/home/llmeval/.local/share/uv/tools/cubbi/lib/python3.12/site-packages/click/core.py:1213: UserWarning: The parameter -m is used more than once. Remove its duplicate as parameters should be unique.
  parser = self.make_parser(ctx)
/home/llmeval/.local/share/uv/tools/cubbi/lib/python3.12/site-packages/click/core.py:1206: UserWarning: The parameter -m is used more than once. Remove its duplicate as parameters should be unique.
  self.parse_args(ctx, args)
Using UID: 1000, GID: 1000
Forwarding environment variable OPENROUTER_API_KEY to container
Mounting local directory /home/llmeval/llmeval/runs/run_20260202_150116/task12_need_reply/openrouter-anthropic-claude-opus-4.5/workspace to /app
No project_name provided - skipping configuration directory setup.
Session created successfully!
Session ID: 61b1beb7
Image: opencode
Executing command and waiting for completion...
Container will exit after command completes.
Command logs:
Initializing opencode v1.0.0
Setting up user 'cubbi' with UID: 1000, GID: 1000
Setting up standard directories
Created directory: /app
Created directory: /cubbi-config
Created directory: /cubbi-config/home
Creating /home/cubbi as symlink to /cubbi-config/home
Created directory: /cubbi-config/home/.local
Copied /root/.local/bin to user directory
Running opencode-specific initialization
Added litellm custom provider with 153 models to OpenCode configuration
Added openrouter standard provider with 347 models to OpenCode configuration
Set default model to openrouter/anthropic/claude-opus-4.5
Updated OpenCode configuration at /home/cubbi/.config/opencode/config.json with 2 providers
No MCP servers to integrate
--- Executing initial command ---
Executing user command:
    if [ -f install.sh ]; then bash install.sh; fi;
    echo "--- TASK BEGIN ---"; cat task.md; echo "--- TASK END ---";
    cd input && opencode run --print-logs < ../task.md

Executing as cubbi: sh -c
    if [ -f install.sh ]; then bash install.sh; fi;
    echo "--- TASK BEGIN ---"; cat task.md; echo "--- TASK END ---";
    cd input && opencode run --print-logs < ../task.md

--- TASK BEGIN ---
# Need Reply Classification Task

You are an AI assistant helping a user manage their conversations. Your task is to analyze conversation threads and determine if they require a response from the user.

## User Context

- **User ID**: 4
- **User Name**: Mathieu Virbel
- **Team Membership**: reflector team

## Task

For each conversation file in this directory (`convXXX.json`) in the current directory, analyze the conversation and create a corresponding classification file.

### Input Format

Each `convN.json` file contains a conversation with:
- `id`: Unique conversation identifier
- `contact_ids`: List of participant contact IDs
- `title`: Conversation title
- `recent_messages`: Array of messages, each with:
  - `content`: Message text (may contain @mentions in Zulip format like `@**Name**` or `@*group*`)
  - `sender_contact_id`: ID of the message sender
  - `timestamp`: Unix timestamp

### Output Format

For each `convN.json`, create a `convN_classification.json` file with:
```json
{
  "need_reply": true/false,
  "reason": "Brief explanation of why the user does or doesn't need to reply"
}
```

### Classification Rules

The user needs to reply (`need_reply: true`) if ANY of these conditions are met:
1. The user is directly mentioned
2. A team the user belongs to is mentioned
3. The last message(s) are from someone else and appear to be directed at or waiting for the user (e.g., questions in an active exchange with the user)

The user does NOT need to reply (`need_reply: false`) if:
1. The user sent the last message(s) and the conversation appears concluded
2. The conversation doesn't involve or mention the user
3. No action or response is expected from the user

### Important Notes

- Messages are ordered by timestamp (most recent first in the array)
- Look at the conversation flow to understand if someone is waiting for a response
- Consider the context of the full conversation, not just individual messages

PS: You are currently working in an automated system and cannot ask any question or have back and forth with a user.
--- TASK END ---
INFO  2026-02-02T15:17:54 +694ms service=default version=1.1.17 args=["run","--print-logs"] opencode
INFO  2026-02-02T15:17:54 +6ms service=default directory=/app/input creating instance
INFO  2026-02-02T15:17:54 +4ms service=project directory=/app/input fromDirectory
INFO  2026-02-02T15:17:54 +29ms service=storage index=0 running migration
ERROR 2026-02-02T15:17:54 +11ms service=storage index=0 failed to run migration
INFO  2026-02-02T15:17:54 +5ms service=storage index=1 running migration
INFO  2026-02-02T15:17:54 +27ms service=default directory=/app/input bootstrapping
INFO  2026-02-02T15:17:54 +5ms service=config path=/home/cubbi/.config/opencode/config.json loading
INFO  2026-02-02T15:17:54 +45ms service=config path=/home/cubbi/.config/opencode/opencode.json loading
INFO  2026-02-02T15:17:54 +1ms service=config path=/home/cubbi/.config/opencode/opencode.jsonc loading
INFO  2026-02-02T15:17:54 +16ms service=bun cmd=["/opt/node/lib/node_modules/opencode-ai/node_modules/opencode-linux-x64/bin/opencode","add","@opencode-ai/plugin@1.1.17","--exact"] cwd=/home/cubbi/.config/opencode running
INFO  2026-02-02T15:17:55 +690ms service=bun code=0 stdout=bun add v1.3.5 (1e86cebd)

installed @opencode-ai/plugin@1.1.17

3 packages installed [635.00ms]
 stderr=Resolving dependencies
Resolved, downloaded and extracted [12]
Saved lockfile
 done
INFO  2026-02-02T15:17:55 +1ms service=bun cmd=["/opt/node/lib/node_modules/opencode-ai/node_modules/opencode-linux-x64/bin/opencode","install"] cwd=/home/cubbi/.config/opencode running
INFO  2026-02-02T15:17:55 +22ms service=bun code=0 stdout=bun install v1.3.5 (1e86cebd)

Checked 3 installs across 4 packages (no changes) [4.00ms]
 stderr= done
INFO  2026-02-02T15:17:55 +18ms service=plugin name=CodexAuthPlugin loading internal plugin
INFO  2026-02-02T15:17:55 +4ms service=plugin path=opencode-copilot-auth@0.0.12 loading plugin
INFO  2026-02-02T15:17:55 +12ms service=bun pkg=opencode-copilot-auth version=0.0.12 installing package using Bun's default registry resolution
INFO  2026-02-02T15:17:55 +0ms service=bun cmd=["/opt/node/lib/node_modules/opencode-ai/node_modules/opencode-linux-x64/bin/opencode","add","--force","--exact","--cwd","/home/cubbi/.cache/opencode","opencode-copilot-auth@0.0.12"] cwd=/home/cubbi/.cache/opencode running
INFO  2026-02-02T15:17:55 +123ms service=bun code=0 stdout=bun add v1.3.5 (1e86cebd)

installed opencode-copilot-auth@0.0.12

1 package installed [107.00ms]
 stderr=Resolving dependencies
Resolved, downloaded and extracted [4]
Saved lockfile
 done
INFO  2026-02-02T15:17:55 +5ms service=plugin path=opencode-anthropic-auth@0.0.8 loading plugin
INFO  2026-02-02T15:17:55 +0ms service=bun pkg=opencode-anthropic-auth version=0.0.8 installing package using Bun's default registry resolution
INFO  2026-02-02T15:17:55 +0ms service=bun cmd=["/opt/node/lib/node_modules/opencode-ai/node_modules/opencode-linux-x64/bin/opencode","add","--force","--exact","--cwd","/home/cubbi/.cache/opencode","opencode-anthropic-auth@0.0.8"] cwd=/home/cubbi/.cache/opencode running
INFO  2026-02-02T15:17:55 +632ms service=bun code=0 stdout=bun add v1.3.5 (1e86cebd)

+ opencode-copilot-auth@0.0.12

installed opencode-anthropic-auth@0.0.8

14 packages installed [614.00ms]
 stderr=Resolving dependencies
Resolved, downloaded and extracted [50]
Saved lockfile
 done
INFO  2026-02-02T15:17:56 +115ms service=bus type=* subscribing
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INFO  2026-02-02T15:17:56 +4ms service=session id=ses_3e1117305ffeTFOlFgrOXxmq1H version=1.1.17 projectID=global directory=/app/input title=New session - 2026-02-02T15:17:56.090Z time={"created":1770045476090,"updated":1770045476090} created
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INFO  2026-02-02T15:17:56 +1ms service=provider status=started providerID=openrouter getSDK
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INFO  2026-02-02T15:17:56 +0ms service=permission permission=task pattern=explore ruleset=[{"permission":"*","action":"allow","pattern":"*"},{"permission":"doom_loop","action":"ask","pattern":"*"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","action":"deny","pattern":"*"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","action":"allow","pattern":"*"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
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INFO  2026-02-02T15:17:58 +0ms service=permission permission=glob pattern=conv*.json action={"permission":"*","pattern":"*","action":"allow"} evaluated
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|  Glob     app/input
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INFO  2026-02-02T15:17:59 +2ms service=tool.registry status=completed duration=4 skill
INFO  2026-02-02T15:17:59 +0ms service=permission permission=task pattern=general ruleset=[{"permission":"*","action":"allow","pattern":"*"},{"permission":"doom_loop","action":"ask","pattern":"*"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","action":"deny","pattern":"*"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","action":"allow","pattern":"*"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:17:59 +3ms service=permission permission=task pattern=explore ruleset=[{"permission":"*","action":"allow","pattern":"*"},{"permission":"doom_loop","action":"ask","pattern":"*"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","action":"deny","pattern":"*"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","action":"allow","pattern":"*"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:17:59 +2ms service=tool.registry status=completed duration=9 task
INFO  2026-02-02T15:17:59 +2ms service=session.prompt status=completed duration=23 resolveTools
INFO  2026-02-02T15:17:59 +78ms service=session.processor process
INFO  2026-02-02T15:17:59 +1ms service=llm providerID=openrouter modelID=anthropic/claude-opus-4.5 sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H small=false agent=build stream
INFO  2026-02-02T15:17:59 +29ms service=bus type=session.status publishing
INFO  2026-02-02T15:18:01 +2242ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:01 +2ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:01 +324ms service=session.summary title=Conversation reply classification title
INFO  2026-02-02T15:18:01 +9ms service=bus type=message.updated publishing
INFO  2026-02-02T15:18:01 +34ms service=permission permission=read pattern=/app/input/conv1.json ruleset=[{"permission":"*","pattern":"*","action":"allow"},{"permission":"doom_loop","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","pattern":"*","action":"deny"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","pattern":"*","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:01 +4ms service=permission permission=read pattern=/app/input/conv1.json action={"permission":"read","pattern":"*","action":"allow"} evaluated
INFO  2026-02-02T15:18:01 +6ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:01 +68ms service=lsp file=/app/input/conv1.json touching file
INFO  2026-02-02T15:18:01 +1ms service=file.time sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H file=/app/input/conv1.json read
INFO  2026-02-02T15:18:01 +7ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:01 +7ms service=bus type=message.part.updated publishing
|  Read     app/input/conv1.json
INFO  2026-02-02T15:18:02 +222ms service=permission permission=read pattern=/app/input/conv2.json ruleset=[{"permission":"*","pattern":"*","action":"allow"},{"permission":"doom_loop","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","pattern":"*","action":"deny"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","pattern":"*","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:02 +0ms service=permission permission=read pattern=/app/input/conv2.json action={"permission":"read","pattern":"*","action":"allow"} evaluated
INFO  2026-02-02T15:18:02 +1ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:02 +9ms service=lsp file=/app/input/conv2.json touching file
INFO  2026-02-02T15:18:02 +0ms service=file.time sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H file=/app/input/conv2.json read
INFO  2026-02-02T15:18:02 +2ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:02 +3ms service=bus type=message.part.updated publishing
|  Read     app/input/conv2.json
INFO  2026-02-02T15:18:02 +236ms service=permission permission=read pattern=/app/input/conv3.json ruleset=[{"permission":"*","pattern":"*","action":"allow"},{"permission":"doom_loop","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","pattern":"*","action":"deny"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","pattern":"*","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:02 +1ms service=permission permission=read pattern=/app/input/conv3.json action={"permission":"read","pattern":"*","action":"allow"} evaluated
INFO  2026-02-02T15:18:02 +1ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:02 +27ms service=lsp file=/app/input/conv3.json touching file
INFO  2026-02-02T15:18:02 +0ms service=file.time sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H file=/app/input/conv3.json read
INFO  2026-02-02T15:18:02 +5ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:02 +9ms service=bus type=message.part.updated publishing
|  Read     app/input/conv3.json
INFO  2026-02-02T15:18:02 +66ms service=bus type=session.updated publishing
INFO  2026-02-02T15:18:02 +210ms service=permission permission=read pattern=/app/input/conv4.json ruleset=[{"permission":"*","pattern":"*","action":"allow"},{"permission":"doom_loop","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","pattern":"*","action":"deny"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","pattern":"*","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:02 +0ms service=permission permission=read pattern=/app/input/conv4.json action={"permission":"read","pattern":"*","action":"allow"} evaluated
INFO  2026-02-02T15:18:02 +1ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:02 +5ms service=lsp file=/app/input/conv4.json touching file
INFO  2026-02-02T15:18:02 +0ms service=file.time sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H file=/app/input/conv4.json read
INFO  2026-02-02T15:18:02 +2ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:02 +0ms service=bus type=message.part.updated publishing
|  Read     app/input/conv4.json
INFO  2026-02-02T15:18:03 +264ms service=permission permission=read pattern=/app/input/conv5.json ruleset=[{"permission":"*","pattern":"*","action":"allow"},{"permission":"doom_loop","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","pattern":"*","action":"deny"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","pattern":"*","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:03 +1ms service=permission permission=read pattern=/app/input/conv5.json action={"permission":"read","pattern":"*","action":"allow"} evaluated
INFO  2026-02-02T15:18:03 +0ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:03 +37ms service=lsp file=/app/input/conv5.json touching file
INFO  2026-02-02T15:18:03 +0ms service=file.time sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H file=/app/input/conv5.json read
INFO  2026-02-02T15:18:03 +28ms service=bus type=message.part.updated publishing
|  Read     app/input/conv5.json
INFO  2026-02-02T15:18:03 +8ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:03 +5ms service=bus type=message.updated publishing
INFO  2026-02-02T15:18:03 +86ms service=bus type=message.updated publishing
INFO  2026-02-02T15:18:03 +0ms service=bus type=session.status publishing
INFO  2026-02-02T15:18:03 +1ms service=session.prompt step=2 sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H loop
INFO  2026-02-02T15:18:03 +63ms service=bus type=message.updated publishing
INFO  2026-02-02T15:18:03 +1ms service=session.prompt status=started resolveTools
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=started invalid
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=started question
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=started bash
INFO  2026-02-02T15:18:03 +1ms service=bash-tool shell=/usr/bin/bash bash tool using shell
INFO  2026-02-02T15:18:03 +3ms service=tool.registry status=started read
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=started glob
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=started grep
INFO  2026-02-02T15:18:03 +1ms service=tool.registry status=started edit
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=started write
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=started task
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=started webfetch
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=started todowrite
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=started todoread
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=started skill
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=5 invalid
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=5 question
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=1 read
INFO  2026-02-02T15:18:03 +1ms service=tool.registry status=completed duration=2 glob
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=2 grep
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=1 edit
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=1 write
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=1 webfetch
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=1 todowrite
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=1 todoread
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=6 bash
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=1 skill
INFO  2026-02-02T15:18:03 +0ms service=permission permission=task pattern=general ruleset=[{"permission":"*","action":"allow","pattern":"*"},{"permission":"doom_loop","action":"ask","pattern":"*"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","action":"deny","pattern":"*"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","action":"allow","pattern":"*"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:03 +0ms service=permission permission=task pattern=explore ruleset=[{"permission":"*","action":"allow","pattern":"*"},{"permission":"doom_loop","action":"ask","pattern":"*"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","action":"deny","pattern":"*"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","action":"allow","pattern":"*"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:03 +0ms service=tool.registry status=completed duration=1 task
INFO  2026-02-02T15:18:03 +13ms service=session.prompt status=completed duration=19 resolveTools
INFO  2026-02-02T15:18:03 +14ms service=bus type=message.updated publishing
INFO  2026-02-02T15:18:03 +1ms service=bus type=session.updated publishing
INFO  2026-02-02T15:18:03 +0ms service=bus type=session.diff publishing
INFO  2026-02-02T15:18:03 +1ms service=session.processor process
INFO  2026-02-02T15:18:03 +0ms service=llm providerID=openrouter modelID=anthropic/claude-opus-4.5 sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H small=false agent=build stream
INFO  2026-02-02T15:18:03 +17ms service=bus type=session.status publishing
INFO  2026-02-02T15:18:05 +2084ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:05 +7ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:05 +60ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:05 +48ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:05 +62ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:05 +57ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:05 +38ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:05 +63ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:05 +40ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:05 +63ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:05 +47ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +100ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +1ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +49ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +57ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +45ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +64ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +44ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +64ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +39ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +53ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +64ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +44ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +50ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +57ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +69ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +41ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +51ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +50ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +48ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:06 +57ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +104ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +50ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +81ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +41ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +36ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +54ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +72ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +31ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +52ms service=session.summary title=Classify conversation replies title
INFO  2026-02-02T15:18:07 +1ms service=bus type=message.updated publishing
INFO  2026-02-02T15:18:07 +11ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +44ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +56ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +50ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +52ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +52ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +52ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +57ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +62ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:07 +42ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +53ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +56ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +49ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +65ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +50ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +47ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +46ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +66ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +40ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +51ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +54ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +54ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +59ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +45ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +60ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +43ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +54ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +57ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:08 +64ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +43ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +52ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +62ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +47ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +44ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +57ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +49ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +53ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +53ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +52ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +55ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +50ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +58ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +50ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +66ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +49ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +39ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +52ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:09 +82ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:10 +26ms service=bus type=message.part.updated publishing
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INFO  2026-02-02T15:18:23 +1894ms service=permission permission=edit pattern=app/input/conv1_classification.json ruleset=[{"permission":"*","pattern":"*","action":"allow"},{"permission":"doom_loop","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","pattern":"*","action":"deny"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","pattern":"*","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:23 +1ms service=permission permission=edit pattern=app/input/conv1_classification.json action={"permission":"*","pattern":"*","action":"allow"} evaluated
INFO  2026-02-02T15:18:23 +1ms service=bus type=file.edited publishing
INFO  2026-02-02T15:18:23 +3ms service=format file=/app/input/conv1_classification.json formatting
INFO  2026-02-02T15:18:23 +4ms service=format name=zig ext=.json checking
INFO  2026-02-02T15:18:23 +0ms service=format name=uv format ext=.json checking
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INFO  2026-02-02T15:18:23 +1ms service=format name=prettier ext=.json checking
INFO  2026-02-02T15:18:23 +1ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:23 +12ms service=format name=oxfmt ext=.json checking
INFO  2026-02-02T15:18:23 +0ms service=format name=ocamlformat ext=.json checking
INFO  2026-02-02T15:18:23 +0ms service=format name=nixfmt ext=.json checking
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INFO  2026-02-02T15:18:23 +2ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:23 +27ms service=file.time sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H file=/app/input/conv1_classification.json read
INFO  2026-02-02T15:18:23 +0ms service=lsp file=/app/input/conv1_classification.json touching file
INFO  2026-02-02T15:18:23 +3ms service=bus type=message.part.updated publishing
|  Write    app/input/conv1_classification.json
INFO  2026-02-02T15:18:24 +1131ms service=permission permission=edit pattern=app/input/conv2_classification.json ruleset=[{"permission":"*","pattern":"*","action":"allow"},{"permission":"doom_loop","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","pattern":"*","action":"deny"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","pattern":"*","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:24 +1ms service=permission permission=edit pattern=app/input/conv2_classification.json action={"permission":"*","pattern":"*","action":"allow"} evaluated
INFO  2026-02-02T15:18:24 +0ms service=bus type=file.edited publishing
INFO  2026-02-02T15:18:24 +0ms service=format file=/app/input/conv2_classification.json formatting
INFO  2026-02-02T15:18:24 +0ms service=format name=zig ext=.json checking
INFO  2026-02-02T15:18:24 +0ms service=format name=uv format ext=.json checking
INFO  2026-02-02T15:18:24 +0ms service=format name=terraform ext=.json checking
INFO  2026-02-02T15:18:24 +0ms service=format name=standardrb ext=.json checking
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INFO  2026-02-02T15:18:24 +1ms service=file.time sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H file=/app/input/conv2_classification.json read
INFO  2026-02-02T15:18:24 +0ms service=lsp file=/app/input/conv2_classification.json touching file
INFO  2026-02-02T15:18:24 +0ms service=bus type=message.part.updated publishing
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INFO  2026-02-02T15:18:24 +0ms service=bus type=message.part.updated publishing
|  Write    app/input/conv2_classification.json
INFO  2026-02-02T15:18:25 +1417ms service=permission permission=edit pattern=app/input/conv3_classification.json ruleset=[{"permission":"*","pattern":"*","action":"allow"},{"permission":"doom_loop","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","pattern":"*","action":"deny"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","pattern":"*","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:25 +0ms service=permission permission=edit pattern=app/input/conv3_classification.json action={"permission":"*","pattern":"*","action":"allow"} evaluated
INFO  2026-02-02T15:18:25 +0ms service=bus type=file.edited publishing
INFO  2026-02-02T15:18:25 +0ms service=format file=/app/input/conv3_classification.json formatting
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INFO  2026-02-02T15:18:25 +0ms service=format name=nixfmt ext=.json checking
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INFO  2026-02-02T15:18:25 +0ms service=format name=htmlbeautifier ext=.json checking
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INFO  2026-02-02T15:18:25 +0ms service=file.time sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H file=/app/input/conv3_classification.json read
INFO  2026-02-02T15:18:25 +0ms service=lsp file=/app/input/conv3_classification.json touching file
INFO  2026-02-02T15:18:25 +0ms service=bus type=message.part.updated publishing
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|  Write    app/input/conv3_classification.json
INFO  2026-02-02T15:18:26 +1062ms service=permission permission=edit pattern=app/input/conv4_classification.json ruleset=[{"permission":"*","pattern":"*","action":"allow"},{"permission":"doom_loop","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","pattern":"*","action":"deny"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","pattern":"*","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:26 +0ms service=permission permission=edit pattern=app/input/conv4_classification.json action={"permission":"*","pattern":"*","action":"allow"} evaluated
INFO  2026-02-02T15:18:26 +1ms service=bus type=file.edited publishing
INFO  2026-02-02T15:18:26 +0ms service=format file=/app/input/conv4_classification.json formatting
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INFO  2026-02-02T15:18:26 +0ms service=format name=nixfmt ext=.json checking
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INFO  2026-02-02T15:18:26 +1ms service=file.time sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H file=/app/input/conv4_classification.json read
INFO  2026-02-02T15:18:26 +0ms service=lsp file=/app/input/conv4_classification.json touching file
INFO  2026-02-02T15:18:26 +0ms service=bus type=message.part.updated publishing
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|  Write    app/input/conv4_classification.json
INFO  2026-02-02T15:18:27 +977ms service=permission permission=edit pattern=app/input/conv5_classification.json ruleset=[{"permission":"*","pattern":"*","action":"allow"},{"permission":"doom_loop","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","pattern":"*","action":"deny"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","pattern":"*","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:27 +0ms service=permission permission=edit pattern=app/input/conv5_classification.json action={"permission":"*","pattern":"*","action":"allow"} evaluated
INFO  2026-02-02T15:18:27 +0ms service=bus type=file.edited publishing
INFO  2026-02-02T15:18:27 +0ms service=format file=/app/input/conv5_classification.json formatting
INFO  2026-02-02T15:18:27 +1ms service=format name=zig ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=uv format ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=terraform ext=.json checking
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INFO  2026-02-02T15:18:27 +2ms service=format name=oxfmt ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=ocamlformat ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=nixfmt ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=mix ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=latexindent ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=ktlint ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=htmlbeautifier ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=gofmt ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=gleam ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=dart ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=clang-format ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=cargofmt ext=.json checking
INFO  2026-02-02T15:18:27 +0ms service=format name=biome ext=.json checking
INFO  2026-02-02T15:18:27 +1ms service=file.time sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H file=/app/input/conv5_classification.json read
INFO  2026-02-02T15:18:27 +1ms service=lsp file=/app/input/conv5_classification.json touching file
INFO  2026-02-02T15:18:27 +1ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:27 +74ms service=bus type=message.part.updated publishing
|  Write    app/input/conv5_classification.json
INFO  2026-02-02T15:18:27 +6ms service=bus type=message.part.updated publishing

Now I have all the conversation data. Let me analyze each conversation and create the classification files.

**Analysis:**

**conv1.json** - LLM hosting economics:
- User ID 4 (Mathieu) is a participant
- Most recent message (id 1648095) is from sender_contact_id "15" quoting Mathieu's earlier message about lovable - saying they tried it and it couldn't do it
- Second most recent (id 1643144) is from "16" saying "I replied @**Mathieu**" - directly mentioning Mathieu
- Mathieu's last message (id 1643055) was about a reddit link asking if they could be interested
- The mention "I replied @**Mathieu**" suggests someone is informing Mathieu about a reply, which could require acknowledgment
- **Need reply: true** - Mathieu was directly mentioned

**conv2.json** - reflector durable workflow:
- User ID 4 (Mathieu) is a participant
- Only one message from sender_contact_id "17"
- Message mentions `@*reflectors*` (team mention) - Mathieu is on the "reflector team"
- The message asks "What do you think?" and suggests having a call
- **Need reply: true** - Mathieu's team (reflector/reflectors) is mentioned and the message asks for feedback

**conv3.json** - InternalAI PR:
- User ID 4 (Mathieu) is a participant
- Most recent messages (1649755, 1649754, 1649753) are from sender_contact_id "70" asking questions: "Or can I only do that locally?", "How can I do that?", "I'd like to see how each model does on my task."
- Before that, Mathieu (id 4) sent a response with a URL (1649751)
- The flow: Nik asked Mathieu a question (1649750), Mathieu replied with URL (1649751), then Nik asked follow-up questions (1649753-1649755)
- **Need reply: true** - Nik is asking follow-up questions after Mathieu's response

**conv4.json** - Email "Hey !":
- User ID 4 (Mathieu) is a recipient (to_contact_ids includes "4")
- Email is from contact "363" to Mathieu
- Content: "Hey Mathieu... I have a business opportunities... Give me a call."
- This is a direct email to Mathieu requesting action
- **Need reply: true** - Direct email requesting Mathieu to call

**conv5.json** - social day off:
- User ID 4 (Mathieu) is NOT in the contact_ids list
- No mentions of Mathieu or reflector team
- This is just people announcing their time off
- **Need reply: false** - Mathieu is not involved or mentioned

INFO  2026-02-02T15:18:27 +56ms service=bus type=message.part.updated publishing
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INFO  2026-02-02T15:18:27 +0ms service=bus type=session.status publishing
INFO  2026-02-02T15:18:27 +0ms service=session.prompt step=3 sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H loop
INFO  2026-02-02T15:18:28 +78ms service=bus type=message.updated publishing
INFO  2026-02-02T15:18:28 +2ms service=bus type=session.updated publishing
INFO  2026-02-02T15:18:28 +1ms service=bus type=session.diff publishing
INFO  2026-02-02T15:18:28 +10ms service=bus type=message.updated publishing
INFO  2026-02-02T15:18:28 +2ms service=session.prompt status=started resolveTools
INFO  2026-02-02T15:18:28 +1ms service=tool.registry status=started invalid
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=started question
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=started bash
INFO  2026-02-02T15:18:28 +0ms service=bash-tool shell=/usr/bin/bash bash tool using shell
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=started read
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=started glob
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=started grep
INFO  2026-02-02T15:18:28 +1ms service=tool.registry status=started edit
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=started write
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=started task
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=started webfetch
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=started todowrite
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=started todoread
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=started skill
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=1 invalid
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=1 question
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=1 read
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=1 glob
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=1 grep
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=0 edit
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=0 write
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=0 webfetch
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=0 todowrite
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=0 todoread
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=1 bash
INFO  2026-02-02T15:18:28 +1ms service=tool.registry status=completed duration=1 skill
INFO  2026-02-02T15:18:28 +0ms service=permission permission=task pattern=general ruleset=[{"permission":"*","action":"allow","pattern":"*"},{"permission":"doom_loop","action":"ask","pattern":"*"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","action":"deny","pattern":"*"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","action":"allow","pattern":"*"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:28 +1ms service=permission permission=task pattern=explore ruleset=[{"permission":"*","action":"allow","pattern":"*"},{"permission":"doom_loop","action":"ask","pattern":"*"},{"permission":"external_directory","pattern":"*","action":"ask"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"},{"permission":"question","action":"deny","pattern":"*"},{"permission":"read","pattern":"*","action":"allow"},{"permission":"read","pattern":"*.env","action":"ask"},{"permission":"read","pattern":"*.env.*","action":"ask"},{"permission":"read","pattern":"*.env.example","action":"allow"},{"permission":"question","action":"allow","pattern":"*"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output","action":"allow"},{"permission":"external_directory","pattern":"/home/cubbi/.local/share/opencode/tool-output/*","action":"allow"}] evaluate
INFO  2026-02-02T15:18:28 +0ms service=tool.registry status=completed duration=2 task
INFO  2026-02-02T15:18:28 +6ms service=session.prompt status=completed duration=10 resolveTools
INFO  2026-02-02T15:18:28 +11ms service=session.processor process
INFO  2026-02-02T15:18:28 +0ms service=llm providerID=openrouter modelID=anthropic/claude-opus-4.5 sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H small=false agent=build stream
INFO  2026-02-02T15:18:28 +13ms service=bus type=session.status publishing
INFO  2026-02-02T15:18:33 +5070ms service=bus type=message.part.updated publishing
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INFO  2026-02-02T15:18:33 +46ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:33 +52ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:34 +54ms service=bus type=message.part.updated publishing
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INFO  2026-02-02T15:18:34 +54ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:35 +215ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:35 +14ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:35 +15ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:35 +32ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:35 +26ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:35 +46ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:35 +36ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:35 +32ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:35 +59ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:35 +98ms service=bus type=message.part.updated publishing

I've analyzed all 5 conversations and created the classification files. Here's a summary:

| File | Need Reply | Reason |
|------|------------|--------|
| `conv1_classification.json` | **true** | Mathieu was directly mentioned (`@**Mathieu**`) |
| `conv2_classification.json` | **true** | Team mention (`@*reflectors*`) + asks "What do you think?" |
| `conv3_classification.json` | **true** | Follow-up questions from Nik awaiting Mathieu's response |
| `conv4_classification.json` | **true** | Direct email requesting Mathieu to call |
| `conv5_classification.json` | **false** | Mathieu not involved, just a day-off announcement channel |

INFO  2026-02-02T15:18:35 +1ms service=bus type=message.part.updated publishing
INFO  2026-02-02T15:18:35 +1ms service=bus type=message.updated publishing
INFO  2026-02-02T15:18:35 +1ms service=bus type=message.updated publishing
INFO  2026-02-02T15:18:35 +0ms service=bus type=session.status publishing
INFO  2026-02-02T15:18:35 +0ms service=session.prompt step=4 sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H loop
INFO  2026-02-02T15:18:35 +35ms service=bus type=message.updated publishing
INFO  2026-02-02T15:18:35 +1ms service=bus type=session.updated publishing
INFO  2026-02-02T15:18:35 +0ms service=bus type=session.diff publishing
INFO  2026-02-02T15:18:35 +2ms service=session.prompt sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H exiting loop
INFO  2026-02-02T15:18:35 +1ms service=session.compaction pruning
INFO  2026-02-02T15:18:35 +11ms service=session.prompt sessionID=ses_3e1117305ffeTFOlFgrOXxmq1H cancel
INFO  2026-02-02T15:18:35 +0ms service=bus type=session.status publishing
INFO  2026-02-02T15:18:35 +0ms service=bus type=session.idle publishing
INFO  2026-02-02T15:18:35 +2ms service=default directory=/app/input disposing instance
INFO  2026-02-02T15:18:35 +0ms service=state key=/app/input waiting for state disposal to complete
INFO  2026-02-02T15:18:35 +2ms service=state key=/app/input state disposal completed
--- Initial command finished (exit code: 0) ---
--- no_shell=true, exiting container without starting shell ---
Command execution complete. Container has exited.
Session has been cleaned up.