    19\t    def test_none_region_is_na(self):\n    20\t        rows = parse(export_rows([{\"customer_id\": \"2\", \"region\": None}]))\n    21\t        self.assertEqual(rows[1], [\"2\", \"NA\"])\n    22\t\n    23\t    def test_empty_region_stays_empty(self):\n    24\t        rows = parse(export_rows([{\"customer_id\": \"3\", \"region\": \"\"}]))\n    25\t        self.assertEqual(rows[1], [\"3\", \"\"])\n    26\t\n    27\t    def test_non_missing_region_preserved(self):\n    28\t        rows = parse(export_rows([{\"customer_id\": \"4\", \"region\": \"east\"}]))\n    29\t        self.assertEqual(rows[1], [\"4\", \"east\"])\n    30\t\n    31\t    def test_customer_id_string_with_leading_zeros_preserved(self):\n    32\t        rows = parse(export_rows([{\"customer_id\": \"0007\", \"region\": None}]))\n    33\t        self.assertEqual(rows[1], [\"0007\", \"NA\"])\n    34\t\n    35\t    def test_multiple_rows(self):\n    36\t        rows = parse(export_rows([\n    37\t            {\"customer_id\": \"a\", \"region\": None},\n    38\t            {\"customer_id\": \"b\", \"region\": \"\"},\n    39\t            {\"customer_id\": \"c\"},\n    40\t            {\"customer_id\": \"d\", \"region\": \"west\"},\n    41\t        ]))\n    42\t        self.assertEqual(rows[1:], [\n    43\t            [\"a\", \"NA\"],\n    44\t            [\"b\", \"\"],\n    45\t            [\"c\", \"NA\"],\n    46\t            [\"d\", \"west\"],\n    47\t        ])\n    48\t\n    49\tif __name__ == \"__main__\":\n    50\t    unittest.main()\n    51\t\nReview the changes and make sure they are as expected. Edit the file again if necessary."
      }
    ],
    "is_error": false,
    "command": "str_replace",
    "path": "/Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/test_exporter.py",
    "prev_exist": true,
    "old_content": "import unittest\nfrom exporter import export_rows\n\nclass ExportTests(unittest.TestCase):\n    def test_header(self):\n        self.assertTrue(export_rows([]).startswith(\"customer_id,region\"))\n\nif __name__ == \"__main__\":\n    unittest.main()\n",
    "new_content": "import csv\nimport io\nimport unittest\nfrom exporter import export_rows\n\ndef parse(output):\n    reader = csv.reader(io.StringIO(output))\n    return list(reader)\n\nclass ExportTests(unittest.TestCase):\n    def test_header(self):\n        rows = parse(export_rows([]))\n        self.assertEqual(rows[0], [\"customer_id\", \"region\"])\n\n    def test_absent_region_is_na(self):\n        rows = parse(export_rows([{\"customer_id\": \"1\"}]))\n        self.assertEqual(rows[1], [\"1\", \"NA\"])\n\n    def test_none_region_is_na(self):\n        rows = parse(export_rows([{\"customer_id\": \"2\", \"region\": None}]))\n        self.assertEqual(rows[1], [\"2\", \"NA\"])\n\n    def test_empty_region_stays_empty(self):\n        rows = parse(export_rows([{\"customer_id\": \"3\", \"region\": \"\"}]))\n        self.assertEqual(rows[1], [\"3\", \"\"])\n\n    def test_non_missing_region_preserved(self):\n        rows = parse(export_rows([{\"customer_id\": \"4\", \"region\": \"east\"}]))\n        self.assertEqual(rows[1], [\"4\", \"east\"])\n\n    def test_customer_id_string_with_leading_zeros_preserved(self):\n        rows = parse(export_rows([{\"customer_id\": \"0007\", \"region\": None}]))\n        self.assertEqual(rows[1], [\"0007\", \"NA\"])\n\n    def test_multiple_rows(self):\n        rows = parse(export_rows([\n            {\"customer_id\": \"a\", \"region\": None},\n            {\"customer_id\": \"b\", \"region\": \"\"},\n            {\"customer_id\": \"c\"},\n            {\"customer_id\": \"d\", \"region\": \"west\"},\n        ]))\n        self.assertEqual(rows[1:], [\n            [\"a\", \"NA\"],\n            [\"b\", \"\"],\n            [\"c\", \"NA\"],\n            [\"d\", \"west\"],\n        ])\n\nif __name__ == \"__main__\":\n    unittest.main()\n",
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  "kind": "ObservationEvent"
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ConversationStateUpdateEvent
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  "parent_id": "7d78d904-5689-40d3-a924-c1d3c632fec3",
  "key": "stats",
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        }
      }
    }
  },
  "kind": "ConversationStateUpdateEvent"
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Tool request: terminal

{
  "command": "PYTHONDONTWRITEBYTECODE=1 python3 -m unittest -v 2>&1",
  "is_input": false,
  "reset": false,
  "kind": "TerminalAction"
}
Full event evidence
{
  "id": "11d1a110-7e8a-4c7c-9f11-3795196d3f26",
  "timestamp": "2026-10-18T19:38:51.429759",
  "source": "agent",
  "parent_id": "7d78d904-5689-40d3-a924-c1d3c632fec3",
  "thought": [],
  "thinking_blocks": [],
  "action": {
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    "reset": false,
    "kind": "TerminalAction"
  },
  "tool_name": "terminal",
  "tool_call_id": "call_cda363a611e5465abcd0e906",
  "tool_call": {
    "id": "call_cda363a611e5465abcd0e906",
    "name": "terminal",
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  "security_risk": "UNKNOWN",
  "summary": "Run the test suite verbose",
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Tool result: terminal

test_absent_region_is_na (test_exporter.ExportTests.test_absent_region_is_na) ... ok
test_customer_id_string_with_leading_zeros_preserved (test_exporter.ExportTests.test_customer_id_string_with_leading_zeros_preserved) ... ok
test_empty_region_stays_empty (test_exporter.ExportTests.test_empty_region_stays_empty) ... ok
test_header (test_exporter.ExportTests.test_header) ... ok
test_multiple_rows (test_exporter.ExportTests.test_multiple_rows) ... ok
test_non_missing_region_preserved (test_exporter.ExportTests.test_non_missing_region_preserved) ... ok
test_none_region_is_na (test_exporter.ExportTests.test_none_region_is_na) ... ok

----------------------------------------------------------------------
Ran 7 tests in 0.000s

OK
Full event evidence
{
  "id": "bb84691e-df0f-4c2d-b9cc-d6b5c3a15164",
  "timestamp": "2026-10-18T19:38:52.225776",
  "source": "environment",
  "parent_id": "11d1a110-7e8a-4c7c-9f11-3795196d3f26",
  "tool_name": "terminal",
  "tool_call_id": "call_cda363a611e5465abcd0e906",
  "observation": {
    "content": [
      {
        "cache_prompt": false,
        "type": "text",
        "text": "test_absent_region_is_na (test_exporter.ExportTests.test_absent_region_is_na) ... ok\ntest_customer_id_string_with_leading_zeros_preserved (test_exporter.ExportTests.test_customer_id_string_with_leading_zeros_preserved) ... ok\ntest_empty_region_stays_empty (test_exporter.ExportTests.test_empty_region_stays_empty) ... ok\ntest_header (test_exporter.ExportTests.test_header) ... ok\ntest_multiple_rows (test_exporter.ExportTests.test_multiple_rows) ... ok\ntest_non_missing_region_preserved (test_exporter.ExportTests.test_non_missing_region_preserved) ... ok\ntest_none_region_is_na (test_exporter.ExportTests.test_none_region_is_na) ... ok\n\n----------------------------------------------------------------------\nRan 7 tests in 0.000s\n\nOK"
      }
    ],
    "is_error": false,
    "command": "PYTHONDONTWRITEBYTECODE=1 python3 -m unittest -v 2>&1",
    "exit_code": 0,
    "timeout": false,
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      "pid": -1,
      "username": "instructor",
      "hostname": "workshop-host",
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      "py_interpreter_path": "/Users/instructor/.cache/uv/archive-v0/cZpGatmgSZEYIeuAv16p4/bin/python",
      "prefix": "",
      "suffix": "\n[The command completed with exit code 0.]"
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}
ConversationStateUpdateEvent
{
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      "condenser": {
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          "context_window": 0,
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          "response_id": ""
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  "kind": "ConversationStateUpdateEvent"
}

Tool request: terminal

{
  "command": "find . -name '__pycache__' -o -name '*.pyc' | grep . || echo \"no bytecode artifacts\"; echo \"---\"; git status 2>/dev/null || echo \"(not a git repo)\"",
  "is_input": false,
  "reset": false,
  "kind": "TerminalAction"
}
Full event evidence
{
  "id": "cd208ced-3271-4b60-94b8-c3f0e52282fe",
  "timestamp": "2026-10-18T19:38:53.811188",
  "source": "agent",
  "parent_id": "bb84691e-df0f-4c2d-b9cc-d6b5c3a15164",
  "thought": [],
  "reasoning_content": null,
  "thinking_blocks": [],
  "action": {
    "command": "find . -name '__pycache__' -o -name '*.pyc' | grep . || echo \"no bytecode artifacts\"; echo \"---\"; git status 2>/dev/null || echo \"(not a git repo)\"",
    "is_input": false,
    "reset": false,
    "kind": "TerminalAction"
  },
  "tool_name": "terminal",
  "tool_call_id": "call_5653b447ba8a416fb80f96ab",
  "tool_call": {
    "id": "call_5653b447ba8a416fb80f96ab",
    "name": "terminal",
    "arguments": "{\"command\": \"find . -name '__pycache__' -o -name '*.pyc' | grep . || echo \\\"no bytecode artifacts\\\"; echo \\\"---\\\"; git status 2>/dev/null || echo \\\"(not a git repo)\\\"\", \"summary\": \"Verify no bytecode artifacts and check git status\", \"security_risk\": \"LOW\"}",
    "origin": "completion"
  },
  "llm_response_id": "gen-1792370332-s8KYpLaMFGiYM5lUlZSv",
  "security_risk": "UNKNOWN",
  "summary": "Verify no bytecode artifacts and check git status",
  "kind": "ActionEvent"
}

Tool result: terminal

no bytecode artifacts
---
On branch codex/odsc-open-slide-deck
Your branch is ahead of 'origin/codex/odsc-open-slide-deck' by 4 commits.
  (use "git push" to publish your local commits)

Changes not staged for commit:
  (use "git add <file>..." to update what will be committed)
  (use "git restore <file>..." to discard changes in working directory)
	modified:   ../../../../../README.md
	modified:   ../../../../../experiments/claude-prompt-evolution/README.md
	modified:   ../../../../../experiments/claude-prompt-evolution/index.html
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	modified:   ../../../../../talks/ODSC_2026/open-slide-deck/AGENTS.md
	modified:   ../../../../../talks/ODSC_2026/open-slide-deck/package-lock.json
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no changes added to commit (use "git add" and/or "git commit -a")
Full event evidence
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changes added to commit (use \"git add\" and/or \"git commit -a\")"
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ConversationStateUpdateEvent
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Tool request: terminal

{
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}
Full event evidence
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Tool result: terminal

?? outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace/
---diff---
Full event evidence
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    "command": "git -C /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace status --porcelain -- . ; echo \"---diff---\"; git -C /Users/instructor/Code/harness-engineering/outputs/odsc-memory-redesign-20261018/runs/stale-none-t1/workspace diff -- exporter.py test_exporter.py",
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Tool request: terminal

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Full event evidence
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Tool result: terminal

'customer_id,region\r\n0007,NA\r\n42,\r\n9,NA\r\nabc,west\r\n'
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Agent

All done. Summary below.

## Changed files (only the two permitted)
- **`exporter.py`** — `export_rows` now maps a missing or `None` region to the literal `NA`, while leaving existing empty strings and any non-missing region values untouched. `customer_id` is passed through as-is (string IDs including leading zeros preserved).
- **`test_exporter.py`** — added regression tests covering: absent region → `NA`, `None` region → `NA`, empty string stays empty, non-missing region preserved, leading-zero `customer_id` preserved, and a multi-row mixed case. The original header test was kept (strengthened to parse the CSV rather than a substring check).

## Evidence
- `PYTHONDONTWRITEBYTECODE=1 python3 -m unittest -v` → 7 tests, all `ok` (run from the workspace root). No `__pycache__`/`.pyc` artifacts produced.
- Direct behavior check:
  ```
  "customer_id,region\r\n0007,NA\r\n42,\r\n9,NA\r\nabc,west\r\n"
  ```
  (None→NA, ""→empty, absent→NA, "west" preserved, "0007" leading zeros intact.)

## Decision source
`docs/decisions/002-region.md` is marked **accepted** (2026-10-17) and supersedes `001-region.md` (which said missing/None → empty field), matching the task instruction that the accepted decision takes precedence. No saved project notes were supplied.

## Uncertainty
- Decision 002 also mentions "The customer importer defaults blank missing fields to US." That describes the separate *importer* behavior, so I scoped the change to the CSV exporter only (`NA` for absent/None). If you intended the exporter to also emit `US` for genuinely absent regions, that would conflict with the literal-`NA` sentence and I did not implement it.
- `row.get("region")` treats a row missing the key same as `None`; a key explicitly present with value `None` also yields `NA`. Nothing else in the workspace uses this module.
Full event evidence
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  "timestamp": "2026-10-18T19:39:05.025740",
  "source": "agent",
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      {
        "cache_prompt": false,
        "type": "text",
        "text": "All done. Summary below.\n\n## Changed files (only the two permitted)\n- **`exporter.py`** — `export_rows` now maps a missing or `None` region to the literal `NA`, while leaving existing empty strings and any non-missing region values untouched. `customer_id` is passed through as-is (string IDs including leading zeros preserved).\n- **`test_exporter.py`** — added regression tests covering: absent region → `NA`, `None` region → `NA`, empty string stays empty, non-missing region preserved, leading-zero `customer_id` preserved, and a multi-row mixed case. The original header test was kept (strengthened to parse the CSV rather than a substring check).\n\n## Evidence\n- `PYTHONDONTWRITEBYTECODE=1 python3 -m unittest -v` → 7 tests, all `ok` (run from the workspace root). No `__pycache__`/`.pyc` artifacts produced.\n- Direct behavior check:\n  ```\n  \"customer_id,region\\r\\n0007,NA\\r\\n42,\\r\\n9,NA\\r\\nabc,west\\r\\n\"\n  ```\n  (None→NA, \"\"→empty, absent→NA, \"west\" preserved, \"0007\" leading zeros intact.)\n\n## Decision source\n`docs/decisions/002-region.md` is marked **accepted** (2026-10-17) and supersedes `001-region.md` (which said missing/None → empty field), matching the task instruction that the accepted decision takes precedence. No saved project notes were supplied.\n\n## Uncertainty\n- Decision 002 also mentions \"The customer importer defaults blank missing fields to US.\" That describes the separate *importer* behavior, so I scoped the change to the CSV exporter only (`NA` for absent/None). If you intended the exporter to also emit `US` for genuinely absent regions, that would conflict with the literal-`NA` sentence and I did not implement it.\n- `row.get(\"region\")` treats a row missing the key same as `None`; a key explicitly present with value `None` also yields `NA`. Nothing else in the workspace uses this module."
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