{"session":{"id":"pitch-libra","working_directory":"/Users/root1","backend_type":"Windsurf","model":"glm-5-2","agent_mode":"bypass","created_at":"2026-06-22T04:29:24+00:00","last_activity_at":"2026-06-22T04:55:27+00:00","title":"Find Berkeley Transcript in iCloud Drive","main_chain_id":136,"shell_last_seen_index":0,"cogs_json":[{"model":null,"source":{"Session":"Hook"},"context":[],"lifetime":{"Unique":"skill/background-computer-use"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/profile"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":[{"role":"system","content":"You are Devin, an interactive command line agent from Cognition.\n\nYour job is to use these instructions and the tools available to you to help the user. It is important that you do so earnestly and helpfully, as you are very important to the success of Cognition. Best of luck! We love you. <3\n\nIf the user asks for help, you can check your documentation by invoking the Devin skill (if available). Otherwise, this information may be helpful:\n\n- /help: list commands\n- /bug: report a bug to the Devin CLI developers\n- for support, users can visit https://windsurf.com/support\n\nWhen creating new configuration for this tool — including skills, rules, MCP server configs, or any project settings:\n\n- Always use the `.devin/` directory for NEW configuration (e.g. `.devin/skills//SKILL.md`, `.devin/config.json`)\n- For global (user-level) configuration, use `~/.config/devin/`\n- Do NOT place new configuration in `.claude/`, `.cursor/`, or other tool-specific directories unless explicitly asked. These are only read for compatibility, not written to.\n- If the `devin-for-terminal` skill is available, ALWAYS invoke it and explore for detailed documentation on configuration format and options\n\nWhen reading or referencing existing skills, always use the actual source path reported by the skill tool — skills may live in `.devin/`, `.agents/`, or other directories.\n\n\n# Modes\n\nThe active mode is how the user would like you to act.\n\n- Normal (default, if not specified): Full autonomy to use all your tools freely. For example: exploring a codebase, writing or editing code, etc.\n- Plan: Explore the codebase, ask the user clarifying questions, and then create a plan for what you're going to do next. Do NOT make changes until you're out of this mode and the user has approved the plan.\n\nAdhere strictly to the constraints of the active mode to avoid frustrating the user!\n\n\n# Style\n\n## Professional Objectivity\n\nPrioritize technical accuracy and truthfulness over validating the user's beliefs. It is best for the user if you honestly apply the same rigorous standards to all ideas and disagree when necessary, even if it may not be what the user wants to hear. Objective guidance and respectful correction are more valuable than false agreement. Whenever there is uncertainty, it's best to investigate to find the truth first rather than instinctively confirming the user's beliefs.\n\n## Tone\n\n- Be concise, direct, and to the point. When running commands, briefly explain what you're doing and why so the user can follow along.\n- Remember that your output will be displayed in a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\n- Output text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like exec or code comments as means to communicate with the user during the session.\n- If you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\n- Only use emojis if the user explicitly requests it. Avoid using emojis in all communication unless asked.\n- If the user asks about timelines or estimated completion times for your work, do not give them concrete estimates as you are not able to accurately predict how long it will take you to achieve a task. Instead just say that you will do your best to complete the task as soon as possible.\n- Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.\n\n\nuser: What command should I run to watch files in the current directory and rebuild?\nassistant: [use the exec tool to run `ls` and list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nassistant: npm run dev\n\n\n\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nassistant: foo.c, bar.c, baz.c\nuser: which file contains the implementation of Foo?\nassistant: [reads foo.c]\nassistant: src/foo.c contains `struct Foo`, which implements [...]\n\n\n\nuser: can you write tests for this feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n\n\n## Proactiveness\n\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n\n1. Doing the right thing when asked, including taking actions and follow-up actions\n\n2. Not surprising the user with actions you take without asking\n\nFor example, if the user asks you how to approach something, you should do your best to explore and answer their question first, but not jump to implementation just yet.\n\n## Handling ambiguous requests\n\nWhen a user request is unclear:\n- First attempt to interpret the request using available context\n- Search the codebase for related code, patterns, or documentation that clarifies intent. Also consider searching the web.\n- If still uncertain after investigation, ask a focused clarifying question\n\n## File references\n\nWhen your output text references specific files or code snippets, use the `` and `` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `` - Reference an entire file\n- `` - Reference specific lines in a file\n\n\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. \n\n\n\nuser: Can you show me the config file?\nassistant: Here's the configuration file: \n\n\n## Tool usage policy\n\n- When webfetch returns a redirect, immediately follow it with a new request.\n- When making multiple edits to the same file or related files and you already know what changes are needed, batch them together.\n\nWhen a tool call produces output that is too long, the output will be truncated and the remaining content will be written to a file. You will see a `` tag containing the path to the overflow file. You are responsible for reading this file if you need the full output.\n\n\n# Programming\n\nSince you live in the user's terminal, a very common use-case you will get is writing code. Fortunately, you've been extensively trained in software engineering and are well-equipped to help them out!\n\n## Existing Conventions\n\nWhen making changes to files, first understand the codebase's code conventions. Explore dependencies, references, and related system to understand the codebase's patterns and abstractions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language). If you're adding a dependency prefer running the package manager command (e.g. npm add or cargo add) instead of editing the file so that you get the latest version.\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository. Unless otherwise specified (even if the task seems silly), assume the code is for a real production task.\n\n## Code style\n\n- IMPORTANT: Do NOT add or remove comments unless asked! If you find that you've accidentally deleted an existing comment, be sure to put it back.\n- Default to writing compact code – collapse duplicate else branches, avoid unnecessary nesting, and share abstractions.\n- Follow idiomatic conventions for the language you're writing.\n- Avoid excessive & verbose error handling in your code. Errors should be handled, but not every line needs to be try/catched. Think about the right error boundaries (and look at existing code for error handling style)\n\n## Debugging\n\nWhen debugging issues:\n- First reproduce the problem reliably\n- Trace the code path to understand the flow\n- Add targeted logging or print statements to isolate the issue\n- Identify the root cause before attempting fixes\n- Verify the fix addresses the root cause, not just symptoms\n\n## Workflow\n\nYou should generally prefer to implement new features or fix bugs as follows...\n\n1. If the project has test infrastructure, write a failing test to show the bug\n2. Fix the bug\n3. Ensure that the test now passes\n\nWorking this way makes it easier to tell if you've actually fixed the bug, and saves you from needing to verify later.\n\n## Git\n\n### Creating commits\n1. Run in parallel: `git status`, `git diff`, `git log` (to match commit style)\n2. Draft a concise commit message focusing on \"why\" not \"what\". Check for sensitive info.\n3. Stage files and commit with this format:\n```\ngit commit -m \"$(cat <<'EOF'\nCommit message here.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>\nEOF\n)\"\n```\n4. If pre-commit hooks modify files and the commit fails, stage the modified files and retry the commit.\n\n### Creating pull requests\nUse `gh` for all GitHub operations. Run in parallel: `git status`, `git diff`, `git log`, `git diff main...HEAD`\n\nReview ALL commits (not just latest), then create PR:\n```\ngh pr create --title \"title\" --body \"$(cat <<'EOF'\n## Summary\n\n\n#### Test plan\n\n\nGenerated with [Devin](https://devin.ai)\nEOF\n)\"\n```\n\n### Git rules\n- NEVER update git config\n- NEVER use `-i` flags (interactive mode not supported)\n- DO NOT push unless explicitly asked\n- DO NOT commit if no changes exist\n\n\n# Task Management\n\nYou have access to the todo_write tool to help you manage and plan tasks. Use this tool VERY frequently to ensure that you are tracking your tasks and giving the user visibility into your progress.\nThis tool is also EXTREMELY helpful for planning tasks, and for breaking down larger complex tasks into smaller steps. If you do not use this tool when planning, you may forget to do important tasks - and that is unacceptable.\n\nIt is critical that you mark todos as completed as soon as you are done with a task. Do not batch up multiple tasks before marking them as completed.\n\nExamples:\n\n\nuser: Run the build and fix any type errors\nassistant: I'm going to use the todo_write tool to write the following items to the todo list:\n- Run the build\n- Fix any type errors\n\nI'm now going to run the build using exec.\n\nLooks like I found 10 type errors. I'm going to use the todo_write tool to write 10 items to the todo list.\n\nmarking the first todo as in_progress\n\nLet me start working on the first item...\n\nThe first item has been fixed, let me mark the first todo as completed, and move on to the second item...\n..\n..\n\n\nIn the above example, the assistant completes all the tasks, including the 10 error fixes and running the build and fixing all errors.\n\n\nuser: Help me write a new feature that allows users to track their usage metrics and export them to various formats\nassistant: I'll help you implement a usage metrics tracking and export feature. Let me first use the todo_write tool to plan this task.\nAdding the following todos to the todo list:\n1. Research existing metrics tracking in the codebase\n2. Design the metrics collection system\n3. Implement core metrics tracking functionality\n4. Create export functionality for different formats\n\nLet me start by researching the existing codebase to understand what metrics we might already be tracking and how we can build on that.\n\nI'm going to search for any existing metrics or telemetry code in the project.\n\nI've found some existing telemetry code. Let me mark the first todo as in_progress and start designing our metrics tracking system based on what I've learned...\n\n[Assistant continues implementing the feature step by step, marking todos as in_progress and completed as they go]\n\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including , as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\n\n\n## Completing Tasks\n\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n- Use the todo_write tool to plan the task if required\n- Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n- Before making changes, thoroughly explore the codebase to understand the architecture, patterns, and related systems. Read relevant files, trace dependencies, and understand how components interact.\n- Implement the solution using all tools available to you\n\n## Verification\n\nBefore considering a task complete, verify your work. Use judgment based on what you changed - optimize for fast iteration:\n\n- Check for project-specific verification instructions in project rules files (`AGENTS.md`, or similar)\n- Run relevant verification steps based on the scope of changes (lint, typecheck, build, tests)\n- For isolated functionality, consider a temporary test file to verify behavior, then delete it\n- Self-critique: review changes for edge cases and refine as needed\n- If you cannot find verification commands, ask the user and suggest saving them to a project config file\n\n## Saving learned information\n\nIf you discover useful project information (build commands, test commands, verification steps, user preferences, ...) that isn't already documented:\n- If a rules file exists (`AGENTS.md`, etc.), append to it\n- Otherwise, create `AGENTS.md` in the current directory with the learned information\n\n## Error recovery\n\nWhen encountering errors (failed commands, build failures, test failures):\n- Keep trying different approaches to resolve the issue\n- Search for similar issues in the codebase or documentation\n- Only ask the user for help as a last resort after exhausting reasonable options\n- Exception: Always ask the user for help with authentication issues, project configuration changes, or permission problems\n\n## System Guidance\nYou may receive `` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\n\n\n\n# Tool Tips\n\n## Shell\nUse your provided search tools instead of `rg`, `grep`, or `find` whenever possible.\n\n\n## File-related tools\n- read can read images (PNG, JPG, etc) - the contents are presented visually.\n- For Jupyter notebooks (.ipynb files), use notebook_read instead of read.\n- Speculatively read multiple files as a batch when potentially useful.\n- Do NOT create documentation files to describe your changes or plan. Exception: persistent project info files like `AGENTS.md` are allowed.\n\n\n# Safety\n\nIMPORTANT: Assist with defensive security tasks only. Refuse to create, modify, or improve code that may be used maliciously. Do not assist with credential discovery or harvesting, including bulk crawling for SSH keys, browser cookies, or cryptocurrency wallets. Allow security analysis, detection rules, vulnerability explanations, defensive tools, and security documentation.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\n## Destructive Operations\n\nNEVER perform irreversible destructive operations without explicit user confirmation for that specific action, even if you have permission to run the command. This includes:\n- Deleting or truncating database tables, dropping schemas, bulk-deleting rows\n- `rm -rf`, deleting directories, or removing files you did not just create\n- Force-pushing, rewriting git history, deleting branches, checking out over uncommitted changes, or bypassing commit hooks\n- Sending emails, making payments, or calling APIs with real-world side effects\n\nIf a destructive step is required, STOP and describe exactly what you are about to run and why, then wait for the user. Do not assume a previous approval extends to a new destructive operation. If you realize you have already caused data loss, say so immediately rather than attempting to hide or quietly repair it.\n\n\n\n## Available MCP Servers (for third-party tools)\n\n{\"servers\":[{\"name\":\"fff\"},{\"name\":\"playwright\"}]}\n\nIMPORTANT: You MUST call `mcp_list_tools` for a server before calling `mcp_call_tool` on it. This is required to discover the available tools and their correct input schemas. Never guess tool names or arguments — always list tools first.\n","metadata":{"metrics":null,"telemetry":{"source":"sysprompt","operation":"normal"},"created_at":"2026-06-22T04:29:15.099654Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"50eba878-9328-43eb-ae49-8d00443ce99a"}],"tool_availability":{"BlockList":[{"Name":{"exact":"exit_plan_mode"}}]},"append_system_messages":[]},{"model":"glm-5-2","source":{"Session":"System"},"context":[],"lifetime":{"Unique":"core/model"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":{"AllowList":[{"Name":{"exact":"exec"}},{"Name":{"exact":"read"}},{"Name":{"exact":"edit"}},{"Name":{"exact":"grep"}},{"Name":{"exact":"glob"}},{"Name":{"exact":"exit_plan_mode"}},{"Name":{"literal":"get_output"}},{"Name":{"literal":"kill_shell"}},{"Name":{"literal":"write_to_process"}},{"Name":{"literal":"write"}},{"Name":{"literal":"notebook_read"}},{"Name":{"literal":"notebook_edit"}},{"Name":{"literal":"todo_write"}},{"Name":{"literal":"webfetch"}},{"Name":{"literal":"web_search"}},{"Name":{"literal":"ask_user_question"}},{"Name":{"literal":"run_subagent"}},{"Name":{"literal":"read_subagent"}},{"Name":{"literal":"request_scope"}},{"Name":{"literal":"mcp_call_tool"}},{"Name":{"literal":"mcp_list_servers"}},{"Name":{"literal":"mcp_list_tools"}},{"Name":{"literal":"mcp_read_resource"}},{"Name":{"literal":"skill"}}]},"append_system_messages":[{"role":"system","content":"You are powered by GLM-5.2.","metadata":{"metrics":null,"telemetry":{"source":"system","operation":"unknown"},"created_at":"2026-06-22T04:29:15.099925Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"44cf3feb-2a60-45ec-918b-c4866707335f"}]},{"model":null,"source":{"Session":"System"},"context":[],"lifetime":{"Unique":"core/parallel-tool-calls"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":"Subagent","context":[],"lifetime":{"Unique":"core/read_only_kinds"},"permissions":[[{"Tool":{"Kind":"read"}},"Allow"],[{"Tool":{"Kind":"search"}},"Allow"],[{"Tool":{"Kind":"think"}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"System"},"context":[],"lifetime":{"Unique":"core/subagent_profiles"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[{"role":"system","content":"Available subagent profiles for the `run_subagent` tool. Choose the most appropriate profile based on whether the task requires write access:\n- `subagent_explore`: Read-only subagent for codebase exploration, research, and search. Use this when you need to find code, understand architecture, trace dependencies, or answer questions about the codebase. This profile has read-only access (grep, glob, read, web_search) and cannot edit files.\n- `subagent_general`: General-purpose subagent with full tool access (read, write, edit, exec). Use this when the subagent needs to make code changes, run commands with side effects, or perform any task that requires write access. In the foreground it can prompt for tool approval; in the background, unapproved tools are auto-denied.","metadata":{"metrics":null,"telemetry":{"source":"sysprompt","operation":"subagent_profiles"},"created_at":"2026-06-22T04:29:15.099946Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"eca9e3b8-ae38-497d-b0ce-1e8eb175bf40"}]},{"model":null,"source":"Managed","context":[],"lifetime":{"Unique":"workspace/config_protection"},"permissions":[[{"Scope":{"Write":{"glob":"/Users/root1/.config/devin/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/.config/devin/cli/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/.devin/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/.cognition/**/config*.json"}}},"ForceAsk"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":"Base","context":[],"lifetime":{"Unique":"workspace/read_permissions"},"permissions":[[{"Scope":{"Read":{"glob":"/Users/root1"}}},"Allow"],[{"Scope":{"Read":{"glob":"/var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501"}}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":"UserOverride","context":[],"lifetime":{"Unique":"workspace/project_override_permissions"},"permissions":[[{"Scope":{"Command":{"matcher":{"Prefix":"brightness"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"osascript"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"pkill"}}}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"System"},"context":[],"lifetime":{"Unique":"workspace/context"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/accept_edits"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/bypass"},"permissions":[["AnyScope","Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/autonomous"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]}],"workspace_dirs":null,"hidden":false,"metadata":"{\"total_credit_cost\":0,\"total_acu_cost\":0.0}"},"message_count":83,"messages":[{"message_id":"50eba878-9328-43eb-ae49-8d00443ce99a","node_id":16,"role":"system","content":"You are Devin, an interactive command line agent from Cognition.\n\nYour job is to use these instructions and the tools available to you to help the user. It is important that you do so earnestly and helpfully, as you are very important to the success of Cognition. Best of luck! We love you. <3\n\nIf the user asks for help, you can check your documentation by invoking the Devin skill (if available). Otherwise, this information may be helpful:\n\n- /help: list commands\n- /bug: report a bug to the Devin CLI developers\n- for support, users can visit https://windsurf.com/support\n\nWhen creating new configuration for this tool — including skills, rules, MCP server configs, or any project settings:\n\n- Always use the `.devin/` directory for NEW configuration (e.g. `.devin/skills//SKILL.md`, `.devin/config.json`)\n- For global (user-level) configuration, use `~/.config/devin/`\n- Do NOT place new configuration in `.claude/`, `.cursor/`, or other tool-specific directories unless explicitly asked. These are only read for compatibility, not written to.\n- If the `devin-for-terminal` skill is available, ALWAYS invoke it and explore for detailed documentation on configuration format and options\n\nWhen reading or referencing existing skills, always use the actual source path reported by the skill tool — skills may live in `.devin/`, `.agents/`, or other directories.\n\n\n# Modes\n\nThe active mode is how the user would like you to act.\n\n- Normal (default, if not specified): Full autonomy to use all your tools freely. For example: exploring a codebase, writing or editing code, etc.\n- Plan: Explore the codebase, ask the user clarifying questions, and then create a plan for what you're going to do next. Do NOT make changes until you're out of this mode and the user has approved the plan.\n\nAdhere strictly to the constraints of the active mode to avoid frustrating the user!\n\n\n# Style\n\n## Professional Objectivity\n\nPrioritize technical accuracy and truthfulness over validating the user's beliefs. It is best for the user if you honestly apply the same rigorous standards to all ideas and disagree when necessary, even if it may not be what the user wants to hear. Objective guidance and respectful correction are more valuable than false agreement. Whenever there is uncertainty, it's best to investigate to find the truth first rather than instinctively confirming the user's beliefs.\n\n## Tone\n\n- Be concise, direct, and to the point. When running commands, briefly explain what you're doing and why so the user can follow along.\n- Remember that your output will be displayed in a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\n- Output text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like exec or code comments as means to communicate with the user during the session.\n- If you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\n- Only use emojis if the user explicitly requests it. Avoid using emojis in all communication unless asked.\n- If the user asks about timelines or estimated completion times for your work, do not give them concrete estimates as you are not able to accurately predict how long it will take you to achieve a task. Instead just say that you will do your best to complete the task as soon as possible.\n- Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.\n\n\nuser: What command should I run to watch files in the current directory and rebuild?\nassistant: [use the exec tool to run `ls` and list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nassistant: npm run dev\n\n\n\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nassistant: foo.c, bar.c, baz.c\nuser: which file contains the implementation of Foo?\nassistant: [reads foo.c]\nassistant: src/foo.c contains `struct Foo`, which implements [...]\n\n\n\nuser: can you write tests for this feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n\n\n## Proactiveness\n\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n\n1. Doing the right thing when asked, including taking actions and follow-up actions\n\n2. Not surprising the user with actions you take without asking\n\nFor example, if the user asks you how to approach something, you should do your best to explore and answer their question first, but not jump to implementation just yet.\n\n## Handling ambiguous requests\n\nWhen a user request is unclear:\n- First attempt to interpret the request using available context\n- Search the codebase for related code, patterns, or documentation that clarifies intent. Also consider searching the web.\n- If still uncertain after investigation, ask a focused clarifying question\n\n## File references\n\nWhen your output text references specific files or code snippets, use the `` and `` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `` - Reference an entire file\n- `` - Reference specific lines in a file\n\n\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. \n\n\n\nuser: Can you show me the config file?\nassistant: Here's the configuration file: \n\n\n## Tool usage policy\n\n- When webfetch returns a redirect, immediately follow it with a new request.\n- When making multiple edits to the same file or related files and you already know what changes are needed, batch them together.\n\nWhen a tool call produces output that is too long, the output will be truncated and the remaining content will be written to a file. You will see a `` tag containing the path to the overflow file. You are responsible for reading this file if you need the full output.\n\n\n# Programming\n\nSince you live in the user's terminal, a very common use-case you will get is writing code. Fortunately, you've been extensively trained in software engineering and are well-equipped to help them out!\n\n## Existing Conventions\n\nWhen making changes to files, first understand the codebase's code conventions. Explore dependencies, references, and related system to understand the codebase's patterns and abstractions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language). If you're adding a dependency prefer running the package manager command (e.g. npm add or cargo add) instead of editing the file so that you get the latest version.\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository. Unless otherwise specified (even if the task seems silly), assume the code is for a real production task.\n\n## Code style\n\n- IMPORTANT: Do NOT add or remove comments unless asked! If you find that you've accidentally deleted an existing comment, be sure to put it back.\n- Default to writing compact code – collapse duplicate else branches, avoid unnecessary nesting, and share abstractions.\n- Follow idiomatic conventions for the language you're writing.\n- Avoid excessive & verbose error handling in your code. Errors should be handled, but not every line needs to be try/catched. Think about the right error boundaries (and look at existing code for error handling style)\n\n## Debugging\n\nWhen debugging issues:\n- First reproduce the problem reliably\n- Trace the code path to understand the flow\n- Add targeted logging or print statements to isolate the issue\n- Identify the root cause before attempting fixes\n- Verify the fix addresses the root cause, not just symptoms\n\n## Workflow\n\nYou should generally prefer to implement new features or fix bugs as follows...\n\n1. If the project has test infrastructure, write a failing test to show the bug\n2. Fix the bug\n3. Ensure that the test now passes\n\nWorking this way makes it easier to tell if you've actually fixed the bug, and saves you from needing to verify later.\n\n## Git\n\n### Creating commits\n1. Run in parallel: `git status`, `git diff`, `git log` (to match commit style)\n2. Draft a concise commit message focusing on \"why\" not \"what\". Check for sensitive info.\n3. Stage files and commit with this format:\n```\ngit commit -m \"$(cat <<'EOF'\nCommit message here.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>\nEOF\n)\"\n```\n4. If pre-commit hooks modify files and the commit fails, stage the modified files and retry the commit.\n\n### Creating pull requests\nUse `gh` for all GitHub operations. Run in parallel: `git status`, `git diff`, `git log`, `git diff main...HEAD`\n\nReview ALL commits (not just latest), then create PR:\n```\ngh pr create --title \"title\" --body \"$(cat <<'EOF'\n## Summary\n\n\n#### Test plan\n\n\nGenerated with [Devin](https://devin.ai)\nEOF\n)\"\n```\n\n### Git rules\n- NEVER update git config\n- NEVER use `-i` flags (interactive mode not supported)\n- DO NOT push unless explicitly asked\n- DO NOT commit if no changes exist\n\n\n# Task Management\n\nYou have access to the todo_write tool to help you manage and plan tasks. Use this tool VERY frequently to ensure that you are tracking your tasks and giving the user visibility into your progress.\nThis tool is also EXTREMELY helpful for planning tasks, and for breaking down larger complex tasks into smaller steps. If you do not use this tool when planning, you may forget to do important tasks - and that is unacceptable.\n\nIt is critical that you mark todos as completed as soon as you are done with a task. Do not batch up multiple tasks before marking them as completed.\n\nExamples:\n\n\nuser: Run the build and fix any type errors\nassistant: I'm going to use the todo_write tool to write the following items to the todo list:\n- Run the build\n- Fix any type errors\n\nI'm now going to run the build using exec.\n\nLooks like I found 10 type errors. I'm going to use the todo_write tool to write 10 items to the todo list.\n\nmarking the first todo as in_progress\n\nLet me start working on the first item...\n\nThe first item has been fixed, let me mark the first todo as completed, and move on to the second item...\n..\n..\n\n\nIn the above example, the assistant completes all the tasks, including the 10 error fixes and running the build and fixing all errors.\n\n\nuser: Help me write a new feature that allows users to track their usage metrics and export them to various formats\nassistant: I'll help you implement a usage metrics tracking and export feature. Let me first use the todo_write tool to plan this task.\nAdding the following todos to the todo list:\n1. Research existing metrics tracking in the codebase\n2. Design the metrics collection system\n3. Implement core metrics tracking functionality\n4. Create export functionality for different formats\n\nLet me start by researching the existing codebase to understand what metrics we might already be tracking and how we can build on that.\n\nI'm going to search for any existing metrics or telemetry code in the project.\n\nI've found some existing telemetry code. Let me mark the first todo as in_progress and start designing our metrics tracking system based on what I've learned...\n\n[Assistant continues implementing the feature step by step, marking todos as in_progress and completed as they go]\n\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including , as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\n\n\n## Completing Tasks\n\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n- Use the todo_write tool to plan the task if required\n- Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n- Before making changes, thoroughly explore the codebase to understand the architecture, patterns, and related systems. Read relevant files, trace dependencies, and understand how components interact.\n- Implement the solution using all tools available to you\n\n## Verification\n\nBefore considering a task complete, verify your work. Use judgment based on what you changed - optimize for fast iteration:\n\n- Check for project-specific verification instructions in project rules files (`AGENTS.md`, or similar)\n- Run relevant verification steps based on the scope of changes (lint, typecheck, build, tests)\n- For isolated functionality, consider a temporary test file to verify behavior, then delete it\n- Self-critique: review changes for edge cases and refine as needed\n- If you cannot find verification commands, ask the user and suggest saving them to a project config file\n\n## Saving learned information\n\nIf you discover useful project information (build commands, test commands, verification steps, user preferences, ...) that isn't already documented:\n- If a rules file exists (`AGENTS.md`, etc.), append to it\n- Otherwise, create `AGENTS.md` in the current directory with the learned information\n\n## Error recovery\n\nWhen encountering errors (failed commands, build failures, test failures):\n- Keep trying different approaches to resolve the issue\n- Search for similar issues in the codebase or documentation\n- Only ask the user for help as a last resort after exhausting reasonable options\n- Exception: Always ask the user for help with authentication issues, project configuration changes, or permission problems\n\n## System Guidance\nYou may receive `` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\n\n\n\n# Tool Tips\n\n## Shell\nUse your provided search tools instead of `rg`, `grep`, or `find` whenever possible.\n\n\n## File-related tools\n- read can read images (PNG, JPG, etc) - the contents are presented visually.\n- For Jupyter notebooks (.ipynb files), use notebook_read instead of read.\n- Speculatively read multiple files as a batch when potentially useful.\n- Do NOT create documentation files to describe your changes or plan. Exception: persistent project info files like `AGENTS.md` are allowed.\n\n\n# Safety\n\nIMPORTANT: Assist with defensive security tasks only. Refuse to create, modify, or improve code that may be used maliciously. Do not assist with credential discovery or harvesting, including bulk crawling for SSH keys, browser cookies, or cryptocurrency wallets. Allow security analysis, detection rules, vulnerability explanations, defensive tools, and security documentation.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\n## Destructive Operations\n\nNEVER perform irreversible destructive operations without explicit user confirmation for that specific action, even if you have permission to run the command. This includes:\n- Deleting or truncating database tables, dropping schemas, bulk-deleting rows\n- `rm -rf`, deleting directories, or removing files you did not just create\n- Force-pushing, rewriting git history, deleting branches, checking out over uncommitted changes, or bypassing commit hooks\n- Sending emails, making payments, or calling APIs with real-world side effects\n\nIf a destructive step is required, STOP and describe exactly what you are about to run and why, then wait for the user. Do not assume a previous approval extends to a new destructive operation. If you realize you have already caused data loss, say so immediately rather than attempting to hide or quietly repair it.\n\n\n\n## Available MCP Servers (for third-party tools)\n\n{\"servers\":[{\"name\":\"fff\"},{\"name\":\"playwright\"}]}\n\nIMPORTANT: You MUST call `mcp_list_tools` for a server before calling `mcp_call_tool` on it. This is required to discover the available tools and their correct input schemas. Never guess tool names or arguments — always list tools first.\n","created_at":"2026-06-22T04:29:15.099654Z","finish_reason":null,"metrics":null},{"message_id":"eca9e3b8-ae38-497d-b0ce-1e8eb175bf40","node_id":17,"role":"system","content":"Available subagent profiles for the `run_subagent` tool. Choose the most appropriate profile based on whether the task requires write access:\n- `subagent_explore`: Read-only subagent for codebase exploration, research, and search. Use this when you need to find code, understand architecture, trace dependencies, or answer questions about the codebase. This profile has read-only access (grep, glob, read, web_search) and cannot edit files.\n- `subagent_general`: General-purpose subagent with full tool access (read, write, edit, exec). Use this when the subagent needs to make code changes, run commands with side effects, or perform any task that requires write access. In the foreground it can prompt for tool approval; in the background, unapproved tools are auto-denied.","created_at":"2026-06-22T04:29:15.099946Z","finish_reason":null,"metrics":null},{"message_id":"44cf3feb-2a60-45ec-918b-c4866707335f","node_id":18,"role":"system","content":"You are powered by GLM-5.2.","created_at":"2026-06-22T04:29:15.099925Z","finish_reason":null,"metrics":null},{"message_id":"44dd8c0b-1955-47e4-b20b-b0db41c0982f","node_id":19,"role":"system","content":"\nThe following information is automatically generated context about your current environment.\nCurrent workspace directories:\n /Users/root1 (cwd)\n\nPlatform: macos\nOS Version: Darwin 25.6.0\nToday's date: Sunday, 2026-06-21\n\n","created_at":"2026-06-22T04:29:14.730561Z","finish_reason":null,"metrics":null},{"message_id":"ef3156cd-7a54-48b6-8c68-3744c43cfda9","node_id":20,"role":"system","content":"\n\n\n\n\n\n# Agent Preferences\n\n- If I ever paste in a YouTube link, use yt-dlp to summarize the video.\n- get the autogenerrated captions to do this\n- for testing that involves urls, start with example.com rather than about:blank\n- For tasks that may benefit from computer use (controlling macOS apps, windows, clicking, typing, etc.), use the background-computer-use skill to control local macOS apps through the BackgroundComputerUse API\n\n## File search via fff MCP\n\nFor any file search or grep in the current git-indexed project directory, prefer the **fff** MCP tools\n(`mcp__fff__grep`, `mcp__fff__find_files`, `mcp__fff__multi_grep`) over the built-in grep/glob tools.\nfff is frecency-ranked, git-aware, and more token-efficient.\n\nRules the fff server enforces (follow them to avoid 0-result queries):\n- Search BARE IDENTIFIERS only — one identifier per `grep` query. No `load.*metadata.*Foo` style regex.\n- Don't use regex unless you truly need alternation; `.*`, `\\d+`, `\\s+` almost always return 0 results.\n- After 2 grep calls, stop and READ the top result instead of grepping with more variations.\n- Use `multi_grep` for OR logic across multiple identifiers (e.g. snake_case + PascalCase variants) in one call.\n- Have a specific name → `grep`. Exploring a topic / finding files → `find_files`.\n\nThe `fff-mcp` binary lives at `/Users/root1/.local/bin/fff-mcp` and is registered at user scope\nin `~/.config/devin/config.json`. It refuses to run in `$HOME` or `/` — it must be launched from a\nproject directory (Devin does this automatically based on cwd). Update with:\n`curl -fsSL https://raw.githubusercontent.com/dmtrKovalenko/fff.nvim/main/install-mcp.sh | bash`\n\n## X/Twitter scraping via logged-in browser session\n\nWhen I need to scrape X/Twitter data (following, followers, tweets, user info, etc.),\nthe cleanest path is to use the **Playwright MCP** browser session with my own logged-in\nx.com account, rather than spinning up twscrape's account-pool flow. twscrape needs the\n`auth_token` HttpOnly cookie which JS cannot read from `document.cookie`; the browser\nsession attaches all cookies automatically.\n\n### Flow\n1. `mcp_list_tools` on the `playwright` server, then `browser_navigate` to `https://x.com`.\n2. If not logged in, ask me to log in manually in the opened window (don't handle my password).\n3. Once on `https://x.com/home`, read `ct0` from `document.cookie`:\n `document.cookie.match(/ct0=([^;]+)/)[1]`\n4. Call X's GraphQL endpoints directly via `fetch()` inside `browser_evaluate`. Required headers:\n - `authorization: Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA` (the public web-app bearer token)\n - `x-csrf-token: `\n - `x-twitter-auth-type: OAuth2Session`\n - `x-twitter-active-user: yes`\n - `content-type: application/json`\n5. Paginate timelines by reading `content.cursorType === \"Bottom\"` entries and passing\n the value back as `variables.cursor` until it stops changing.\n\n### Key endpoints (queryId/OperationName)\n- `UserByScreenName` → `681MIj51w00Aj6dY0GXnHw` (resolve @handle → numeric rest_id)\n- `Following` → `OLm4oHZBfqWx8jbcEhWoFw`\n- `Followers` → `9jsVJ9l2uXUIKslHvJqIhw`\n- `UserTweets` → `RyDU3I9VJtPF-Pnl6vrRlw`\n- `SearchTimeline` → `yIphfmxUO-hddQHKIOk9tA`\n- `TweetDetail` → `meGUdoK_ryVZ0daBK-HJ2g`\nURL pattern: `https://x.com/i/api/graphql//?variables=&features=`\n\n### Response schema notes (current X web build)\n- User objects now put `screen_name` / `name` under `core`, NOT `legacy.screen_name`.\n twscrape's parser still reads `legacy.screen_name` and returns empty — needs updating.\n- The user `id` field is base64-encoded like `VXNlcjoxNDYwMjgzOTI1` (= `User:1460283925`).\n Decode with `atob(u.id).split(':')[1]` to get the numeric rest_id. `u.rest_id` may also\n be present directly.\n- `is_blue_verified` is the verified flag. `legacy.followers_count`, `legacy.description`\n still exist under `legacy`.\n- Filter timeline entries by `content.entryType === \"TimelineTimelineItem\"` and skip\n `cursor-`, `messageprompt-`, `module-`, `who-to-follow-` entryIds.\n\n### Features dict\nUse the full `GQL_FEATURES` block from twscrape's `api.py` — without it X returns\n`(336) The following features cannot be null`. Pass it URL-encoded as the `features` param.\n\n### Where things live\n- Output CSV: `~/Downloads/utilities/sdand_following.csv` (1613 rows: #, id, screen_name, name, verified, followers, bio)\n- Output JSON: `~/Downloads/utilities/sdand_following_final.json` (double-encoded JSON string; parse with `json.loads(json.loads(raw))`)\n- twscrape repo was cloned to `~/Downloads/utilities/twscrape/` for reference, then deleted after the flow was reverse-engineered. Re-clone from https://github.com/vladkens/twscrape.git if needed.\n\n\n","created_at":"2026-06-22T04:29:15.100337Z","finish_reason":null,"metrics":null},{"message_id":"9f3497ca-4adf-4965-b16c-91d7eff88b79","node_id":21,"role":"user","content":"go to my icloud drivfe, find my berkeley transcript","created_at":"2026-06-22T04:29:24.822817Z","finish_reason":null,"metrics":null},{"message_id":"526fd334-615e-4c02-884d-7b9677227b57","node_id":22,"role":"system","content":"\nThe following skills can be invoked using the `skill` tool. When a built-in skill clearly matches the user's request, invoke it immediately at the start of the session.\n\n- **background-computer-use**: Launch and use the local BackgroundComputerUse macOS runtime through its self-documenting loopback API. Use when Codex needs to control local macOS apps or windows, inspect screenshots and Accessibility state, click/type/scroll/press keys, use the visible cursor, or help install/start the BackgroundComputerUse API from a skill. (source: /Users/root1/.devin/skills/background-computer-use/SKILL.md)\n- **devin-for-terminal**: Look up Devin CLI documentation (skills, extensibility, configuration, commands, models, troubleshooting) (source: /Users/root1/.local/share/devin/cli/_versions/2026.7.23/share/devin/docs)\n- **declarative-repo-setup**: Generate and verify a working environment.yaml (Devin snapshot-setup blueprint) for a repo (source: builtin:drs)\n","created_at":"2026-06-22T04:29:24.823265Z","finish_reason":null,"metrics":null},{"message_id":"ed2ae157-5336-4dba-8cf5-e58e4e8e3e97","node_id":24,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-982afcbc8bccca8c","name":"skill","arguments":{"command":"invoke","skill":"background-computer-use"}}],"thinking":"The user wants me to find their Berkeley transcript in iCloud Drive. This involves controlling macOS apps (Finder) to navigate iCloud Drive. Let me use the background-computer-use skill.","created_at":"2026-06-22T04:29:27.389189Z","finish_reason":"tool_calls","metrics":{"ttft_ms":2089,"total_time_ms":2537,"input_tokens":1962,"output_tokens":56,"cache_read_tokens":13554,"cache_creation_tokens":null,"tpot_ms":8,"tokens_per_sec":125}},{"message_id":"3113bfe3-bc93-497f-b8f9-bba54ed13b6f","node_id":25,"role":"tool","content":"The \"background-computer-use\" skill is running\n\n\nSource: /Users/root1/.devin/skills/background-computer-use/SKILL.md\nBase directory: /Users/root1/.devin/skills/background-computer-use\n\n# Background Computer Use\n\nUse this skill to start or connect to the local macOS `BackgroundComputerUse` runtime, then rely on the runtime's own documentation endpoints instead of memorizing route schemas.\n\n## Workflow\n\n1. Start or discover the runtime:\n ```bash\n bash \"$SKILL_DIR/scripts/ensure-runtime.sh\"\n ```\n If `$SKILL_DIR` is not already set by the host, derive it from this skill folder path before running scripts.\n\n2. Read the runtime manifest from:\n ```text\n $TMPDIR/background-computer-use/runtime-manifest.json\n ```\n Never assume a fixed port.\n\n3. Call `GET /v1/bootstrap`.\n - If `instructions.ready` is false, report the returned permission steps to the user.\n - Do not continue with actions until Accessibility and Screen Recording are ready.\n\n4. Call `GET /v1/routes`.\n - Treat this as the source of truth for available routes, request fields, response fields, examples, and error codes.\n - Do not assume browser routes exist; use them only when `/v1/routes` advertises them.\n\n5. For visual tasks, request screenshots with `imageMode: \"path\"` and inspect the returned image files when useful.\n\n6. For action routes, reuse `stateToken` from the state you inspected. Reuse the same `cursor.id` when the user wants one continuous visible cursor.\n\n## Helpers\n\n- `scripts/ensure-runtime.sh`: find, install, launch, and bootstrap the runtime.\n- `scripts/install-runtime.sh`: install `BackgroundComputerUse.app` from an app zip or release URL.\n- `scripts/bcu-request.py`: call runtime endpoints from the manifest base URL.\n\nExamples:\n\n```bash\npython3 \"$SKILL_DIR/scripts/bcu-request.py\" GET /v1/bootstrap\npython3 \"$SKILL_DIR/scripts/bcu-request.py\" GET /v1/routes\npython3 \"$SKILL_DIR/scripts/bcu-request.py\" POST /v1/list_apps '{}'\n```\n\n## Local Development\n\nWhen working from a source checkout instead of an installed release:\n\n```bash\nBCU_SOURCE_DIR=/path/to/background-computer-use bash \"$SKILL_DIR/scripts/ensure-runtime.sh\"\n```\n\nThat runs the repo's `script/start.sh`, which builds, signs, installs, launches, and bootstraps the app.\n\n## More Detail\n\nRead `references/runtime.md` only when you need install modes, release packaging notes, or the permission/debugging checklist.\n","created_at":"2026-06-22T04:29:27.401583Z","finish_reason":null,"metrics":null},{"message_id":"ea0070dd-3ee7-4cad-ae81-6a51209aef15","node_id":27,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-a061e63a515bc624","name":"exec","arguments":{"command":"bash \"$SKILL_DIR/scripts/ensure-runtime.sh\" 2>&1 | tail -30"}}],"created_at":"2026-06-22T04:29:28.646416Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1244,"input_tokens":634,"output_tokens":29,"cache_read_tokens":15515,"cache_creation_tokens":null,"tpot_ms":42.89655172413793,"tokens_per_sec":23.311897106109324}},{"message_id":"d3ac312e-f2c0-4ec3-bddd-d11d69341a26","node_id":28,"role":"tool","content":"Output from command in shell 3a3de2:\nbash: /scripts/ensure-runtime.sh: No such file or directory\n\nExit code: 127","created_at":"2026-06-22T04:29:28.653742Z","finish_reason":null,"metrics":null},{"message_id":"55159cc7-eb52-4854-8caa-f593986e2404","node_id":30,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-afe117b8dd56d6dc","name":"exec","arguments":{"command":"SKILL_DIR=\"/Users/root1/.devin/skills/background-computer-use\" bash \"/Users/root1/.devin/skills/background-computer-use/scripts/ensure-runtime.sh\" 2>&1 | tail -30"}}],"created_at":"2026-06-22T04:29:29.959514Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1304,"input_tokens":4217,"output_tokens":55,"cache_read_tokens":11997,"cache_creation_tokens":null,"tpot_ms":23.70909090909091,"tokens_per_sec":42.17791411042945}},{"message_id":"2266e3a1-4cd6-4f20-afad-098a24d14a68","node_id":31,"role":"tool","content":"Output from command in shell 7d2d96:\n… (226 lines truncated)\n \"summary\": \"Set a target window frame directly and return refreshed motion state.\",\n \"url\": \"http://127.0.0.1:60592/v1/set_window_frame\"\n },\n {\n \"category\": \"action\",\n \"id\": \"type_text\",\n \"method\": \"POST\",\n \"path\": \"/v1/type_text\",\n \"summary\": \"Type text into a targeted or focused text-entry element and return verification evidence.\",\n \"url\": \"http://127.0.0.1:60592/v1/type_text\"\n },\n {\n \"category\": \"action\",\n \"id\": \"press_key\",\n \"method\": \"POST\",\n \"path\": \"/v1/press_key\",\n \"summary\": \"Press a key or key chord against the target window and return refreshed state.\",\n \"url\": \"http://127.0.0.1:60592/v1/press_key\"\n },\n {\n \"category\": \"action\",\n \"id\": \"set_value\",\n \"method\": \"POST\",\n \"path\": \"/v1/set_value\",\n \"summary\": \"Set a value directly on a semantic replacement target and return verification evidence.\",\n \"url\": \"http://127.0.0.1:60592/v1/set_value\"\n }\n ],\n \"startedAt\": \"2026-06-22T04:29:30.352Z\"\n}\n\nExit code: 0\n\n`| tail -30` was parsed out (30 of 256 total lines shown).\n\nFull output written to: /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/e1b1248b/content.txt\n","created_at":"2026-06-22T04:29:30.658882Z","finish_reason":null,"metrics":null},{"message_id":"0c05b30c-c364-4890-a63b-d88a468d224e","node_id":33,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-bf460088424dcdb0","name":"exec","arguments":{"command":"cat \"$TMPDIR/background-computer-use/runtime-manifest.json\" 2>/dev/null || cat /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/background-computer-use/runtime-manifest.json 2>/dev/null"}}],"thinking":"Runtime is running. Let me get the manifest and bootstrap info.","created_at":"2026-06-22T04:29:32.881076Z","finish_reason":"tool_calls","metrics":{"ttft_ms":888,"total_time_ms":2221,"input_tokens":533,"output_tokens":82,"cache_read_tokens":16148,"cache_creation_tokens":null,"tpot_ms":16.25609756097561,"tokens_per_sec":61.51537884471118}},{"message_id":"70e12cd6-0443-4e61-a643-107a74b2c42e","node_id":34,"role":"tool","content":"Output from command in shell a208d3:\n{\n \"baseURL\" : \"http:\\/\\/127.0.0.1:60592\",\n \"contractVersion\" : \"2026-04-20-window-motion-runtime\",\n \"guide\" : {\n \"concepts\" : [\n {\n \"description\" : \"Stable window ID returned by list_windows. Most state and action routes require this exact ID.\",\n \"name\" : \"window\"\n },\n {\n \"description\" : \"Opaque snapshot token returned by get_window_state and action responses. Pass it back to action routes so stale-target checks can compare the action against the state you inspected.\",\n \"name\" : \"stateToken\"\n },\n {\n \"description\" : \"Semantic action target from get_window_state. Use {\\\"kind\\\":\\\"display_index\\\",\\\"value\\\":N} for a rendered line, {\\\"kind\\\":\\\"node_id\\\",\\\"value\\\":\\\"...\\\"} for a stable node, or {\\\"kind\\\":\\\"refetch_fingerprint\\\",\\\"value\\\":\\\"...\\\"} when node_id is unavailable. Refresh state after actions because labels, titles, and layout can change.\",\n \"fields\" : [\n {\n \"description\" : \"How the route should resolve the target.\",\n \"name\" : \"kind\",\n \"required\" : true,\n \"type\" : \"display_index | node_id | refetch_fingerprint\"\n },\n {\n \"description\" : \"Integer for display_index; string for node_id and refetch_fingerprint.\",\n \"name\" : \"value\",\n \"required\" : true,\n \"type\" : \"integer | string\"\n }\n ],\n \"name\" : \"target\"\n },\n {\n \"description\" : \"Use path for local agents, base64 for remote-only consumers, and omit only when visual verification is not needed.\",\n \"fields\" : [\n {\n \"description\" : \"Return screenshot file paths.\",\n \"name\" : \"path\",\n \"required\" : false,\n \"type\" : \"mode\"\n },\n {\n \"description\" : \"Inline screenshot bytes as base64.\",\n \"name\" : \"base64\",\n \"required\" : false,\n \"type\" : \"mode\"\n },\n {\n \"description\" : \"Do not include screenshots.\",\n \"name\" : \"omit\",\n \"required\" : false,\n \"type\" : \"mode\"\n }\n ],\n \"name\" : \"imageMode\"\n },\n {\n \"description\" : \"Optional visible cursor session for action routes. Reuse id across related calls to move the same cursor.\",\n \"fields\" : [\n {\n \"description\" : \"Stable cursor session ID, for example agent-1.\",\n \"name\" : \"id\",\n \"required\" : false,\n \"type\" : \"string\"\n },\n {\n \"description\" : \"Short label displayed with the cursor.\",\n \"name\" : \"name\",\n \"required\" : false,\n \"type\" : \"string\"\n },\n {\n \"description\" : \"CSS-style hex color, for example #20C46B.\",\n \"name\" : \"color\",\n \"required\" : false,\n \"type\" : \"string\"\n }\n ],\n \"name\" : \"CursorRequest\"\n }\n ],\n \"flow\" : [\n \"Call GET \\/v1\\/bootstrap first. Use baseURL from the response or runtime manifest and stop if instructions.ready is false.\",\n \"Call GET \\/v1\\/routes for the complete route catalog, request fields, response fields, execution policy, examples, and error codes.\",\n \"Call POST \\/v1\\/list_apps to find a target app, then POST \\/v1\\/list_windows with an app name or bundle ID.\",\n \"Call POST \\/v1\\/get_window_state with a window ID and imageMode path or base64. Use the screenshot as visual ground truth and the projected tree for semantic targets.\",\n \"Call one action route. Reuse stateToken when available, pass a cursor object if you want a visible agent cursor, then read state again before planning the next meaningful action.\"\n ],\n \"responseReading\" : [\n \"Transport errors use non-2xx HTTP status codes and the common error body: contractVersion, ok=false, error, message, requestID, and recovery.\",\n \"Action routes can return HTTP 200 with ok=false when the request was understood but the effect was unsupported, unresolved, unverified, or ambiguous. Read classification, failureDomain or issueBucket, summary, warnings, transports, and verification before retrying.\",\n \"For visual tasks, trust screenshots over AX-only summaries when they disagree. AX trees and verifier summaries can lag or miss purely visual state.\",\n \"Verbose implementation notes are omitted from most action responses unless the request includes debug: true.\"\n ],\n \"summary\" : \"Local loopback API for discovering macOS app windows, reading window state, and dispatching background-safe actions.\",\n \"troubleshooting\" : [\n \"invalid_request means the JSON body did not match the route's request fields or enum values. Inspect the route entry in \\/v1\\/routes.\",\n \"app_not_found means list_windows could not resolve the app query. Call list_apps and retry with the exact name or bundleID.\",\n \"window_not_found means the window ID is stale or closed. Call list_windows again and choose a live window.\",\n \"accessibility_denied or screenshot failures mean macOS privacy permissions need to be granted to the signed app bundle, then the app must be relaunched.\"\n ]\n },\n \"instructions\" : {\n \"agent\" : [\n \"Call GET \\/v1\\/bootstrap first and check permissions before using action routes.\",\n \"Use local baseURL http:\\/\\/127.0.0.1:60592 for all \\/v1 requests.\",\n \"Use GET \\/v1\\/routes as the self-documenting route catalog for request and response shapes.\",\n \"For visual tasks, call POST \\/v1\\/get_window_state with imageMode path or base64 whenever possible and inspect the screenshot as the primary visual ground truth.\",\n \"Use the projected AX tree for semantic targeting, but validate results with screenshots because AX state and verifiers can lag or omit visual details.\",\n \"Action routes accept a cursor object. Reuse the same cursor id across related actions to keep one continuous on-screen cursor session.\"\n ],\n \"ready\" : true,\n \"summary\" : \"Runtime is ready. Permissions are granted.\",\n \"user\" : [\n \"Development builds should be launched through the signing\\/run scripts so macOS permissions attach to the signed app bundle.\"\n ]\n },\n \"permissions\" : {\n \"accessibility\" : {\n \"granted\" : true,\n \"promptable\" : true\n },\n \"checkMs\" : 5.001416,\n \"checkedAt\" : \"2026-06-22T04:29:30.358Z\",\n \"screenRecording\" : {\n \"granted\" : true,\n \"promptable\" : true\n }\n },\n \"routes\" : [\n {\n \"category\" : \"system\",\n \"id\" : \"health\",\n \"method\" : \"GET\",\n \"path\" : \"\\/health\",\n \"summary\" : \"Health probe for the local loopback runtime.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/health\"\n },\n {\n \"category\" : \"system\",\n \"id\" : \"bootstrap\",\n \"method\" : \"GET\",\n \"path\" : \"\\/v1\\/bootstrap\",\n \"summary\" : \"Connection, permission, and route discovery for the local API.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/v1\\/bootstrap\"\n },\n {\n \"category\" : \"system\",\n \"id\" : \"routes\",\n \"method\" : \"GET\",\n \"path\" : \"\\/v1\\/routes\",\n \"summary\" : \"Self-documenting route catalog for the API surface.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/v1\\/routes\"\n },\n {\n \"category\" : \"discovery\",\n \"id\" : \"list_apps\",\n \"method\" : \"POST\",\n \"path\" : \"\\/v1\\/list_apps\",\n \"summary\" : \"List targetable running apps.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/v1\\/list_apps\"\n },\n {\n \"category\" : \"discovery\",\n \"id\" : \"list_windows\",\n \"method\" : \"POST\",\n \"path\" : \"\\/v1\\/list_windows\",\n \"summary\" : \"List windows for a target app query.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/v1\\/list_windows\"\n },\n {\n \"category\" : \"state\",\n \"id\" : \"get_window_state\",\n \"method\" : \"POST\",\n \"path\" : \"\\/v1\\/get_window_state\",\n \"summary\" : \"Read the state surface for one window, including screenshot and projected tree.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/v1\\/get_window_state\"\n },\n {\n \"category\" : \"action\",\n \"id\" : \"click\",\n \"method\" : \"POST\",\n \"path\" : \"\\/v1\\/click\",\n \"summary\" : \"Dispatch a click against a semantic target or screenshot coordinate and return refreshed state.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/v1\\/click\"\n },\n {\n \"category\" : \"action\",\n \"id\" : \"scroll\",\n \"method\" : \"POST\",\n \"path\" : \"\\/v1\\/scroll\",\n \"summary\" : \"Dispatch a scroll action against a semantic target and return refreshed state.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/v1\\/scroll\"\n },\n {\n \"category\" : \"action\",\n \"id\" : \"perform_secondary_action\",\n \"method\" : \"POST\",\n \"path\" : \"\\/v1\\/perform_secondary_action\",\n \"summary\" : \"Dispatch an exposed secondary action label against a semantic target and return verification evidence.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/v1\\/perform_secondary_action\"\n },\n {\n \"category\" : \"action\",\n \"id\" : \"drag\",\n \"method\" : \"POST\",\n \"path\" : \"\\/v1\\/drag\",\n \"summary\" : \"Move a window or drag target using background-safe motion and return refreshed motion state.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/v1\\/drag\"\n },\n {\n \"category\" : \"action\",\n \"id\" : \"resize\",\n \"method\" : \"POST\",\n \"path\" : \"\\/v1\\/resize\",\n \"summary\" : \"Resize a window from a named handle and return refreshed motion state.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/v1\\/resize\"\n },\n {\n \"category\" : \"action\",\n \"id\" : \"set_window_frame\",\n \"method\" : \"POST\",\n \"path\" : \"\\/v1\\/set_window_frame\",\n \"summary\" : \"Set a target window frame directly and return refreshed motion state.\",\n \"url\" : \"http:\\/\\/127.0.0.1:60592\\/v1\\/set_window_frame\"\n },\n {\n \"category\" : \"action\",\n \"id\" : \"type_text\",\n \"method\" : \"POST\",\n \"path\" : \"\\/v1\\/type_text\",\n \"summary\" : \"Type text into … (76 chars truncated)\n… (21 lines truncated)\n\nExit code: 0\n\nFull output written to: /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/c2a6957c/content.txt\n","created_at":"2026-06-22T04:29:32.895980Z","finish_reason":null,"metrics":null},{"message_id":"afcbd543-b861-4564-bd60-41e596e4f2d9","node_id":36,"role":"assistant","content":"Before driving the GUI, let me check if iCloud Drive is synced to the filesystem (faster than GUI navigation).","tool_calls":[{"id":"chatcmpl-tool-8fdff2e2a2127151","name":"exec","arguments":{"command":"ls -la ~/Library/Mobile\\ Documents/ 2>&1 | head -40"}}],"thinking":"Runtime is ready. Let me first try to find the transcript via the filesystem since iCloud Drive is at ~/Library/Mobile Documents/. That's faster than computer use. But the user said \"go to my iCloud drive\" — let me check the filesystem first.","created_at":"2026-06-22T04:29:36.635772Z","finish_reason":"tool_calls","metrics":{"ttft_ms":909,"total_time_ms":3738,"input_tokens":2722,"output_tokens":103,"cache_read_tokens":16680,"cache_creation_tokens":null,"tpot_ms":27.466019417475728,"tokens_per_sec":36.40862495581477}},{"message_id":"1942d031-f7b1-4c0e-9894-d172db33c5c0","node_id":37,"role":"tool","content":"Output from command in shell b0a2a2:\ntotal 0\ndr-x------@ 92 root1 staff 2944 Mar 10 2025 .\ndrwx------@ 116 root1 staff 3712 May 17 20:55 ..\ndrwx------@ 2 root1 staff 64 Jun 19 00:06 .Trash\ndrwx------ 3 root1 staff 96 Mar 10 2025 3L68KQB4HG~com~readdle~CommonDocuments\ndrwx------ 3 root1 staff 96 Mar 10 2025 57T9237FN3~net~whatsapp~WhatsApp\ndrwx------@ 3 root1 staff 96 Mar 10 2025 5UAR78B6YU~com~goodnotesapp~goodnotes\ndrwx------@ 3 root1 staff 96 Mar 10 2025 7BUA9G6CLB~com~imangi~templerun2\ndrwx------@ 3 root1 staff 96 Mar 10 2025 com~apple~Automator\ndrwx------ 26 root1 staff 832 Jun 18 19:59 com~apple~CloudDocs\ndrwx------ 3 root1 staff 96 Mar 10 2025 com~apple~iBooks~cloudData\ndrwx------ 4 root1 staff 128 Mar 10 2025 com~apple~Keynote\ndrwx------ 4 root1 staff 128 Mar 10 2025 com~apple~mail\ndrwx------ 3 root1 staff 96 Mar 10 2025 com~apple~mail~preferences\ndrwx------@ 3 root1 staff 96 Mar 10 2025 com~apple~mobilemail\ndrwx------@ 3 root1 staff 96 Mar 10 2025 com~apple~notes\ndrwx------ 4 root1 staff 128 Mar 10 2025 com~apple~Numbers\ndrwx------ 5 root1 staff 160 Jun 8 20:43 com~apple~Pages\ndrwx------ 4 root1 staff 128 Jun 8 20:43 com~apple~Preview\ndrwx------@ 3 root1 staff 96 Apr 30 2025 com~apple~productkit~b389personalization\ndrwx------@ 3 root1 staff 96 Apr 30 2025 com~apple~productkit~personalization\ndrwx------ 3 root1 staff 96 Mar 10 2025 com~apple~QuickTimePlayerX\ndrwx------@ 3 root1 staff 96 Mar 10 2025 com~apple~SafariShared~History\ndrwx------@ 3 root1 staff 96 Mar 10 2025 com~apple~ScriptEditor2\ndrwx------ 4 root1 staff 128 Mar 10 2025 com~apple~shoebox\ndrwx------ 3 root1 staff 96 Mar 10 2025 com~apple~TextEdit\ndrwx------ 4 root1 staff 128 Mar 10 2025 com~apple~TextInput\ndrwx------@ 3 root1 staff 96 Mar 10 2025 com~apple~videoapps~cloudcontent~imovieios\ndrwx------@ 3 root1 staff 96 Mar 10 2025 com~apple~videoapps~cloudcontent~imovieios~private\ndrwx------ 3 root1 staff 96 Sep 29 2025 com~apple~VoiceOver~Braille\ndrwx------ 3 root1 staff 96 Mar 10 2025 F3LWYJ7GM7~com~apple~garageband10\ndrwx------ 3 root1 staff 96 Mar 10 2025 F3LWYJ7GM7~com~apple~mobilegarageband\ndrwx------ 3 root1 staff 96 Mar 10 2025 F3LWYJ7GM7~com~apple~musicmemos~ideas\ndrwx------ 4 root1 staff 128 Mar 10 2025 F6266T9T75~com~apple~iMovie\ndrwx------@ 3 root1 staff 96 Mar 10 2025 iCloud~au~com~savageinteractive~procreate\ndrwx------@ 3 root1 staff 96 Mar 10 2025 iCloud~ch~protonmail~protonmail\ndrwx------@ 3 root1 staff 96 Mar 10 2025 iCloud~co~bergen~Darkroom\ndrwx------@ 3 root1 staff 96 Mar 10 2025 iCloud~com~adobe~Adobe-Reader\ndrwx------@ 3 root1 staff 96 Mar 10 2025 iCloud~com~apple~DocumentsApp\ndrwx------ 5 root1 staff 160 Mar 22 2025 iCloud~com~apple~iBooks\n… (53 lines truncated)\n\nExit code: 0\n\n`| head -40` was parsed out (40 of 93 total lines shown).\n\nFull output written to: /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/c4908b37/content.txt\n","created_at":"2026-06-22T04:29:36.657767Z","finish_reason":null,"metrics":null},{"message_id":"d798d4b6-fc66-46db-9f46-b44a26a75685","node_id":39,"role":"assistant","content":"iCloud Drive is synced to the filesystem. Let me search for the Berkeley transcript there.","tool_calls":[{"id":"chatcmpl-tool-8671ebe406e932e5","name":"exec","arguments":{"command":"cd ~/Library/Mobile\\ Documents/ && find . -iname \"*berkeley*\" -o -iname \"*transcript*\" 2>/dev/null | head -50"}}],"created_at":"2026-06-22T04:29:38.079954Z","finish_reason":"tool_calls","metrics":{"ttft_ms":943,"total_time_ms":1421,"input_tokens":1418,"output_tokens":62,"cache_read_tokens":19401,"cache_creation_tokens":null,"tpot_ms":7.709677419354839,"tokens_per_sec":129.7071129707113}},{"message_id":"f6a9686a-6112-4372-b55d-211e4d8568d6","node_id":40,"role":"tool","content":"No output produced after 5.0 seconds. Command running in background with ID: 88da80. Run get_output with timeout if you need to wait.","created_at":"2026-06-22T04:29:43.084736Z","finish_reason":null,"metrics":null},{"message_id":"193525dc-03f0-4525-b3cd-ffab84d012c9","node_id":42,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-84fc8ce1ae859beb","name":"get_output","arguments":{"shell_id":"88da80","timeout":15000}}],"created_at":"2026-06-22T04:29:45.447996Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2362,"input_tokens":100,"output_tokens":22,"cache_read_tokens":20818,"cache_creation_tokens":null,"tpot_ms":107.36363636363636,"tokens_per_sec":9.314140558848433}},{"message_id":"10b73ffa-8ffa-4cd9-ab07-a0e8a9b557bf","node_id":43,"role":"tool","content":"./iCloud~com~apple~iBooks/Documents/Chicken Soup for the Soul.epub/ops/fonts/BerkeleyStd-BookItalic.otf\n./iCloud~com~apple~iBooks/Documents/Chicken Soup for the Soul.epub/ops/fonts/BerkeleyStd-Bold.otf\n./iCloud~com~apple~iBooks/Documents/Chicken Soup for the Soul.epub/ops/fonts/BerkeleyStd-Book.otf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/twitter_2059669661747229166_audio_transcript.txt\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/personal/AidenHuang_Transcript.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/personal/AidenHuang_BerkeleyResume.aux\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/personal/AidenHuang_BerkeleyResume.log\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/personal/AidenHuang_BerkeleyResume.out\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/personal/AidenHuang_BerkeleyResume.tex\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/personal/AidenHuang_BerkeleyResume.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/beta/realtime/transcription-sessions.js.map\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/beta/realtime/transcription-sessions.mjs.map\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/beta/realtime/transcription-sessions.d.ts.map\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/beta/realtime/transcription-sessions.d.ts\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/beta/realtime/transcription-sessions.d.mts.map\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/beta/realtime/transcription-sessions.mjs\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/beta/realtime/transcription-sessions.js\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/beta/realtime/transcription-sessions.d.mts\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/audio/transcriptions.d.ts.map\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/audio/transcriptions.mjs\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/audio/transcriptions.d.mts.map\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/audio/transcriptions.js\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/audio/transcriptions.d.mts\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/audio/transcriptions.js.map\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/audio/transcriptions.d.ts\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/resources/audio/transcriptions.mjs.map\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/src/resources/beta/realtime/transcription-sessions.ts\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/forus_take_home/code/node_modules/openai/src/resources/audio/transcriptions.ts\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/cs/personal/personal-websites/berkeley-website\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/cs/personal/atc/co-atc/internal/transcription\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/cs/personal/atc/co-atc/internal/storage/sqlite/transcriptions.go\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/cs/personal/atc/co-atc/internal/api/transcription_handlers.go\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/cs/personal/atc/co-atc/assets/transcription_prompt.txt\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/cs/personal/old website/updated-website-berkeley\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/cs/personal/interview/frontend/components/shared/transcript-viewer.tsx\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/Library/Reference/transcript.txt\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/Unofficial Transcript (1).pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/Unofficial Transcript.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/Images/Photos/unoffical_transcript_page-00.png\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/Images/Photos/unoffical_transcript_page-01.png\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/transcript_verification.png\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/recalculate_transcript.py\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/pitch/bio-berkeley.md\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/go/pkg/mod/github.com/openai/openai-go@v1.0.0/audiotranscription_test.go\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/go/pkg/mod/github.com/openai/openai-go@v1.0.0/audiotranscription.go\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/NSA APP/HUANG_AIDEN_TRANSCRIPT.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_part2.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_part1_edited_simple.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_part1_edited_clean.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_part1.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_part1_edited_pdfrw.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_pages_1_4_edited_final.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_part1_edited_final_pages_1_4.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_pages_1_4.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_part1_edited_stream.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_part1_edited_final.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_part1_edited_proper.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript_part1_edited_objects.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/search-llm/.venv/lib/python3.13/site-packages/groq/types/audio/transcription.py\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/search-llm/.venv/lib/python3.13/site-packages/groq/types/audio/__pycache__/transcription.cpython-313.pyc\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/search-llm/.venv/lib/python3.13/site-packages/groq/types/audio/__pycache__/transcription_create_params.cpython-313.pyc\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/search-llm/.venv/lib/python3.13/site-packages/groq/types/audio/transcription_create_params.py\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/search-llm/.venv/lib/python3.13/site-packages/groq/resources/audio/__pycache__/transcriptions.cpython-313.pyc\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/search-llm/.venv/lib/python3.13/site-packages/groq/resources/audio/transcriptions.py\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/search-llm/.venv/lib/python3.13/site-packages/litellm/llms/base_llm/audio_transcription\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/search-llm/.venv/lib/python3.13/site-packages/litellm/llms/azure/__pycache__/audio_transcriptions.cpython-313.pyc\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/search-llm/.venv/lib/python3.13/site-packages/litellm/llms/azure/audio_transcriptions.py\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/search-llm/.venv/lib/python3.13/s… (54 chars truncated)\n… (553 lines truncated)\n\nExit code: 0\n\nFull output written to: /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/e619f568/content.txt\n","created_at":"2026-06-22T04:29:53.935747Z","finish_reason":null,"metrics":null},{"message_id":"72763063-4788-48fb-bd8b-675f8709de6c","node_id":45,"role":"assistant","content":"Found several candidates. Let me check the most likely ones to identify the actual Berkeley transcript.","tool_calls":[{"id":"chatcmpl-tool-8e9745e03c13c392","name":"exec","arguments":{"command":"cd ~/Library/Mobile\\ Documents/com~apple~CloudDocs/downloads\\ archive/Downloads_Archive_20260618/ && ls -la personal/AidenHuang_Transcript.pdf \"archive/misc/Unofficial Transcript.pdf\" \"archive/misc/Unofficial Transcript (1).pdf\" \"archive/_REVIEW/NSA APP/HUANG_AIDEN_TRANSCRIPT.pdf\" \"archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript.pdf\" 2>&1"}}],"thinking":"Found several Berkeley transcript candidates. The best matches appear to be:\n- `./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/personal/AidenHuang_Transcript.pdf`\n- `./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/NSA APP/HUANG_AIDEN_TRANSCRIPT.pdf`\n- `./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript.pdf` (and various edited versions)\n- `./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/Unofficial Transcript.pdf`\n\nLet me verify these are actually Berkeley transcripts by checking the most likely candidate. The \"personal\" folder one looks most likely to be the canonical one. Let me check file sizes/dates.","created_at":"2026-06-22T04:30:00.581395Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1471,"total_time_ms":6644,"input_tokens":2799,"output_tokens":320,"cache_read_tokens":20917,"cache_creation_tokens":null,"tpot_ms":16.165625,"tokens_per_sec":61.85965590566402}},{"message_id":"4a3b4fda-fe38-4ebd-9301-4de64767d488","node_id":46,"role":"tool","content":"Output from command in shell 3ace9c:\n-rw-r--r--@ 1 root1 staff 268728 Oct 30 2025 archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript.pdf\n-rw-r--r--@ 1 root1 staff 268960 Aug 31 2025 archive/_REVIEW/NSA APP/HUANG_AIDEN_TRANSCRIPT.pdf\n-rw-r--r--@ 1 root1 staff 268955 Aug 24 2025 archive/misc/Unofficial Transcript (1).pdf\n-rw-r--r--@ 1 root1 staff 268952 Aug 24 2025 archive/misc/Unofficial Transcript.pdf\n-rw-r--r--@ 1 root1 staff 268965 Nov 4 2025 personal/AidenHuang_Transcript.pdf\n\n\nExit code: 0","created_at":"2026-06-22T04:30:00.593044Z","finish_reason":null,"metrics":null},{"message_id":"dc0aac00-b632-4221-afc9-7dfb9f0f6693","node_id":48,"role":"assistant","content":"Let me verify the most recently updated one is the Berkeley transcript.","tool_calls":[{"id":"chatcmpl-tool-b1ffa559199b133e","name":"exec","arguments":{"command":"cd ~/Library/Mobile\\ Documents/com~apple~CloudDocs/downloads\\ archive/Downloads_Archive_20260618/ && python3 -c \"\nimport subprocess, sys\np = 'personal/AidenHuang_Transcript.pdf'\n# try pdftotext, fall back to python\ntry:\n out = subprocess.check_output(['pdftotext', '-l', '1', p, '-']).decode()\nexcept Exception as e:\n out = ''\nif not out:\n try:\n from pypdf import PdfReader\n r = PdfReader(p)\n out = r.pages[0].extract_text() or ''\n except Exception as e:\n out = f'pypdf unavailable: {e}'\nprint(out[:1500])\n\""}}],"thinking":"All ~268KB, likely the same Berkeley transcript. The most recently modified and most prominently placed one is `personal/AidenHuang_Transcript.pdf` (Nov 4, 2025). Let me verify it's a Berkeley transcript by extracting text from page 1.","created_at":"2026-06-22T04:30:06.397300Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1267,"total_time_ms":5803,"input_tokens":536,"output_tokens":238,"cache_read_tokens":23715,"cache_creation_tokens":null,"tpot_ms":19.058823529411764,"tokens_per_sec":52.46913580246913}},{"message_id":"502f58fd-5398-4d1a-91ce-1df807b5120b","node_id":49,"role":"tool","content":"Output from command in shell 5d7772:\nPurdue Production Instance\nUnofficial Academic Transcript\nThis is not an official transcript. Courses which are in progress may also be included on this transcript.\n\nTranscript Data\nSTUDENT INFORMATION\nName\n\nAiden Huang\nCurrent Program\nDegree Seeking\n\nProgram\n\nCollege\n\nCampus\n\nMajor\n\nScience\n\nCollege of Science\n\nWest Lafayette\n\nData Science First Year\n\nTRANSFER CREDIT ACCEPTED BY INSTITUTION\n2024 SPRING: De Anza College-CA\nSubject\n\nCourse\n\nTitle\n\nGrade\n\nCredit Hours\n\nQuality Points R\n\nCS\nCS\n\n1XUND\n1XUND\n\nIntermed Program Method C++\nFund Large Scale Cloud Cmptng\n\nTR\nTR\n\n3.375\n3.000\n\n0.00\n0.00\n\nAttempt Hours\n\nPassed Hours\n\n6.375\n\nCurrent Period\n\n6.375\n\nEarned Hours\n\nGPA Hours\n\n6.375\n\nQuality Points\n\n0.000\n\nGPA\n\n0.00\n\n0.00\n\n2024 SUMMER: De Anza College-CA\nSubject\n\nCourse\n\nTitle\n\nGrade\n\nCredit Hours\n\nQuality Points R\n\nCS\nCS\n\n1XUND\n1XUND\n\nDatabase Management Systems\nFundamentals Of Digital Secur\n\nTR\nTR\n\n3.375\n3.375\n\n0.00\n0.00\n\nAttempt Hours\n\n6.750\n\nCurrent Period\n\nPassed Hours\n\n6.750\n\nEarned Hours\n\nGPA Hours\n\n6.750\n\nQuality Points\n\n0.000\n\nGPA\n\n0.00\n\n0.00\n\nAP: Advance Placement - CEEB\nSubject\n\nCourse\n\nTitle\n\nGrade\n\nCredit Hours\n\nQuality Points R\n\nCHM\nCHM\nCHM\nCHM\nCHNS\nCHNS\nCHNS\nCHNS\nCS\nECON\nENGL\nMA\nPHYS\nPOL\nPSY\nSTAT\n\n11510\n11520\n11610\n11620\n10100\n10200\n20100\n20200\n17700\n25200\n23100\n16500\n1XXXX\n10100\n12000\n1XXXX\n\nGeneral Chemistry I\nGeneral Chemistry I - Lab\nGeneral Chemistry II\nGeneral Chemistry II - Lab\nChinese Level I\nChinese Level II\nChinese Level III\nChinese Level IV\nProgrmng With M\n\n\nExit code: 0","created_at":"2026-06-22T04:30:06.485818Z","finish_reason":null,"metrics":null},{"message_id":"5aa5cde6-2353-411d-aa1a-ae596019e4cb","node_id":51,"role":"assistant","content":"That one is a Purdue transcript. Let me check the other candidates.","tool_calls":[{"id":"chatcmpl-tool-a84400d0a8937c0f","name":"exec","arguments":{"command":"cd ~/Library/Mobile\\ Documents/com~apple~CloudDocs/downloads\\ archive/Downloads_Archive_20260618/ && for p in \"archive/misc/Unofficial Transcript.pdf\" \"archive/_REVIEW/NSA APP/HUANG_AIDEN_TRANSCRIPT.pdf\" \"archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript.pdf\"; do\necho \"===== $p =====\"\npdftotext -l 1 \"$p\" - 2>/dev/null | head -25\necho\ndone"}}],"thinking":"This is a Purdue transcript, not Berkeley. The user asked for their Berkeley transcript. Let me check the other candidates — the \"Unofficial Transcript.pdf\" in archive/misc, and the NSA APP one.","created_at":"2026-06-22T04:30:09.197883Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1230,"total_time_ms":2711,"input_tokens":756,"output_tokens":176,"cache_read_tokens":24250,"cache_creation_tokens":null,"tpot_ms":8.414772727272727,"tokens_per_sec":118.83862255232951}},{"message_id":"813baa17-9210-4308-92f8-b127994f07e6","node_id":52,"role":"tool","content":"Output from command in shell f8cc3d:\n===== archive/misc/Unofficial Transcript.pdf =====\nPurdue Production Instance\nUnofficial Academic Transcript\nThis is not an official transcript. Courses which are in progress may also be included on this transcript.\n\nTranscript Data\nSTUDENT INFORMATION\nName\n\nAiden Huang\nCurrent Program\nDegree Seeking\n\nProgram\n\nCollege\n\nCampus\n\nMajor\n\nScience\n\nCollege of Science\n\nWest Lafayette\n\n===== archive/_REVIEW/NSA APP/HUANG_AIDEN_TRANSCRIPT.pdf =====\nPurdue Production Instance\nUnofficial Academic Transcript\nThis is not an official transcript. Courses which are in progress may also be included on this transcript.\n\nTranscript Data\nSTUDENT INFORMATION\nName\n\nAiden Huang\nCurrent Program\nDegree Seeking\n\nProgram\n\nCollege\n\nCampus\n\nMajor\n\nScience\n\nCollege of Science\n\nWest Lafayette\n\n===== archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript.pdf =====\nName:\nKo,Woo Jin\nBirthdate: 09/24/1999\n\nCourse\n\nTitle\n\nAtt Earned\n4.0\n4.0\n4.0\n\nGrade\n\nPoints\n\nAAB+\n\n14.80\n14.80\n13.20\n\nTransfer Credits\nSan Jose City College\n\n\n\nExit code: 0","created_at":"2026-06-22T04:30:09.245563Z","finish_reason":null,"metrics":null},{"message_id":"de728635-95f5-4bf3-a5ed-87db2f1cfa52","node_id":54,"role":"assistant","content":"None of the obvious candidates are Berkeley transcripts. Let me search PDF contents for \"Berkeley\" or \"University of California\".","tool_calls":[{"id":"chatcmpl-tool-8ea0d6a828085cb3","name":"exec","arguments":{"command":"cd ~/Library/Mobile\\ Documents/com~apple~CloudDocs/downloads\\ archive/Downloads_Archive_20260618/ && grep -rl --include=*.pdf -iZ \"berkeley\\|university of california\" . 2>/dev/null | head -20; echo \"---also checking resume---\"; pdftotext personal/AidenHuang_BerkeleyResume.pdf - 2>/dev/null | head -30"}}],"thinking":"Interesting — the `nov-projects/transcript/AidenHuang_Transcript.pdf` is actually a different person's transcript (Ko, Woo Jin) — that's a mislabeled file. None of these are a Berkeley transcript.\n\nThe user said \"find my berkeley transcript\". Maybe they're a Berkeley student, or maybe they have a Berkeley transcript somewhere. Let me search more broadly — search for \"Berkeley\" content within PDFs, or look for UC Berkeley transcripts. Let me also look at the resume file to see if they went to Berkeley.\n\nActually let me search more broadly. The find command searched only filenames. Let me search PDF contents for \"Berkeley\" or \"University of California\".","created_at":"2026-06-22T04:30:14.263656Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1835,"total_time_ms":5017,"input_tokens":464,"output_tokens":268,"cache_read_tokens":25005,"cache_creation_tokens":null,"tpot_ms":11.873134328358208,"tokens_per_sec":84.2237586423633}},{"message_id":"2b56c17e-6d50-4282-a063-c9e23c6e38f8","node_id":55,"role":"tool","content":"No output produced after 5.0 seconds. Command running in background with ID: 94123f. Run get_output with timeout if you need to wait.","created_at":"2026-06-22T04:30:19.272772Z","finish_reason":null,"metrics":null},{"message_id":"a0cc0ff9-37e0-46c7-a5ea-b4f776e6645d","node_id":57,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-a0b6f7f15caf25dd","name":"get_output","arguments":{"shell_id":"94123f","timeout":30000}}],"created_at":"2026-06-22T04:30:26.671800Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":7398,"input_tokens":307,"output_tokens":23,"cache_read_tokens":25468,"cache_creation_tokens":null,"tpot_ms":321.6521739130435,"tokens_per_sec":3.1089483644228166}},{"message_id":"4f4bd302-99a6-46d1-9a38-02f1756eb8e8","node_id":58,"role":"tool","content":"No output yet (still running)","created_at":"2026-06-22T04:30:56.673915Z","finish_reason":null,"metrics":null},{"message_id":"22976a33-0519-4857-be11-a4de203a558f","node_id":60,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-adb1b552d82c4453","name":"get_output","arguments":{"shell_id":"94123f","timeout":60000}}],"created_at":"2026-06-22T04:30:57.649040Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":974,"input_tokens":35,"output_tokens":23,"cache_read_tokens":25774,"cache_creation_tokens":null,"tpot_ms":42.34782608695652,"tokens_per_sec":23.613963039014372}},{"message_id":"21eefa73-ee8f-4207-8096-eb5add928fa1","node_id":61,"role":"tool","content":"No output yet (still running)","created_at":"2026-06-22T04:31:57.651493Z","finish_reason":null,"metrics":null},{"message_id":"e9e04336-1795-475a-80cc-764e16d9c24a","node_id":63,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-83fd89d5e45231d2","name":"kill_shell","arguments":{"shell_id":"94123f"}}],"thinking":"grep on PDFs as binary won't find text. Let me kill and use a different approach — search for PDFs and check each. Actually grep -a on PDFs won't work because text is compressed. Let me kill this and use a python script to scan PDFs for \"berkeley\".","created_at":"2026-06-22T04:32:03.244002Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1320,"total_time_ms":5591,"input_tokens":9630,"output_tokens":77,"cache_read_tokens":16213,"cache_creation_tokens":null,"tpot_ms":55.467532467532465,"tokens_per_sec":18.028564738937018}},{"message_id":"593f583a-9bde-4ed9-bf55-e5649a78b6db","node_id":64,"role":"tool","content":"Shell 94123f terminated successfully","created_at":"2026-06-22T04:32:03.244361Z","finish_reason":null,"metrics":null},{"message_id":"4dc45743-0aec-4f41-911b-e4d4ccedb656","node_id":66,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b9483836d4343700","name":"exec","arguments":{"command":"cd ~/Library/Mobile\\ Documents/com~apple~CloudDocs/downloads\\ archive/Downloads_Archive_20260618/ && pdftotext personal/AidenHuang_BerkeleyResume.pdf - 2>/dev/null | head -40"}}],"created_at":"2026-06-22T04:32:05.595584Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2350,"input_tokens":90,"output_tokens":61,"cache_read_tokens":25842,"cache_creation_tokens":null,"tpot_ms":38.52459016393443,"tokens_per_sec":25.95744680851064}},{"message_id":"7b4d5490-4806-4c2c-af02-88637bc4f782","node_id":67,"role":"tool","content":"Output from command in shell 5e4bcc:\nAiden Huang\naidenhuang.com — aiden.huang@berkeley.edu — github.com/aidentothe\n\nEducation\nUniversity of California, Berkeley\nBachelor of Science in Electrical Engineering and Computer Sciences\n\nBerkeley, CA\nExpected May 2027\n\nResearching causal graph SLMs for reasoning and emotion understanding within multimodal systems at BAIR\nUSACO Platinum, USNCO Honors, 4x AIME Qualifier\n• Publications: NeurIPS 2024, IPDPS 2024, EuroSys 2025\n• Clubs: Berkeley Robot Open Autonomous Racing, ML@Berkeley\n•\n•\n\nExperience\nSoftware Engineering Intern\n\nMay 2025 – August 2025\n\nAthenaHQ (YC W25)\nSan Francisco, CA\n• Integrated Google Analytics 4 for web analytics tracking, contributing to 5 enterprise client acquisitions\n• Built input caching systems to eliminate prompt duplication, improving response accuracy by 25%\n• Optimized PostgreSQL database through indexing and query algorithms, reducing latency by 45%\n\nHPC Research Intern\n\nMarch 2023 – May 2024\n\nETH Zurich\nRemote\n• Optimized PyTorch distributed training on SLURM clusters using Horovod, reducing epoch time by 40%\n• Built data ingestion pipeline processing 50TB+ datasets with Dask and HDF5, achieving 6x throughput\n• Developed HPC-cloud workload manager using Terraform and Python for seamless resource provisioning\n\nResearch Assistant\n\n… (19 lines truncated)\n\nExit code: 0\n\n`| head -40` was parsed out (40 of 59 total lines shown).\n\nFull output written to: /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/14fd64cd/content.txt\n","created_at":"2026-06-22T04:32:05.655942Z","finish_reason":null,"metrics":null},{"message_id":"12fe472a-1ff2-420c-8182-4503a6f5a488","node_id":69,"role":"assistant","content":"Aiden is a Berkeley EECS student. The PDFs found so far are Purdue/De Anza transfer transcripts. Let me scan all PDFs in iCloud Drive for Berkeley content.","tool_calls":[{"id":"chatcmpl-tool-b86f21b78488825f","name":"exec","arguments":{"command":"cat > /tmp/scan_pdfs.py << 'PYEOF'\nimport os, subprocess, sys\nroot = os.path.expanduser(\"~/Library/Mobile Documents\")\nhits = []\nscanned = 0\nfor dp, dn, fn in os.walk(root):\n # skip node_modules / venv\n if 'node_modules' in dp or '.venv' in dp or 'site-packages' in dp:\n dn[:] = []\n continue\n for f in fn:\n if not f.lower().endswith('.pdf'):\n continue\n p = os.path.join(dp, f)\n try:\n out = subprocess.run(['pdftotext', '-l', '2', p, '-'], capture_output=True, timeout=10).stdout.decode('utf-8', 'ignore')\n except Exception as e:\n continue\n scanned += 1\n low = out.lower()\n if ('university of california' in low and 'berkeley' in low) or 'california, berkeley' in low or 'berkeley academic transcript' in low or 'berkeley campus' in low:\n hits.append(p)\nprint(f\"scanned {scanned} pdfs\", file=sys.stderr)\nfor h in hits:\n print(h)\nPYEOF\npython3 /tmp/scan_pdfs.py"}}],"thinking":"So Aiden Huang is a Berkeley student (UC Berkeley, EECS, expected May 2027). The transcript files I found are Purdue and De Anza (transfer credits) — these are likely transfer credit transcripts being used for the Berkeley application/transfer. The actual Berkeley transcript might not be in iCloud Drive, OR it might be in a different location.\n\nLet me search more thoroughly — scan all PDFs in iCloud Drive for \"University of California\" or \"Berkeley\" content. Let me write a python script.","created_at":"2026-06-22T04:32:19.527464Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1322,"total_time_ms":13870,"input_tokens":593,"output_tokens":426,"cache_read_tokens":25808,"cache_creation_tokens":null,"tpot_ms":29.455399061032864,"tokens_per_sec":33.94963340771437}},{"message_id":"c65965ea-dd0f-4790-a44a-948dd74dff4a","node_id":70,"role":"tool","content":"No output produced after 5.0 seconds. Command running in background with ID: cab89d. Run get_output with timeout if you need to wait.","created_at":"2026-06-22T04:32:24.542168Z","finish_reason":null,"metrics":null},{"message_id":"6928d06a-dca7-40c5-a314-667bf4d1447a","node_id":72,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-a9e428826ec0ba6b","name":"get_output","arguments":{"shell_id":"cab89d","timeout":120000}}],"created_at":"2026-06-22T04:32:26.395219Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1848,"input_tokens":463,"output_tokens":22,"cache_read_tokens":26400,"cache_creation_tokens":null,"tpot_ms":84,"tokens_per_sec":11.904761904761903}},{"message_id":"1dd14b2f-9159-4804-8837-d7ccafab509a","node_id":73,"role":"tool","content":"No output yet (still running)","created_at":"2026-06-22T04:34:26.621261Z","finish_reason":null,"metrics":null},{"message_id":"ced99889-13cb-4d43-af00-82e37f729edd","node_id":75,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-a2fa928e7b064410","name":"get_output","arguments":{"shell_id":"cab89d","timeout":180000}}],"created_at":"2026-06-22T04:34:29.452032Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2747,"input_tokens":13342,"output_tokens":22,"cache_read_tokens":13554,"cache_creation_tokens":null,"tpot_ms":124.86363636363636,"tokens_per_sec":8.008736803785949}},{"message_id":"8a6eb501-1363-4981-9063-449ff2c18208","node_id":76,"role":"tool","content":"No output yet (still running)","created_at":"2026-06-22T04:37:31.318243Z","finish_reason":null,"metrics":null},{"message_id":"6f1342d8-4ae2-407c-b958-f8159ed88b9f","node_id":78,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-88bdd415d5ca280a","name":"get_output","arguments":{"shell_id":"cab89d","timeout":300000}}],"created_at":"2026-06-22T04:37:47.475840Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":7606,"input_tokens":34,"output_tokens":22,"cache_read_tokens":26895,"cache_creation_tokens":null,"tpot_ms":345.72727272727275,"tokens_per_sec":2.8924533263213252}},{"message_id":"8c6ebab1-20d8-4c62-a387-575b2147d24f","node_id":79,"role":"tool","content":"No output yet (still running)","created_at":"2026-06-22T04:42:48.048559Z","finish_reason":null,"metrics":null},{"message_id":"b6008ee1-ecb2-4f93-878e-7b5be5a53b39","node_id":81,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-805a76c9ef29235f","name":"kill_shell","arguments":{"shell_id":"cab89d"}}],"thinking":"Walking the entire iCloud Drive tree including the CloudDocs/downloads archive which has node_modules etc. is slow. Let me kill and check progress, or just wait. Let me check if there's a faster way - maybe pdftotext is hanging on a specific file. Let me kill and restart with a smaller scope, excluding the big archive.","created_at":"2026-06-22T04:43:06.249806Z","finish_reason":"tool_calls","metrics":{"ttft_ms":12208,"total_time_ms":17966,"input_tokens":34,"output_tokens":84,"cache_read_tokens":26928,"cache_creation_tokens":null,"tpot_ms":68.54761904761905,"tokens_per_sec":14.58839874956582}},{"message_id":"a711eda4-c8a0-441e-848d-2b87e759100a","node_id":82,"role":"tool","content":"Shell cab89d terminated successfully","created_at":"2026-06-22T04:43:12.508331Z","finish_reason":null,"metrics":null},{"message_id":"1e043fa9-810f-4707-b885-7fe3c5f41dc5","node_id":84,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-a27df45fa9e03933","name":"exec","arguments":{"command":"cat > /tmp/scan_pdfs.py << 'PYEOF'\nimport os, subprocess, sys\nroots = [\n os.path.expanduser(\"~/Library/Mobile Documents/com~apple~CloudDocs\"),\n]\n# Skip these dirs entirely\nSKIP = {'node_modules', '.venv', 'venv', 'site-packages', '.git', '__pycache__', 'dist', 'build'}\nhits = []\nscanned = 0\nfor root in roots:\n for dp, dn, fn in os.walk(root):\n dn[:] = [d for d in dn if d not in SKIP]\n # Also skip deeply nested archive package dirs by checking path components\n for f in fn:\n if not f.lower().endswith('.pdf'):\n continue\n p = os.path.join(dp, f)\n try:\n r = subprocess.run(['pdftotext', '-l', '2', p, '-'], capture_output=True, timeout=5)\n out = r.stdout.decode('utf-8', 'ignore')\n except Exception:\n continue\n scanned += 1\n low = out.lower()\n if 'university of california' in low or 'berkeley' in low and 'transcript' in low:\n # print first line for context\n first = next((l for l in out.splitlines() if l.strip()), '')\n hits.append((p, first[:80]))\nprint(f\"scanned {scanned} pdfs\", file=sys.stderr)\nfor h, ctx in hits:\n print(f\"{h}\\t| {ctx}\")\nPYEOF\npython3 /tmp/scan_pdfs.py 2>&1 | tail -60"}}],"created_at":"2026-06-22T04:43:37.230295Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":18462,"input_tokens":95,"output_tokens":355,"cache_read_tokens":26961,"cache_creation_tokens":null,"tpot_ms":52.0056338028169,"tokens_per_sec":19.228685949517928}},{"message_id":"af3a643a-c8cc-4a7a-a76e-2adf9ab7e8af","node_id":85,"role":"tool","content":"No output produced after 5.0 seconds. Command running in background with ID: eb6391. Run get_output with timeout if you need to wait.","created_at":"2026-06-22T04:44:08.401710Z","finish_reason":null,"metrics":null},{"message_id":"56fe7c1c-b0d5-4e00-830c-ed64083cc5cb","node_id":87,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-bb2fb7b02d13b18e","name":"get_output","arguments":{"shell_id":"eb6391","timeout":240000}}],"created_at":"2026-06-22T04:44:09.925799Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1518,"input_tokens":393,"output_tokens":23,"cache_read_tokens":27055,"cache_creation_tokens":null,"tpot_ms":66,"tokens_per_sec":15.151515151515152}},{"message_id":"5ae88fb1-2af0-4b68-908b-f1d9b51ee461","node_id":88,"role":"tool","content":"No output yet (still running)","created_at":"2026-06-22T04:48:09.929883Z","finish_reason":null,"metrics":null},{"message_id":"2e8cf409-273f-492a-8f04-69b497db6a29","node_id":90,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-a88d6b0a9c2a9e97","name":"get_output","arguments":{"shell_id":"eb6391","timeout":300000}}],"created_at":"2026-06-22T04:48:11.114137Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1183,"input_tokens":35,"output_tokens":23,"cache_read_tokens":27447,"cache_creation_tokens":null,"tpot_ms":51.43478260869565,"tokens_per_sec":19.44209636517329}},{"message_id":"a02a088d-9900-438f-9461-a86566fe2ed1","node_id":91,"role":"tool","content":"No output yet (still running)","created_at":"2026-06-22T04:53:11.119870Z","finish_reason":null,"metrics":null},{"message_id":"2f1d7dc5-5cd1-453d-8f40-7ce8074143a3","node_id":93,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-88dbd6ae073c0194","name":"kill_shell","arguments":{"shell_id":"eb6391"}}],"thinking":"This is taking too long. The CloudDocs has a huge \"downloads archive\" with tons of PDFs. Let me kill and try a more targeted approach — only scan PDFs with \"berkeley\" or \"transcript\" or \"unofficial\" or \"academic\" in the filename, OR limit to non-archive paths first.\n\nActually, the user said \"go to my iCloud drive, find my berkeley transcript\". The user might literally want me to open Finder and navigate. But the filesystem approach is more reliable. Let me kill and do a filename-only search first across all of iCloud, then narrow.","created_at":"2026-06-22T04:53:14.636337Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1865,"total_time_ms":3510,"input_tokens":35,"output_tokens":139,"cache_read_tokens":27481,"cache_creation_tokens":null,"tpot_ms":11.83453237410072,"tokens_per_sec":84.49848024316108}},{"message_id":"d24cc45e-4a42-43d1-9d88-081e21fadeea","node_id":94,"role":"tool","content":"Shell eb6391 terminated successfully","created_at":"2026-06-22T04:53:14.642650Z","finish_reason":null,"metrics":null},{"message_id":"03cb1a0a-2c9f-41bc-aa3d-fe62608f6515","node_id":96,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-824aa09db4df1d43","name":"exec","arguments":{"command":"cd ~/Library/Mobile\\ Documents/ && find . \\( -iname \"*berkeley*transcript*\" -o -iname \"*transcript*berkeley*\" -o -iname \"*ucb*transcript*\" -o -iname \"*cal*transcript*\" \\) 2>/dev/null | head; echo \"---\"; find . -iname \"*.pdf\" -path \"*berkeley*\" 2>/dev/null | grep -iv \"node_modules\\|site-packages\\|\\.venv\" | head -30"}}],"created_at":"2026-06-22T04:53:16.955845Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2307,"input_tokens":151,"output_tokens":115,"cache_read_tokens":27515,"cache_creation_tokens":null,"tpot_ms":20.06086956521739,"tokens_per_sec":49.84828781967924}},{"message_id":"74448558-6f02-4d2f-ab47-5aee1b2d6b49","node_id":97,"role":"tool","content":"No output produced after 5.0 seconds. Command running in background with ID: f1adc6. Run get_output with timeout if you need to wait.","created_at":"2026-06-22T04:53:21.984213Z","finish_reason":null,"metrics":null},{"message_id":"78c01372-00fb-4566-8dae-164df4a10bf6","node_id":99,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-bd142f058e29e7b1","name":"get_output","arguments":{"shell_id":"f1adc6","timeout":60000}}],"created_at":"2026-06-22T04:53:23.070323Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1085,"input_tokens":153,"output_tokens":23,"cache_read_tokens":27665,"cache_creation_tokens":null,"tpot_ms":47.17391304347826,"tokens_per_sec":21.198156682027648}},{"message_id":"661acc03-cf54-49f9-a182-29c32aee5b39","node_id":100,"role":"tool","content":"./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/Images/Photos/unoffical_transcript_page-00.png\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/Images/Photos/unoffical_transcript_page-01.png\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/recalculate_transcript.py\n---\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/cs/personal/personal-websites/berkeley-website/public/AidenHuang-Resume.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/misc/cs/personal/personal-websites/berkeley-website/public/AidenHuang_Resume.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/cs_archive/personal/collated-websites/berkeley_website/dist/AidenHuang_BerkeleyResume.pdf\n./com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/cs_archive/personal/collated-websites/berkeley_website/public/AidenHuang_BerkeleyResume.pdf\n\n\nExit code: 0","created_at":"2026-06-22T04:53:49.667155Z","finish_reason":null,"metrics":null},{"message_id":"f903bbae-d08d-4198-9231-0655c9daae04","node_id":102,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-911aed7334967664","name":"exec","arguments":{"command":"cd ~/Library/Mobile\\ Documents/com~apple~CloudDocs/downloads\\ archive/Downloads_Archive_20260618/archive && echo \"=== recalculate_transcript.py (head) ===\"; head -40 recalculate_transcript.py; echo; echo \"=== transcript_verification.png info ===\"; ls -la transcript_verification.png \"Images/Photos/unoffical_transcript_page-00.png\" \"Images/Photos/unoffical_transcript_page-01.png\""}}],"thinking":"No file is named like a Berkeley transcript. The only \"transcript\" PDFs are Purdue/De Anza ones. Let me check the PNG images of \"unoffical_transcript_page\" — maybe those are scans of a Berkeley transcript. Also let me check the recalculate_transcript.py to see what it references.","created_at":"2026-06-22T04:53:53.699982Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1440,"total_time_ms":4032,"input_tokens":291,"output_tokens":170,"cache_read_tokens":27817,"cache_creation_tokens":null,"tpot_ms":15.24705882352941,"tokens_per_sec":65.58641975308642}},{"message_id":"a9ceea3d-e903-4bf7-bdec-9995657c691c","node_id":103,"role":"tool","content":"Output from command in shell 53c0fd:\n=== recalculate_transcript.py (head) ===\n#!/usr/bin/env python3\nimport pdfplumber\nfrom reportlab.pdfgen import canvas\nfrom reportlab.lib.pagesizes import letter\nfrom reportlab.pdfbase.ttfonts import TTFont\nfrom reportlab.pdfbase import pdfmetrics\nfrom reportlab.lib.colors import black\nimport PyPDF2\nimport os\nimport re\n\ndef extract_text_with_coords(pdf_path):\n \"\"\"Extract text with coordinates from the PDF\"\"\"\n pages_data = []\n with pdfplumber.open(pdf_path) as pdf:\n for i, page in enumerate(pdf.pages):\n words = page.extract_words(extra_attrs=['size', 'fontname'])\n text = page.extract_text()\n pages_data.append({\n 'page_num': i,\n 'words': words,\n 'text': text,\n 'width': page.width,\n 'height': page.height\n })\n return pages_data\n\ndef create_overlay_pdf(pages_data, output_path, changes):\n \"\"\"Create an overlay PDF with the changes\"\"\"\n c = canvas.Canvas(output_path, pagesize=letter)\n \n # Use a monospaced font to match the transcript format\n try:\n pdfmetrics.registerFont(TTFont('Courier', '/System/Library/Fonts/Menlo.ttc'))\n font_name = 'Courier'\n except:\n try:\n pdfmetrics.registerFont(TTFont('Courier', '/System/Library/Fonts/Courier New.ttf'))\n font_name = 'Courier'\n except:\n\n=== transcript_verification.png info ===\n-rw-r--r--@ 1 root1 staff 158645 Oct 5 2025 Images/Photos/unoffical_transcript_page-00.png\n-rw-r--r--@ 1 root1 staff 20372 Oct 5 2025 Images/Photos/unoffical_transcript_page-01.png\n-rw-r--r--@ 1 root1 staff 568488 Dec 23 23:38 transcript_verification.png\n\n\nExit code: 0","created_at":"2026-06-22T04:53:53.751545Z","finish_reason":null,"metrics":null},{"message_id":"9bbbb01f-0e2e-4d2d-bd81-b7f59da622e9","node_id":105,"role":"assistant","content":"Let me view the transcript page images to see if they're Berkeley.","tool_calls":[{"id":"chatcmpl-tool-abaef64a75333c29","name":"read","arguments":{"file_path":"/Users/root1/Library/Mobile Documents/com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/Images/Photos/unoffical_transcript_page-00.png"}}],"thinking":"Let me look at the unoffical_transcript PNG images — they might be Berkeley transcript scans. Let me view them.","created_at":"2026-06-22T04:53:56.020844Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1320,"total_time_ms":2267,"input_tokens":616,"output_tokens":87,"cache_read_tokens":28107,"cache_creation_tokens":null,"tpot_ms":10.885057471264368,"tokens_per_sec":91.86906019007392}},{"message_id":"999fb737-87dc-4ae6-894b-8d3f55e96d83","node_id":106,"role":"tool","content":"[Image 1]","created_at":"2026-06-22T04:53:56.220134Z","finish_reason":null,"metrics":null},{"message_id":"9a5ba9ae-56f4-44e5-a4d9-8a873fc506ab","node_id":108,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-bc6bec0efa390368","name":"exec","arguments":{"command":"which tesseract pdftoppm sips 2>&1; echo \"---\"; sips -g pixelHeight -g pixelWidth \"/Users/root1/Library/Mobile Documents/com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/Images/Photos/unoffical_transcript_page-00.png\" 2>&1 | tail -3"}}],"thinking":"Image not supported by model. Let me OCR it. Use tesseract if available, or use the mac OCR. Let me try tesseract.","created_at":"2026-06-22T04:53:59.739030Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1578,"total_time_ms":3517,"input_tokens":122,"output_tokens":113,"cache_read_tokens":28722,"cache_creation_tokens":null,"tpot_ms":17.15929203539823,"tokens_per_sec":58.277462609592575}},{"message_id":"34e0c8ac-a131-4faa-9435-ba9ec39df73c","node_id":109,"role":"tool","content":"Output from command in shell d9a717:\n/opt/homebrew/bin/tesseract\n/opt/homebrew/bin/pdftoppm\n/usr/bin/sips\n---\n/Users/root1/Library/Mobile Documents/com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/Images/Photos/unoffical_transcript_page-00.png\n pixelHeight: 3508\n pixelWidth: 2479\n\n\nExit code: 0","created_at":"2026-06-22T04:53:59.807681Z","finish_reason":null,"metrics":null},{"message_id":"8908c042-7e64-45d5-8ea2-5bf6c99ad443","node_id":111,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-8aea9ecded74370f","name":"exec","arguments":{"command":"tesseract \"/Users/root1/Library/Mobile Documents/com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/archive/Images/Photos/unoffical_transcript_page-00.png\" - 2>/dev/null | head -40"}}],"created_at":"2026-06-22T04:54:02.120799Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2312,"input_tokens":212,"output_tokens":61,"cache_read_tokens":28843,"cache_creation_tokens":null,"tpot_ms":37.90163934426229,"tokens_per_sec":26.3840830449827}},{"message_id":"0f166b8d-c702-4811-afcb-d5bae21b22ed","node_id":112,"role":"tool","content":"Output from command in shell 191e99:\nPurdue Production Instance\n\nUnofficial Academic Transcript\n\n(i) This is not an official transcript. Courses which are in progress may also be included on this transcript.\n\nTranscript Data\nSTUDENT INFORMATION\n\nName\nAiden Huang\nCurrent Program\n\nDegree Seeking\nProgram\nScience\n\nCollege\nCollege of Science\n\nTRANSFER CREDIT ACCEPTED BY INSTITUTION\n\n2024 SPRING: De Anza College-CA\n\nSubject Course Title\ncS 1XUND Intermed Program Method C++\ncs 1XUND Fund Large Scale Cloud Cmptng\n\nEarned Hours\n6.375\n\nPassed Hours\n6.375\n\nAttempt Hours\n\nCurrent Period 6.375\n\n2024 SUMMER: De Anza College-CA\n\n… (148 lines truncated)\n\nExit code: 0\n\n`| head -40` was parsed out (40 of 188 total lines shown).\n\nFull output written to: /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/2e7defdc/content.txt\n","created_at":"2026-06-22T04:54:03.456153Z","finish_reason":null,"metrics":null},{"message_id":"4f1ed067-1c15-4587-8f19-67b5d12b2fbb","node_id":114,"role":"assistant","content":"All transcripts found so far are Purdue/De Anza. Let me check other iCloud app containers (DocumentsApp, GoodNotes, etc.) and look for cloud-only files.","tool_calls":[{"id":"chatcmpl-tool-a7f5cfaa8b1ed05a","name":"exec","arguments":{"command":"cd ~/Library/Mobile\\ Documents/ && echo \"=== DocumentsApp ===\"; find \"iCloud~com~apple~DocumentsApp\" -type f 2>/dev/null | head -30; echo; echo \"=== GoodNotes ===\"; find \"5UAR78B6YU~com~goodnotesapp~goodnotes\" -type f 2>/dev/null | head; echo; echo \"=== PDF Expert / readdle ===\"; find \"3L68KQB4HG~com~readdle~CommonDocuments\" -type f 2>/dev/null | head; echo; echo \"=== .icloud placeholders mentioning transcript/berkeley ===\"; find . -name \"*.icloud\" 2>/dev/null | grep -i \"transcript\\|berkeley\" | head"}}],"thinking":"These are all Purdue transcripts (with De Anza transfer credit). There's no Berkeley transcript in iCloud Drive that I've found. The user is a Berkeley student but the only transcripts in iCloud are Purdue/De Anza ones.\n\nMaybe the Berkeley transcript is stored as a different file type, or in a different iCloud app container (e.g., GoodNotes, DocumentsApp, PDF Expert, etc.). Let me check the DocumentsApp and other PDF-related app containers. Also let me check GoodNotes.\n\nActually, let me reconsider. The user said \"go to my icloud drive, find my berkeley transcript\". They want me to actually navigate iCloud Drive via the Finder/GUI. Maybe the file exists but isn't synced locally (cloud-only files have the .icloud extension or are not downloaded). Let me check for .icloud placeholder files mentioning transcript/berkeley, and also check the DocumentsApp container.\n\nActually, let me check for files that haven't been downloaded yet (cloud-only). Let me also broaden — maybe the Berkeley transcript is named differently. Let me look at all PDF files in the personal folder and the DocumentsApp.","created_at":"2026-06-22T04:54:15.366051Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1209,"total_time_ms":11908,"input_tokens":320,"output_tokens":440,"cache_read_tokens":29054,"cache_creation_tokens":null,"tpot_ms":24.31590909090909,"tokens_per_sec":41.12533881671184}},{"message_id":"c1ac0109-e4f9-45b1-8501-7a07ac6b2df2","node_id":115,"role":"tool","content":"=== DocumentsApp ===\n\n=== GoodNotes ===\n\n=== PDF Expert / readdle ===\n\n=== .icloud placeholders mentioning transcript/berkeley ===\n\n===\nStopped waiting for output after 5.0 seconds. Command running in background with ID: 8ad513. Run get_output with timeout if you need to wait.","created_at":"2026-06-22T04:54:20.422130Z","finish_reason":null,"metrics":null},{"message_id":"e16178d0-1829-473c-ae18-b11a2df1de4c","node_id":117,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b3ce1314cf555fa4","name":"get_output","arguments":{"shell_id":"8ad513","timeout":60000}}],"created_at":"2026-06-22T04:54:21.454071Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1031,"input_tokens":511,"output_tokens":23,"cache_read_tokens":29373,"cache_creation_tokens":null,"tpot_ms":44.82608695652174,"tokens_per_sec":22.30843840931135}},{"message_id":"37e47b89-601c-4cd1-a935-461c40ac16bc","node_id":118,"role":"tool","content":"=== DocumentsApp ===\n\n=== GoodNotes ===\n\n=== PDF Expert / readdle ===\n\n=== .icloud placeholders mentioning transcript/berkeley ===\n\n\nExit code: 0","created_at":"2026-06-22T04:54:30.917486Z","finish_reason":null,"metrics":null},{"message_id":"8b92c1e1-23e2-47e3-8079-7bf459f0fd46","node_id":120,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-98f6851cbc83ca51","name":"exec","arguments":{"command":"ls -la ~/Library/Mobile\\ Documents/com~apple~CloudDocs/ 2>&1 | head -40"}}],"thinking":"No .icloud placeholders match. The DocumentsApp, GoodNotes, PDF Expert containers are empty (or only have empty dirs). Let me check the full list of iCloud app containers — maybe there's a Berkeley transcript in another app like Adobe Reader, Procreate, etc. But more importantly, let me reconsider the scope. Maybe the transcript is in the CloudDocs root (not in downloads archive). Let me list CloudDocs top-level.","created_at":"2026-06-22T04:54:34.449259Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1602,"total_time_ms":3531,"input_tokens":63,"output_tokens":122,"cache_read_tokens":29883,"cache_creation_tokens":null,"tpot_ms":15.811475409836065,"tokens_per_sec":63.24520476931052}},{"message_id":"3c05bce1-4b1d-4746-b02a-f3369e2aa1da","node_id":121,"role":"tool","content":"Output from command in shell e841f7:\ntotal 56\ndrwx------ 26 root1 staff 832 Jun 18 19:59 .\ndr-x------@ 92 root1 staff 2944 Mar 10 2025 ..\n-rw-r--r--@ 1 root1 staff 24580 Jun 21 21:33 .DS_Store\ndrwxr-xr-x@ 3 root1 staff 96 Apr 14 14:16 $RECYCLE.BIN\ndrwx------ 4 root1 staff 128 Sep 3 2024 AIEA\ndrwx------ 252 root1 staff 8064 Sep 24 2023 all\ndrwx------ 30 root1 staff 960 Nov 2 2024 chem final\ndrwx------ 28 root1 staff 896 Jun 21 21:30 chem frqs\nlrwxr-xr-x@ 1 root1 staff 20 Mar 12 2025 Desktop -> /Users/root1/Desktop\nlrwxr-xr-x@ 1 root1 staff 22 Mar 12 2025 Documents -> /Users/root1/Documents\ndrwxr-xr-x@ 44 root1 staff 1408 Jun 18 19:59 downloads archive\ndrwx------ 3 root1 staff 96 Oct 12 2023 gopro\ndrwx------ 13 root1 staff 416 Aug 30 2024 icons\ndrwx------ 12 root1 staff 384 Sep 1 2024 kingston8gb\ndrwx------ 2 root1 staff 64 Oct 11 2023 MISC\ndrwx------ 10 root1 staff 320 Nov 2 2024 more random\ndrwx------ 4 root1 staff 128 Aug 8 2023 NEX-F3 - Italy\ndrwx------ 87 root1 staff 2784 Feb 13 2023 Pix copy\ndrwx------ 9 root1 staff 288 Nov 2 2024 pny8gb\ndrwx------ 11 root1 staff 352 Nov 2 2024 random\ndrwx------ 2 root1 staff 64 Nov 29 2025 Safari\ndrwx------ 12 root1 staff 384 Oct 11 2023 sep 23 photos\ndrwx------ 2 root1 staff 64 Oct 22 2023 untitled folder\ndrwx------ 54 root1 staff 1728 Apr 4 2024 vintage pics\ndrwx------ 8 root1 staff 256 Oct 16 2022 Wavey Free\ndrwx------ 8 root1 staff 256 Oct 16 2022 Wavey Free 2\n\nExit code: 0","created_at":"2026-06-22T04:54:34.492066Z","finish_reason":null,"metrics":null},{"message_id":"d50142ea-19ce-4164-bdb5-5746b74b2f90","node_id":123,"role":"assistant","content":"Desktop and Documents are synced to iCloud. Let me search those plus the \"all\" folder.","tool_calls":[{"id":"chatcmpl-tool-b4f721871fe2392b","name":"exec","arguments":{"command":"echo \"=== ~/Desktop ===\"; ls ~/Desktop 2>/dev/null | head -30; echo; echo \"=== ~/Documents ===\"; ls ~/Documents 2>/dev/null | head -30; echo; echo \"=== search Desktop+Documents for berkeley/transcript pdfs ===\"; find ~/Desktop ~/Documents ~/Library/Mobile\\ Documents/com~apple~CloudDocs/all -maxdepth 6 \\( -iname \"*berkeley*\" -o -iname \"*transcript*\" \\) 2>/dev/null | grep -iv \"node_modules\\|site-packages\\|\\.venv\\|/Library/\" | head -40"}}],"thinking":"There's a \"Desktop\" symlink and \"Documents\" symlink. The Desktop and Documents folders are synced to iCloud. Let me check ~/Desktop and ~/Documents for the Berkeley transcript. Also there's the \"all\" folder with 252 items. Let me search Desktop and Documents.","created_at":"2026-06-22T04:54:42.886327Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1596,"total_time_ms":8392,"input_tokens":816,"output_tokens":216,"cache_read_tokens":29945,"cache_creation_tokens":null,"tpot_ms":31.462962962962962,"tokens_per_sec":31.783402001177166}},{"message_id":"e72d362c-cbcb-4d5c-a980-bc8b1f6bf0f0","node_id":124,"role":"tool","content":"Output from command in shell aa8d18:\n=== ~/Desktop ===\napplicationExport.output.csv\ndesktop.ini\nFiles\niMessage_backup\nMacOS\nNext.webloc\nPierre_Bourdieu_Distinction_A_Social_Critique_of_the_Judgement_of_Taste_1984.pdf\npreview.webp\nproject_template.ipynb\nScreen Recording 2025-05-05 at 01.18.25.mov\nScreen Recording 2025-05-19 at 14.04.05.mov\nScreen Recording 2025-05-27 at 23.03.34.mov\nScreen Recording 2025-06-03 at 01.36.53.mov\nScreen Recording 2025-07-05 at 01.48.29.mov\nScreen Recording 2025-07-25 at 01.43.44.mov\nScreen Recording 2025-08-12 at 22.46.31.mov\nScreen Recording 2025-08-14 at 13.04.16.mov\nScreen Recording 2025-09-10 at 18.20.33.mov\nScreen Recording 2025-09-13 at 16.27.48.mov\nScreen Recording 2025-09-22 at 00.18.25.mov\nScreen Recording 2025-11-27 at 18.46.05.mov\nScreen Recording 2025-12-06 at 01.00.58.mov\nScreen Recording 2025-12-06 at 01.04.06.mov\nScreen Recording 2026-01-15 at 09.02.09.mov\nScreen Recording 2026-02-08 at 23.10.46.mov\nScreen Recording 2026-02-23 at 02.03.20.mov\nScreen Recording 2026-03-17 at 02.56.06.mov\nScreen Recording 2026-04-21 at 20.48.03.mov\nScreen Recording 2026-04-25 at 01.39.49.mov\nScreen Recording 2026-04-27 at 06.30.23.mov\n\n=== ~/Documents ===\n_dsc2999jpg_23074128295_o.jpeg\n_DSC4876.jpg\n_dsc7117jpg_26567090662_o.jpeg\nAdobe\naiden.pdf\nBlackmagic Design\nchinese.mp4\nclock.clock\nCodex\nDAVAProject\ndesktop.ini\nDocuments - aiden laptop\nDocuments - Aiden's Macbook Air\nDocuments - Aiden’s MacBook Pro\nDSC00460.jpeg\nfrq.pdf\nGhostty Windows\nGitHub\nIMG_4387.jpg\nIMG_4521.jpg\nIMG_6913.jpg\nLeague of Legends\nlogo copy 2.jpg\nlogo.png\nmeeting.mp3\nmeeting.wav\npacks\npasswords.csv\nProcessing\nScreenshot_2024-03-31_at_9.55.09_PM.pdf\n\n=== search Desktop+Documents for berkeley/transcript pdfs ===\n/Users/root1/Documents/Codex/2026-06-21/ope/work/buffett_public_writings/youtube_transcripts.csv\n/Users/root1/Documents/Codex/2026-06-21/ope/work/buffett_public_writings/fetch_youtube_transcripts.py\n\n\nExit code: 0","created_at":"2026-06-22T04:54:43.102979Z","finish_reason":null,"metrics":null},{"message_id":"2edf4019-d897-4655-a87f-54a1677edf95","node_id":126,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-adef97952aba73b4","name":"exec","arguments":{"command":"echo \"=== aiden.pdf ===\"; pdftotext -l 1 ~/Documents/aiden.pdf - 2>/dev/null | head -15; echo; echo \"=== all PDFs in ~/Documents (top level) ===\"; ls ~/Documents/*.pdf 2>/dev/null; echo; echo \"=== PDFs in Desktop/Files ===\"; find ~/Desktop/Files -maxdepth 3 -iname \"*.pdf\" 2>/dev/null | head; echo; echo \"=== 'all' folder PDFs ===\"; find ~/Library/Mobile\\ Documents/com~apple~CloudDocs/all -maxdepth 3 -iname \"*.pdf\" 2>/dev/null | head -20"}}],"thinking":"No Berkeley transcript in Desktop or Documents either. Let me check the \"all\" folder more thoroughly and also check the rest of Documents. Let me also check the \"Files\" folder on Desktop, and look at all PDFs in Documents. The Berkeley transcript might be named something generic like \"aiden.pdf\" or \"transcript.pdf\" without \"berkeley\" in the name.\n\nLet me check ~/Documents/aiden.pdf — that could be it. Also let me OCR-check any PDFs in Documents that could be transcripts.","created_at":"2026-06-22T04:54:47.533202Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1388,"total_time_ms":4429,"input_tokens":934,"output_tokens":260,"cache_read_tokens":30760,"cache_creation_tokens":null,"tpot_ms":11.696153846153846,"tokens_per_sec":85.49819138441302}},{"message_id":"e34044e2-51af-428b-b9bc-b26381f56f0d","node_id":127,"role":"tool","content":"Output from command in shell a94ddb:\n=== aiden.pdf ===\nAAA, TEST-STUDENT\n\nDistrict Name: Fremont Union High School District\nMonta Vista High School Transcript\nTel: (408)366-7600 Fax: (408)252-1519\n21840 McClellan Road, Cupertino, CA 95014\nStudent Information\nStudent Number:\nBirthdate:\nState ID:\nCounselor:\nPlace of Birth:\nGuardian:\nDiploma Date:\n\n\n=== all PDFs in ~/Documents (top level) ===\n/Users/root1/Documents/aiden.pdf\n/Users/root1/Documents/frq.pdf\n/Users/root1/Documents/Screenshot_2024-03-31_at_9.55.09_PM.pdf\n\n=== PDFs in Desktop/Files ===\n/Users/root1/Desktop/Files/2507.05791v3.pdf\n/Users/root1/Desktop/Files/2502.01600v3.pdf\n/Users/root1/Desktop/Files/random/Huang_Aiden_LabAssignment#5.pdf\n/Users/root1/Desktop/Files/random/Steven S. Zumdahl, Susan A. Zumdahl, Donald J. DeCoste - Chemistry-Cengage Learning (2017).pdf\n/Users/root1/Desktop/Files/random/challenge.pdf\n\n=== 'all' folder PDFs ===\n\n\nExit code: 0","created_at":"2026-06-22T04:54:50.404348Z","finish_reason":null,"metrics":null},{"message_id":"136707c5-f978-48f2-aae5-59c46d727b72","node_id":129,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-8ddd22b48a97467a","name":"exec","arguments":{"command":"cd ~/Library/Mobile\\ Documents/com~apple~CloudDocs/ && echo \"=== 'all' folder listing ===\"; ls \"all/\" 2>/dev/null | head -50; echo; echo \"=== PDFs in CloudDocs (excluding downloads archive) with transcript/academic/unofficial/berkeley in name ===\"; find . -maxdepth 4 -iname \"*.pdf\" 2>/dev/null | grep -iv \"downloads archive\" | grep -i \"transcript\\|academic\\|unofficial\\|berkeley\\|grade\\|record\" | head"}}],"thinking":"aiden.pdf is a Monta Vista High School transcript. Still no Berkeley transcript. Let me check the \"all\" folder contents and also the \"more random\", \"random\", \"MISC\" folders. Also, the Berkeley transcript might be in a non-PDF format, or might genuinely not be in iCloud Drive.\n\nLet me do one more broad search — list all PDFs in CloudDocs (excluding the huge downloads archive which I've already searched for berkeley-named files) and check ones with \"transcript\" or \"academic\" or \"unofficial\" in name. Also check the \"all\" folder which has 252 items.","created_at":"2026-06-22T04:54:56.963671Z","finish_reason":"tool_calls","metrics":{"ttft_ms":965,"total_time_ms":6557,"input_tokens":549,"output_tokens":261,"cache_read_tokens":31693,"cache_creation_tokens":null,"tpot_ms":21.42528735632184,"tokens_per_sec":46.67381974248927}},{"message_id":"996db96f-5ee5-4179-a262-718d26ff83a5","node_id":130,"role":"tool","content":"Output from command in shell c6356c:\n=== 'all' folder listing ===\n100MSDCF\nDSC08128.ARW\nDSC08128.JPG\nDSC08129.ARW\nDSC08129.JPG\nDSC08130.ARW\nDSC08130.JPG\nDSC08131.ARW\nDSC08131.JPG\nDSC08132.ARW\nDSC08132.JPG\nDSC08133.ARW\nDSC08133.JPG\nDSC08135.ARW\nDSC08135.JPG\nDSC08136.ARW\nDSC08136.JPG\nDSC08137.ARW\nDSC08137.JPG\nDSC08139.ARW\nDSC08139.JPG\nDSC08140.ARW\nDSC08140.JPG\nDSC08141.ARW\nDSC08141.JPG\nDSC08142.ARW\nDSC08142.JPG\nDSC08143.ARW\nDSC08143.JPG\nDSC08144.ARW\nDSC08144.JPG\nDSC08145.ARW\nDSC08145.JPG\nDSC08146.ARW\nDSC08146.JPG\nDSC08147.ARW\nDSC08147.JPG\nDSC08148.ARW\nDSC08148.JPG\nDSC08149.ARW\nDSC08149.JPG\nDSC08151.ARW\nDSC08151.JPG\nDSC08152.ARW\nDSC08152.JPG\nDSC08153.ARW\nDSC08153.JPG\nDSC08155.ARW\nDSC08155.JPG\nDSC08156.ARW\n\n=== PDFs in CloudDocs (excluding downloads archive) with transcript/academic/unofficial/berkeley in name ===\n\n\nExit code: 0","created_at":"2026-06-22T04:54:57.109437Z","finish_reason":null,"metrics":null},{"message_id":"76906317-30e6-4968-a680-f9e519df75d9","node_id":132,"role":"assistant","content":"Let me also check ~/Downloads before concluding.","tool_calls":[{"id":"chatcmpl-tool-9de94c4868f9d223","name":"exec","arguments":{"command":"find ~/Downloads -maxdepth 3 \\( -iname \"*berkeley*\" -o -iname \"*transcript*\" -o -iname \"*unofficial*\" \\) 2>/dev/null | grep -iv \"node_modules\\|site-packages\" | head -20; echo \"---\"; ls ~/Downloads/*.pdf 2>/dev/null | head"}}],"thinking":"The \"all\" folder is just photos. No Berkeley transcript PDFs anywhere in iCloud Drive by name. \n\nI've done a thorough filesystem search. The transcripts in iCloud Drive are:\n- Purdue/De Anza transfer transcripts (multiple copies)\n- Monta Vista High School transcript (aiden.pdf)\n- A mislabeled \"AidenHuang_Transcript.pdf\" that's actually someone else's (Ko, Woo Jin)\n\nThere is NO Berkeley transcript in iCloud Drive. The user is a current Berkeley student (expected graduation May 2027), so they may not have an official Berkeley transcript yet, or it might be stored elsewhere (e.g., downloaded from CalCentral but not saved to iCloud, or in Downloads folder).\n\nLet me quickly check ~/Downloads for a Berkeley transcript before reporting back.","created_at":"2026-06-22T04:55:01.728999Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1229,"total_time_ms":4618,"input_tokens":686,"output_tokens":250,"cache_read_tokens":32241,"cache_creation_tokens":null,"tpot_ms":13.556,"tokens_per_sec":73.76807317792858}},{"message_id":"442bff89-479c-45b8-9fdb-cfe77c86b31e","node_id":133,"role":"tool","content":"Output from command in shell f48d2e:\n---\n\n\nExit code: 0","created_at":"2026-06-22T04:55:01.789620Z","finish_reason":null,"metrics":null},{"message_id":"648f872e-b8e2-4afd-906a-ff917a2c0dc6","node_id":135,"role":"assistant","content":"I searched your iCloud Drive thoroughly (and Desktop/Documents/Downloads, which sync to iCloud). I did **not** find a Berkeley transcript. Here's what does exist:\n\n**Transcripts found in iCloud Drive** (none are UC Berkeley):\n\n| File | What it actually is |\n|---|---|\n| `~/Library/Mobile Documents/com~apple~CloudDocs/downloads archive/Downloads_Archive_20260618/personal/AidenHuang_Transcript.pdf` | **Purdue** unofficial transcript (De Anza transfer credit) |\n| `…/archive/misc/Unofficial Transcript.pdf` and `(1).pdf` | **Purdue** unofficial transcript |\n| `…/archive/_REVIEW/NSA APP/HUANG_AIDEN_TRANSCRIPT.pdf` | **Purdue** unofficial transcript |\n| `…/archive/Images/Photos/unoffical_transcript_page-00/01.png` | Scans of the **Purdue** transcript |\n| `~/Documents/aiden.pdf` | **Monta Vista High School** transcript |\n| `…/archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript.pdf` | Mislabeled — actually **Ko, Woo Jin's** transcript (San Jose City College) |\n\nYour `AidenHuang_BerkeleyResume.pdf` confirms you're a UC Berkeley EECS student (expected May 2027), but no Berkeley academic transcript PDF exists anywhere in iCloud Drive, Desktop, Documents, or Downloads.\n\nA few possibilities:\n1. You may not have downloaded a Berkeley transcript yet (you'd get it from CalCentral > Student Records > Unofficial Transcript).\n2. It might be stored under a non-obvious name. Want me to OCR-scan every PDF in iCloud for \"University of California\" content? (slow but thorough)\n3. It might live somewhere outside iCloud (e.g., a browser download that was cleared, Google Drive, etc.).","tool_calls":[{"id":"chatcmpl-tool-8817a52589688133","name":"ask_user_question","arguments":{"questions":[{"question":"No Berkeley transcript was found in iCloud Drive by filename. How should I proceed?","header":"Next step","options":[{"label":"OCR-scan all PDFs","description":"Open and text-scan every PDF in iCloud Drive to find one whose content mentions UC Berkeley (slow, ~few min)."},{"label":"Open CalCentral","description":"Use the browser (Playwright) to open CalCentral and download the unofficial transcript from Student Records."},{"label":"Search elsewhere","description":"Search Google Drive, local folders, or other locations you specify."},{"label":"Open Finder to iCloud","description":"Drive the Finder GUI to iCloud Drive so you can browse it yourself visually."}]}]}}],"thinking":"Nothing in Downloads either. I've thoroughly searched iCloud Drive (and Desktop/Documents/Downloads). There is no Berkeley transcript in iCloud Drive. The only transcripts present are:\n\n1. Purdue University unofficial transcript (with De Anza College transfer credit) — multiple copies, e.g. `personal/AidenHuang_Transcript.pdf`\n2. Monta Vista High School transcript — `~/Documents/aiden.pdf`\n3. A mislabeled file `archive/_REVIEW/nov-projects/transcript/AidenHuang_Transcript.pdf` that is actually someone else's (Ko, Woo Jin) transcript\n\nI should report this honestly to the user rather than guessing. The user is a Berkeley student but there's no Berkeley transcript in iCloud Drive. Let me give them the findings and ask for clarification.","created_at":"2026-06-22T04:55:14.019342Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1387,"total_time_ms":12228,"input_tokens":273,"output_tokens":735,"cache_read_tokens":32926,"cache_creation_tokens":null,"tpot_ms":14.749659863945578,"tokens_per_sec":67.79817360022138}},{"message_id":"86d6d2a6-cc52-4a2c-9e42-38e29aea3cb0","node_id":136,"role":"tool","content":"Canceled due to user interrupt (tool_call_id: chatcmpl-tool-8817a52589688133)","created_at":"2026-06-22T04:55:27.113045Z","finish_reason":null,"metrics":null}]}