/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_20260112_150043/task12_need_reply/openrouter-google-gemini-2.5-flash-preview-09-2025/workspace to /app No project_name provided - skipping configuration directory setup. Session created successfully! Session ID: f932853f 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 151 models to OpenCode configuration Added openrouter standard provider with 348 models to OpenCode configuration Set default model to openrouter/google/gemini-2.5-flash-preview-09-2025 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 2026-01-12T15:10:27 +579ms service=default version=1.0.212 args=["run","--print-logs"] opencode INFO 2026-01-12T15:10:27 +2ms service=default directory=/app/input creating instance INFO 2026-01-12T15:10:27 +1ms service=project directory=/app/input fromDirectory INFO 2026-01-12T15:10:27 +18ms service=storage index=0 running migration ERROR 2026-01-12T15:10:27 +17ms service=storage index=0 failed to run migration INFO 2026-01-12T15:10:27 +7ms service=storage index=1 running migration INFO 2026-01-12T15:10:27 +23ms service=default directory=/app/input bootstrapping INFO 2026-01-12T15:10:27 +55ms service=config path=/home/cubbi/.config/opencode/config.json loading INFO 2026-01-12T15:10:27 +36ms service=config path=/home/cubbi/.config/opencode/opencode.json loading INFO 2026-01-12T15:10:27 +8ms service=config path=/home/cubbi/.config/opencode/opencode.jsonc loading INFO 2026-01-12T15:10:27 +6ms service=bun cmd=["/opt/node/lib/node_modules/opencode-ai/node_modules/opencode-linux-x64/bin/opencode","add","@opencode-ai/plugin@1.0.212","--exact"] cwd=/home/cubbi/.config/opencode running INFO 2026-01-12T15:10:28 +419ms service=bun code=0 stdout=bun add v1.3.5 (1e86cebd) installed @opencode-ai/plugin@1.0.212 3 packages installed [397.00ms] stderr=Resolving dependencies Resolved, downloaded and extracted [12] Saved lockfile done INFO 2026-01-12T15:10:28 +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 2026-01-12T15:10:28 +16ms service=bun code=0 stdout=bun install v1.3.5 (1e86cebd) Checked 3 installs across 4 packages (no changes) [5.00ms] stderr= done INFO 2026-01-12T15:10:28 +13ms service=plugin path=opencode-copilot-auth@0.0.9 loading plugin INFO 2026-01-12T15:10:28 +8ms service=bun pkg=opencode-copilot-auth version=0.0.9 installing package using Bun's default registry resolution INFO 2026-01-12T15:10:28 +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@0.0.9"] cwd=/home/cubbi/.cache/opencode running INFO 2026-01-12T15:10:28 +101ms service=bun code=0 stdout=bun add v1.3.5 (1e86cebd) installed opencode-copilot-auth@0.0.9 1 package installed [94.00ms] stderr=Resolving dependencies Resolved, downloaded and extracted [4] Saved lockfile done INFO 2026-01-12T15:10:28 +5ms service=plugin path=opencode-anthropic-auth@0.0.5 loading plugin INFO 2026-01-12T15:10:28 +0ms service=bun pkg=opencode-anthropic-auth version=0.0.5 installing package using Bun's default registry resolution INFO 2026-01-12T15:10:28 +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@0.0.5"] cwd=/home/cubbi/.cache/opencode running INFO 2026-01-12T15:10:28 +514ms service=bun code=0 stdout=bun add v1.3.5 (1e86cebd) + opencode-copilot-auth@0.0.9 installed opencode-anthropic-auth@0.0.5 14 packages installed [504.00ms] stderr=Resolving dependencies Resolved, downloaded and extracted [50] Saved lockfile done INFO 2026-01-12T15:10:28 +39ms service=bus type=* subscribing INFO 2026-01-12T15:10:28 +1ms service=bus type=session.updated subscribing INFO 2026-01-12T15:10:28 +0ms service=bus type=message.updated subscribing INFO 2026-01-12T15:10:28 +0ms service=bus type=message.part.updated subscribing INFO 2026-01-12T15:10:28 +0ms service=bus type=session.updated subscribing INFO 2026-01-12T15:10:28 +0ms service=bus type=message.updated subscribing INFO 2026-01-12T15:10:28 +0ms service=bus type=message.part.updated subscribing INFO 2026-01-12T15:10:28 +0ms service=bus type=session.diff subscribing INFO 2026-01-12T15:10:28 +1ms service=format init INFO 2026-01-12T15:10:28 +0ms service=bus type=file.edited subscribing INFO 2026-01-12T15:10:28 +1ms service=lsp serverIds=deno, typescript, vue, eslint, oxlint, biome, gopls, ruby-lsp, pyright, elixir-ls, zls, csharp, fsharp, sourcekit-lsp, rust, clangd, svelte, astro, jdtls, yaml-ls, lua-ls, php intelephense, dart, ocaml-lsp, bash, terraform, texlab, dockerfile, gleam, clojure-lsp, nixd, tinymist, haskell-language-server enabled LSP servers INFO 2026-01-12T15:10:28 +4ms service=bus type=command.executed subscribing INFO 2026-01-12T15:10:29 +65ms service=server method=POST path=/session request INFO 2026-01-12T15:10:29 +0ms service=server status=started method=POST path=/session request INFO 2026-01-12T15:10:29 +4ms service=session id=ses_44d3dd137ffetVIf2IA1e9iDT3 version=1.0.212 projectID=global directory=/app/input title=New session - 2026-01-12T15:10:29.064Z time={"created":1768230629064,"updated":1768230629064} created INFO 2026-01-12T15:10:29 +3ms service=bus type=session.created publishing INFO 2026-01-12T15:10:29 +1ms service=bus type=session.updated publishing INFO 2026-01-12T15:10:29 +5ms service=server status=completed duration=13 method=POST path=/session request INFO 2026-01-12T15:10:29 +2ms service=server method=GET path=/config request INFO 2026-01-12T15:10:29 +0ms service=server status=started method=GET path=/config request INFO 2026-01-12T15:10:29 +1ms service=server status=completed duration=1 method=GET path=/config request INFO 2026-01-12T15:10:29 +6ms service=server method=GET path=/event request INFO 2026-01-12T15:10:29 +0ms service=server status=started method=GET path=/event request INFO 2026-01-12T15:10:29 +0ms service=server event connected INFO 2026-01-12T15:10:29 +3ms service=bus type=* subscribing INFO 2026-01-12T15:10:29 +2ms service=server status=completed duration=5 method=GET path=/event request INFO 2026-01-12T15:10:29 +4ms service=server method=POST path=/session/ses_44d3dd137ffetVIf2IA1e9iDT3/message request INFO 2026-01-12T15:10:29 +0ms service=server status=started method=POST path=/session/ses_44d3dd137ffetVIf2IA1e9iDT3/message request INFO 2026-01-12T15:10:29 +6ms service=server status=completed duration=6 method=POST path=/session/ses_44d3dd137ffetVIf2IA1e9iDT3/message request INFO 2026-01-12T15:10:29 +17ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:29 +5ms service=provider status=started state INFO 2026-01-12T15:10:29 +5ms service=models.dev file={} refreshing INFO 2026-01-12T15:10:29 +42ms service=provider init INFO 2026-01-12T15:10:29 +6ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:29 +5ms service=bus type=session.updated publishing INFO 2026-01-12T15:10:29 +4ms service=bus type=session.status publishing INFO 2026-01-12T15:10:29 +0ms service=session.prompt step=0 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 loop INFO 2026-01-12T15:10:29 +20ms service=provider providerID=openrouter found INFO 2026-01-12T15:10:29 +0ms service=provider providerID=opencode found INFO 2026-01-12T15:10:29 +0ms service=provider providerID=litellm found INFO 2026-01-12T15:10:29 +0ms service=provider status=completed duration=82 state INFO 2026-01-12T15:10:29 +9ms service=llm providerID=openrouter modelID=anthropic/claude-haiku-4.5 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=true agent=title stream INFO 2026-01-12T15:10:29 +1ms service=provider status=started providerID=openrouter getSDK INFO 2026-01-12T15:10:29 +0ms service=provider providerID=openrouter pkg=@ai-sdk/openai-compatible using bundled provider INFO 2026-01-12T15:10:29 +0ms service=provider status=completed duration=0 providerID=openrouter getSDK INFO 2026-01-12T15:10:29 +1ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:29 +2ms service=session.prompt status=started resolveTools INFO 2026-01-12T15:10:29 +3ms service=llm providerID=openrouter modelID=anthropic/claude-haiku-4.5 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=true agent=title params={"options":{"reasoningEffort":"minimal"}} params INFO 2026-01-12T15:10:29 +24ms service=tool.registry status=started invalid INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=started bash INFO 2026-01-12T15:10:29 +0ms service=bash-tool shell=/usr/bin/bash bash tool using shell INFO 2026-01-12T15:10:29 +2ms service=tool.registry status=started read INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=started glob INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=started grep INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=started edit INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=started write INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=started task INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=started webfetch INFO 2026-01-12T15:10:29 +1ms service=tool.registry status=started todowrite INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=started todoread INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=started skill INFO 2026-01-12T15:10:29 +2ms service=tool.registry status=completed duration=5 invalid INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=completed duration=3 read INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=completed duration=3 glob INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=completed duration=3 grep INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=completed duration=3 edit INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=completed duration=3 write INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=completed duration=3 webfetch INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=completed duration=2 todowrite INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=completed duration=2 todoread INFO 2026-01-12T15:10:29 +1ms service=tool.registry status=completed duration=6 bash INFO 2026-01-12T15:10:29 +0ms service=tool.registry status=completed duration=4 task INFO 2026-01-12T15:10:29 +9ms service=tool.registry status=completed duration=12 skill INFO 2026-01-12T15:10:29 +8ms service=session.prompt status=completed duration=50 resolveTools INFO 2026-01-12T15:10:29 +9ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:29 +1ms service=llm providerID=openrouter modelID=anthropic/claude-haiku-4.5 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=true agent=title stream INFO 2026-01-12T15:10:29 +1ms service=llm providerID=openrouter modelID=anthropic/claude-haiku-4.5 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=true agent=title params={"options":{"reasoningEffort":"minimal"}} params INFO 2026-01-12T15:10:29 +2ms service=bus type=session.updated publishing INFO 2026-01-12T15:10:29 +4ms service=session.processor process INFO 2026-01-12T15:10:29 +0ms service=llm providerID=openrouter modelID=google/gemini-2.5-flash-preview-09-2025 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=false agent=build stream INFO 2026-01-12T15:10:29 +1ms service=provider status=started providerID=openrouter getSDK INFO 2026-01-12T15:10:29 +0ms service=provider status=completed duration=0 providerID=openrouter getSDK INFO 2026-01-12T15:10:29 +1ms service=llm providerID=openrouter modelID=google/gemini-2.5-flash-preview-09-2025 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=false agent=build params={"temperature":1,"topP":0.95,"topK":64,"options":{}} params INFO 2026-01-12T15:10:29 +4ms service=bus type=session.status publishing INFO 2026-01-12T15:10:29 +2ms service=bus type=session.diff publishing INFO 2026-01-12T15:10:29 +666ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:29 +3ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:30 +44ms service=bus type=message.part.updated publishing ERROR 2026-01-12T15:10:30 +72ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:30 +0ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:30 +134ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:30 +129ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:30 +124ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:30 +2ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:30 +18ms service=bus type=message.part.updated publishing |  Glob app/input INFO 2026-01-12T15:10:30 +19ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:30 +6ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:30 +1ms service=bus type=message.updated publishing My task is to analyze each `convXXX.json` file in the current directory, determine if the user (Mathieu Virbel, ID 4, member of the `reflector` team) needs to reply, and generate a corresponding `convXXX_classification.json` file. Since I don't know which files exist, I'll first use `glob` to find all `convXXX.json` files. INFO 2026-01-12T15:10:30 +16ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:30 +0ms service=bus type=session.status publishing INFO 2026-01-12T15:10:30 +1ms service=session.prompt step=1 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 loop INFO 2026-01-12T15:10:30 +7ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:30 +1ms service=llm providerID=openrouter modelID=anthropic/claude-haiku-4.5 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=true agent=title stream INFO 2026-01-12T15:10:30 +0ms service=llm providerID=openrouter modelID=anthropic/claude-haiku-4.5 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=true agent=title params={"options":{"reasoningEffort":"minimal"}} params INFO 2026-01-12T15:10:30 +2ms service=bus type=session.updated publishing INFO 2026-01-12T15:10:30 +0ms service=bus type=session.diff publishing INFO 2026-01-12T15:10:30 +2ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:30 +0ms service=session.prompt status=started resolveTools INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=started invalid INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=started bash INFO 2026-01-12T15:10:30 +0ms service=bash-tool shell=/usr/bin/bash bash tool using shell INFO 2026-01-12T15:10:30 +1ms service=tool.registry status=started read INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=started glob INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=started grep INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=started edit INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=started write INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=started task INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=started webfetch INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=started todowrite INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=started todoread INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=started skill INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=completed duration=1 invalid INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=completed duration=0 read INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=completed duration=0 glob INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=completed duration=0 grep INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=completed duration=0 edit INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=completed duration=0 write INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=completed duration=0 webfetch INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=completed duration=0 todowrite INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=completed duration=0 todoread INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=completed duration=1 bash INFO 2026-01-12T15:10:30 +1ms service=tool.registry status=completed duration=1 skill INFO 2026-01-12T15:10:30 +0ms service=tool.registry status=completed duration=1 task INFO 2026-01-12T15:10:30 +2ms service=session.prompt status=completed duration=4 resolveTools INFO 2026-01-12T15:10:30 +11ms service=session.processor process INFO 2026-01-12T15:10:30 +0ms service=llm providerID=openrouter modelID=google/gemini-2.5-flash-preview-09-2025 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=false agent=build stream INFO 2026-01-12T15:10:30 +1ms service=llm providerID=openrouter modelID=google/gemini-2.5-flash-preview-09-2025 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=false agent=build params={"temperature":1,"topP":0.95,"topK":64,"options":{}} params INFO 2026-01-12T15:10:30 +6ms service=bus type=session.status publishing ERROR 2026-01-12T15:10:31 +651ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:31 +0ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:31 +41ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +4ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +44ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +122ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +74ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +5ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +26ms service=lsp file=/app/input/conv1.json touching file INFO 2026-01-12T15:10:31 +1ms service=file.time sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 file=/app/input/conv1.json read INFO 2026-01-12T15:10:31 +3ms service=bus type=message.part.updated publishing |  Read app/input/conv1.json INFO 2026-01-12T15:10:31 +70ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +2ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +4ms service=lsp file=/app/input/conv2.json touching file INFO 2026-01-12T15:10:31 +0ms service=file.time sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 file=/app/input/conv2.json read INFO 2026-01-12T15:10:31 +8ms service=bus type=message.part.updated publishing |  Read app/input/conv2.json INFO 2026-01-12T15:10:31 +63ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +1ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +1ms service=lsp file=/app/input/conv3.json touching file INFO 2026-01-12T15:10:31 +0ms service=file.time sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 file=/app/input/conv3.json read INFO 2026-01-12T15:10:31 +3ms service=bus type=message.part.updated publishing |  Read app/input/conv3.json INFO 2026-01-12T15:10:31 +79ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +1ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +1ms service=lsp file=/app/input/conv4.json touching file INFO 2026-01-12T15:10:31 +0ms service=file.time sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 file=/app/input/conv4.json read INFO 2026-01-12T15:10:31 +2ms service=bus type=message.part.updated publishing |  Read app/input/conv4.json INFO 2026-01-12T15:10:31 +68ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +1ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +2ms service=lsp file=/app/input/conv5.json touching file INFO 2026-01-12T15:10:31 +0ms service=file.time sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 file=/app/input/conv5.json read INFO 2026-01-12T15:10:31 +13ms service=bus type=message.part.updated publishing |  Read app/input/conv5.json INFO 2026-01-12T15:10:31 +6ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +2ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:31 +0ms service=bus type=message.updated publishing The conversation files are `conv1.json`, `conv2.json`, `conv3.json`, `conv4.json`, and `conv5.json`. I will now read the content of all five files in parallel. INFO 2026-01-12T15:10:31 +13ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:31 +0ms service=bus type=session.status publishing INFO 2026-01-12T15:10:31 +0ms service=session.prompt step=2 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 loop INFO 2026-01-12T15:10:31 +13ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:31 +1ms service=llm providerID=openrouter modelID=anthropic/claude-haiku-4.5 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=true agent=title stream INFO 2026-01-12T15:10:31 +0ms service=llm providerID=openrouter modelID=anthropic/claude-haiku-4.5 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=true agent=title params={"options":{"reasoningEffort":"minimal"}} params INFO 2026-01-12T15:10:31 +3ms service=bus type=session.updated publishing INFO 2026-01-12T15:10:31 +0ms service=bus type=session.diff publishing INFO 2026-01-12T15:10:31 +3ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:31 +0ms service=session.prompt status=started resolveTools INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=started invalid INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=started bash INFO 2026-01-12T15:10:31 +0ms service=bash-tool shell=/usr/bin/bash bash tool using shell INFO 2026-01-12T15:10:31 +1ms service=tool.registry status=started read INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=started glob INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=started grep INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=started edit INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=started write INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=started task INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=started webfetch INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=started todowrite INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=started todoread INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=started skill INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=completed duration=1 invalid INFO 2026-01-12T15:10:31 +1ms service=tool.registry status=completed duration=1 read INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=completed duration=1 glob INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=completed duration=1 grep INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=completed duration=1 edit INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=completed duration=1 write INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=completed duration=1 webfetch INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=completed duration=1 todowrite INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=completed duration=1 todoread INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=completed duration=2 bash INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=completed duration=1 skill INFO 2026-01-12T15:10:31 +0ms service=tool.registry status=completed duration=1 task INFO 2026-01-12T15:10:31 +3ms service=session.prompt status=completed duration=5 resolveTools INFO 2026-01-12T15:10:31 +8ms service=session.processor process INFO 2026-01-12T15:10:31 +0ms service=llm providerID=openrouter modelID=google/gemini-2.5-flash-preview-09-2025 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=false agent=build stream INFO 2026-01-12T15:10:31 +1ms service=llm providerID=openrouter modelID=google/gemini-2.5-flash-preview-09-2025 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=false agent=build params={"temperature":1,"topP":0.95,"topK":64,"options":{}} params INFO 2026-01-12T15:10:31 +4ms service=bus type=session.status publishing ERROR 2026-01-12T15:10:32 +349ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:32 +0ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:32 +590ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:32 +1ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:32 +72ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:33 +325ms service=bus type=session.updated publishing INFO 2026-01-12T15:10:33 +4ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:33 +12ms service=session.summary title=Implementing reply classifier title INFO 2026-01-12T15:10:33 +0ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:33 +186ms service=bus type=message.part.updated publishing ERROR 2026-01-12T15:10:33 +404ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:33 +0ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:33 +30ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:34 +182ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:34 +99ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:34 +126ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:34 +276ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:34 +183ms service=bus type=message.part.updated publishing ERROR 2026-01-12T15:10:34 +135ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:34 +1ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:35 +175ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:35 +117ms service=session.summary title=Conversation reply classification task title INFO 2026-01-12T15:10:35 +1ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:35 +118ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:35 +222ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:35 +185ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:35 +25ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:35 +5ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:35 +223ms service=bus type=message.part.updated publishing ERROR 2026-01-12T15:10:36 +107ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:36 +0ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:36 +150ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:36 +242ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:36 +0ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:36 +84ms service=session.summary title=Classifying conversation replies title INFO 2026-01-12T15:10:36 +0ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:36 +131ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:36 +183ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:36 +13ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:36 +22ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:37 +153ms service=bus type=message.part.updated publishing ERROR 2026-01-12T15:10:37 +177ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:37 +0ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:37 +22ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:37 +185ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:37 +213ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:37 +238ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:38 +167ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:38 +177ms service=bus type=message.part.updated publishing ERROR 2026-01-12T15:10:38 +26ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:38 +0ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:38 +150ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:38 +208ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:38 +190ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:39 +224ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:39 +176ms service=bus type=message.part.updated publishing ERROR 2026-01-12T15:10:39 +205ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:39 +0ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:39 +21ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:39 +248ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:39 +17ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:39 +211ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:39 +21ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:39 +24ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:40 +169ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:40 +233ms service=bus type=message.part.updated publishing ERROR 2026-01-12T15:10:40 +82ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:40 +0ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:40 +120ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:40 +19ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:40 +175ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:40 +27ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:40 +27ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:40 +140ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:41 +245ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:41 +248ms service=bus type=message.part.updated publishing ERROR 2026-01-12T15:10:41 +125ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:41 +0ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:41 +89ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:41 +23ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:41 +107ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:41 +16ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:41 +21ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:42 +253ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:42 +1ms service=bus type=file.edited publishing INFO 2026-01-12T15:10:42 +0ms service=format file=/app/input/conv1_classification.json formatting INFO 2026-01-12T15:10:42 +1ms service=format name=zig ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=uv format ext=.json checking INFO 2026-01-12T15:10:42 +1ms service=format name=terraform ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=standardrb ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=shfmt ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=ruff ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=rubocop ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=air ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=prettier ext=.json checking INFO 2026-01-12T15:10:42 +1ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:42 +1ms service=format name=oxfmt ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=ocamlformat ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=nixfmt ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=mix ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=latexindent ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=ktlint ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=htmlbeautifier ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=gofmt ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=gleam ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=dart ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=clang-format ext=.json checking INFO 2026-01-12T15:10:42 +1ms service=format name=biome ext=.json checking INFO 2026-01-12T15:10:42 +2ms service=file.time sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 file=/app/input/conv1_classification.json read INFO 2026-01-12T15:10:42 +0ms service=lsp file=/app/input/conv1_classification.json touching file INFO 2026-01-12T15:10:42 +1ms service=bus type=message.part.updated publishing |  Write app/input/conv1_classification.json INFO 2026-01-12T15:10:42 +320ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:42 +0ms service=bus type=file.edited publishing INFO 2026-01-12T15:10:42 +0ms service=format file=/app/input/conv2_classification.json formatting INFO 2026-01-12T15:10:42 +5ms service=format name=zig ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=uv format ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=terraform ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=standardrb ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=shfmt ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=ruff ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=rubocop ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=air ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=prettier ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=oxfmt ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=ocamlformat ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=nixfmt ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=mix ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=latexindent ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=ktlint ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=htmlbeautifier ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=gofmt ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=gleam ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=dart ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=clang-format ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=biome ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=file.time sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 file=/app/input/conv2_classification.json read INFO 2026-01-12T15:10:42 +0ms service=lsp file=/app/input/conv2_classification.json touching file INFO 2026-01-12T15:10:42 +1ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:42 +7ms service=bus type=message.part.updated publishing |  Write app/input/conv2_classification.json ERROR 2026-01-12T15:10:42 +243ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:42 +1ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:42 +68ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:42 +0ms service=bus type=file.edited publishing INFO 2026-01-12T15:10:42 +0ms service=format file=/app/input/conv3_classification.json formatting INFO 2026-01-12T15:10:42 +1ms service=format name=zig ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=uv format ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=terraform ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=standardrb ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=shfmt ext=.json checking INFO 2026-01-12T15:10:42 +1ms service=format name=ruff ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=rubocop ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=air ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=prettier ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=oxfmt ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=ocamlformat ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=nixfmt ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=mix ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=latexindent ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=ktlint ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=htmlbeautifier ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=gofmt ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=gleam ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=dart ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=clang-format ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=format name=biome ext=.json checking INFO 2026-01-12T15:10:42 +0ms service=file.time sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 file=/app/input/conv3_classification.json read INFO 2026-01-12T15:10:42 +0ms service=lsp file=/app/input/conv3_classification.json touching file INFO 2026-01-12T15:10:42 +1ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:42 +9ms service=bus type=message.part.updated publishing |  Write app/input/conv3_classification.json INFO 2026-01-12T15:10:43 +332ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:43 +1ms service=bus type=file.edited publishing INFO 2026-01-12T15:10:43 +0ms service=format file=/app/input/conv4_classification.json formatting INFO 2026-01-12T15:10:43 +0ms service=format name=zig ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=uv format ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=terraform ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=standardrb ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=shfmt ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=ruff ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=rubocop ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=air ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=prettier ext=.json checking INFO 2026-01-12T15:10:43 +1ms service=format name=oxfmt ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=ocamlformat ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=nixfmt ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=mix ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=latexindent ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=ktlint ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=htmlbeautifier ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=gofmt ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=gleam ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=dart ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=clang-format ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=biome ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=file.time sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 file=/app/input/conv4_classification.json read INFO 2026-01-12T15:10:43 +0ms service=lsp file=/app/input/conv4_classification.json touching file INFO 2026-01-12T15:10:43 +1ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:43 +5ms service=bus type=message.part.updated publishing |  Write app/input/conv4_classification.json INFO 2026-01-12T15:10:43 +229ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:43 +1ms service=bus type=file.edited publishing INFO 2026-01-12T15:10:43 +0ms service=format file=/app/input/conv5_classification.json formatting INFO 2026-01-12T15:10:43 +0ms service=format name=zig ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=uv format ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=terraform ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=standardrb ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=shfmt ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=ruff ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=rubocop ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=air ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=prettier ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=oxfmt ext=.json checking INFO 2026-01-12T15:10:43 +1ms service=format name=ocamlformat ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=nixfmt ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=mix ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=latexindent ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=ktlint ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=htmlbeautifier ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=gofmt ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=gleam ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=dart ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=clang-format ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=format name=biome ext=.json checking INFO 2026-01-12T15:10:43 +0ms service=file.time sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 file=/app/input/conv5_classification.json read INFO 2026-01-12T15:10:43 +0ms service=lsp file=/app/input/conv5_classification.json touching file INFO 2026-01-12T15:10:43 +1ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:43 +2ms service=bus type=message.part.updated publishing |  Write app/input/conv5_classification.json INFO 2026-01-12T15:10:43 +50ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:43 +2ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:43 +0ms service=bus type=message.updated publishing I have read the content of all five files. Now I will classify them based on the provided rules. **User Context:** * **User ID**: 4 * **User Name**: Mathieu Virbel * **Team Membership**: `reflector` team --- ### Analysis of `conv1.json` (LLM hosting economics) * **Last Message Sender (ID 15):** The last message mentions a quote by `@_**Mathieu|299**` (User ID 4) and then says "Tried this, lovable couldn't do it." This is a closing statement about an action taken based on the user's previous suggestion. * **User Mentions:** * Line 0013: `@_**Mathieu|299**` (in a quote block, but sent by ID 15) * Line 0020: `@**Mathieu**` (sent by ID 16) * Line 0111: `@**Mathieu**` (sent by ID 16) * Line 0132: `@**Mathieu**` (sent by ID 15) * Line 0199: `cc @**Mathieu** @**Angel**` (sent by ID 15) * **Last relevant exchange:** * Message 1: User (ID 4) says something (quoted in Line 00139). * Message 2 (Most recent): ID 15 follows up on the user's suggestion (Line 0013: "Tried this, lovable couldn't do it"). * **Classification:** Although the user is mentioned in a quote in the last message, the message itself is a report on the result of the user's previous suggestion. It does not explicitly ask for a response, and the conversation flow suggests the sender is concluding that specific thread of action. However, looking at the second to last message that mentions the user: ID 16 said "I replied @**Mathieu**" (Line 0020). The last message is ID 15 reporting back on a separate point. Considering the last message is a follow-up on the user's suggestion, it acts as a closed loop. I'll classify this as no reply needed. ```json { "need_reply": false, "reason": "The last message reports the result of a previous suggestion made by the user. It is a concluding statement and does not request further action or response from the user." } ``` --- ### Analysis of `conv2.json` (durable workflow) * **Last Message Sender (ID 17):** The only message is from ID 17. * **User Mentions:** The user is a member of the `reflector` team. * Line 0013: `hey @*reflectors*` - **Team mention**. * **Content:** The message is a detailed proposal about adopting a durable workflow pattern, includes links to Loom videos, and ends with a direct question: "What do you think? Probably we can have a separate call to speak about it - consider the videos above a prep then (5min + 5min)". * **Classification:** The user's team (`reflector`) is mentioned, and the message asks a direct question, clearly waiting for a response/feedback. ```json { "need_reply": true, "reason": "The user's team (@*reflectors*) is mentioned in the message, and the message ends with a direct question seeking feedback and proposing a follow-up call, requiring a response." } ``` --- ### Analysis of `conv3.json` (InternalAI - PR) * **Last Message Sender (ID 70):** The last three messages are from ID 70. * Line 0013: "Or can I only do that locally?" (Question) * Line 0020: "How can I do that?" (Question) * Line 0028: "I'd like to see how each model does on my task." * **User Mentions:** * Line 0034: `@**Nik** https://eval.monadical.io/` (Sent by user ID 4, answering a question) * Line 0041: `What's the website where we can check all the evals? @**Mathieu**` (Question to the user) * Line 0048: `@**Nik** approved, ... i just merged it` (Sent by user ID 4, closing a loop on a PR) * Line 0055: `@**Mathieu** https://github.com/Monadical-SAS/llmeval/pull/5 This is a task to classify...` (Sent by ID 70, in response to the user's merge comment) * Line 0062: `@**Nik** tags PR reworked and merged` (Sent by user ID 4) * Line 0069: `I am on hit at the moment, just merged main and testing` (Sent by user ID 4) * Line 0076: `@**Mathieu** just a friendly reminder to review this PR when you're free :)` (Sent by ID 70) * Line 0090: `Add Tags Feature to ContactDB @**Mathieu**` (Sent by ID 70) * **Last relevant exchange:** * Message 5: ID 70 asks a question to the user: "What's the website where we can check all the evals? @**Mathieu**" (Line 0041). * Message 4: User (ID 4) replies with a link: `@**Nik** https://eval.monadical.io/` (Line 0034). * Message 3 (Most recent): ID 70 asks "I'd like to see how each model does on my task." (Line 0028). * Message 2 (Most recent): ID 70 asks "How can I do that?" (Line 0020). * Message 1 (Most recent): ID 70 asks "Or can I only do that locally?" (Line 0013). * **Classification:** The last three messages are all questions from ID 70, immediately following the user's (ID 4) link to the eval website. These messages are clearly seeking a response/guidance on how to use the website or perform a task, and the user is involved in the active exchange. ```json { "need_reply": true, "reason": "The user is in an active exchange, and the last three messages are unanswered questions from another participant (ID 70) directed at continuing the conversation that the user initiated with a link." } ``` --- ### Analysis of `conv4.json` (Hey !) * **Last Message Sender (ID 363):** The only message is from ID 363. * **User Mentions:** The user is directly addressed by name: "Hey Mathieu". * **Content:** The message is a call to action: "I have a business opportunities that we should absolutely talk about. Give me a call." * **Classification:** The message is a direct communication to the user and explicitly requests a call, requiring a reply or acknowledgment. ```json { "need_reply": true, "reason": "The user is directly addressed ('Hey Mathieu') and the message explicitly requests a follow-up action ('Give me a call'), requiring a response." } ``` --- ### Analysis of `conv5.json` (social - day off) * **Last Message Sender (ID 22):** The last message is from ID 22 ("I'll be taking December 25,26 and 31, also January 1 and 2 off"). * **User Mentions:** The user (ID 4) is not a participant in the conversation (`contact_ids` does not contain 4). Also, the user is not mentioned, and their team (`reflector`) is not mentioned. * **Content:** The conversation is a stream for people to post their day-off notices. The last message is another person posting their notice. No one is waiting for the user to reply. * **Classification:** The user is neither mentioned nor a participant, and no action is expected from them. ```json { "need_reply": false, "reason": "The conversation is a general 'day off' thread and does not involve or mention the user (ID 4) or their team. No response is expected." } ``` --- ### Final Action I will now create the classification files for all five conversations. INFO 2026-01-12T15:10:43 +8ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:43 +0ms service=bus type=session.status publishing INFO 2026-01-12T15:10:43 +0ms service=session.prompt step=3 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 loop INFO 2026-01-12T15:10:43 +6ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:43 +1ms service=bus type=session.updated publishing INFO 2026-01-12T15:10:43 +0ms service=bus type=session.diff publishing INFO 2026-01-12T15:10:43 +5ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:43 +5ms service=session.prompt status=started resolveTools INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=started invalid INFO 2026-01-12T15:10:43 +1ms service=tool.registry status=started bash INFO 2026-01-12T15:10:43 +0ms service=bash-tool shell=/usr/bin/bash bash tool using shell INFO 2026-01-12T15:10:43 +1ms service=tool.registry status=started read INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=started glob INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=started grep INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=started edit INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=started write INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=started task INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=started webfetch INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=started todowrite INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=started todoread INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=started skill INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=2 invalid INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=0 read INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=0 glob INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=0 grep INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=0 edit INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=0 write INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=0 webfetch INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=0 todowrite INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=0 todoread INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=1 bash INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=0 skill INFO 2026-01-12T15:10:43 +0ms service=tool.registry status=completed duration=0 task INFO 2026-01-12T15:10:43 +3ms service=session.prompt status=completed duration=5 resolveTools INFO 2026-01-12T15:10:43 +13ms service=session.processor process INFO 2026-01-12T15:10:43 +1ms service=llm providerID=openrouter modelID=google/gemini-2.5-flash-preview-09-2025 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=false agent=build stream INFO 2026-01-12T15:10:43 +0ms service=llm providerID=openrouter modelID=google/gemini-2.5-flash-preview-09-2025 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 small=false agent=build params={"temperature":1,"topP":0.95,"topK":64,"options":{}} params INFO 2026-01-12T15:10:43 +8ms service=bus type=session.status publishing ERROR 2026-01-12T15:10:43 +318ms service=acp-command promise={} reason=NotFoundError Unhandled rejection ERROR 2026-01-12T15:10:43 +0ms service=default e=NotFoundError rejection INFO 2026-01-12T15:10:44 +375ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:44 +1ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:44 +37ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:44 +184ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:44 +100ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:44 +33ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:44 +5ms service=bus type=message.part.updated publishing INFO 2026-01-12T15:10:44 +1ms service=bus type=message.updated publishing The classification files have been created for all five conversations: - `conv1_classification.json`: `need_reply: false` - `conv2_classification.json`: `need_reply: true` - `conv3_classification.json`: `need_reply: true` - `conv4_classification.json`: `need_reply: true` - `conv5_classification.json`: `need_reply: false` INFO 2026-01-12T15:10:44 +5ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:44 +0ms service=bus type=session.status publishing INFO 2026-01-12T15:10:44 +1ms service=session.prompt step=4 sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 loop INFO 2026-01-12T15:10:44 +7ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:44 +1ms service=bus type=message.updated publishing INFO 2026-01-12T15:10:44 +0ms service=bus type=session.updated publishing INFO 2026-01-12T15:10:44 +0ms service=bus type=session.diff publishing INFO 2026-01-12T15:10:44 +1ms service=session.prompt sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 exiting loop INFO 2026-01-12T15:10:44 +1ms service=session.compaction pruning INFO 2026-01-12T15:10:44 +1ms service=session.prompt sessionID=ses_44d3dd137ffetVIf2IA1e9iDT3 cancel INFO 2026-01-12T15:10:44 +0ms service=bus type=session.status publishing INFO 2026-01-12T15:10:44 +0ms service=bus type=session.idle publishing INFO 2026-01-12T15:10:44 +10ms service=default directory=/app/input disposing instance INFO 2026-01-12T15:10:44 +0ms service=state key=/app/input waiting for state disposal to complete INFO 2026-01-12T15:10:44 +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.