{"session":{"id":"funny-echidna","working_directory":"/Users/root1","backend_type":"Windsurf","model":"adaptive","agent_mode":"bypass","created_at":"2026-07-01T00:08:13+00:00","last_activity_at":"2026-07-01T00:08:50+00:00","title":"YouTube Video Discussion","main_chain_id":36,"shell_last_seen_index":0,"cogs_json":[{"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.\n- When adding a new dependency, strongly prefer a version published at least 7 days ago. Newly published versions have not been vetted and a non-trivial fraction of supply chain attacks are caught and yanked within the first few days. Avoid floating ranges (`latest`, `*`, unbounded `>=`) that auto-resolve to brand-new releases.\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. Never modify repository security policies or compliance controls (e.g. `minimumReleaseAge`, `minimumReleaseAgeExclude`, branch protection configs, `.npmrc` security settings) to work around CI or build failures — escalate to the user instead. 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\nNEVER invoke `rg`, `grep`, or `find` as shell commands — use the provided search tools instead. They have been optimized for correct permissions and access.\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\",\"description\":\"FFF is a fast file finder with frecency-ranked results (frequent/recent files first, git-dirty files boosted).\\n\\n## Which Tool Should I Use?\\n\\n- **grep**: DEFAULT tool. Searches file CONTENTS -- definitions, usage, patterns. Use when you have a specific name or pattern.\\n- **find_files**: Explores which files/modules exist for a topic. Use when you DON'T have a specific identifier or LOOKING FOR A FILE.\\n- **multi_grep**: OR logic across multiple patterns. Use for case variants (e.g. ['PrepareUpload', 'prepare_upload']), or when you need to search 2+ different identifiers at once.\\n\\n## Core Rules\\n\\n### 1. Search BARE IDENTIFIERS only\\nGrep matches single lines. Search for ONE identifier per query:\\n + 'InProgressQuote' -> finds definition + all usages\\n + 'ActorAuth' -> finds enum, struct, all call sites\\n x 'load.*metadata.*InProgressQuote' -> regex spanning multiple tokens, 0 results\\n x 'ctx.data::' -> code syntax, too specific, 0 results\\n x 'struct ActorAuth' -> adding keywords narrows results, misses enums/traits/type aliases\\n x 'TODO.*#\\\\d+' -> complex regex, use simple 'TODO' then filter visually\\n\\n### 2. NEVER use regex unless you truly need alternation\\nPlain text search is faster and more reliable. Regex patterns like `.*`, `\\\\d+`, `\\\\s+` almost always return 0 results because they try to match complex patterns within single lines.\\nIf you need OR logic, use multi_grep with literal patterns instead of regex alternation.\\n\\n### 3. Stop searching after 2 greps -- READ the code\\nAfter 2 grep calls, you have enough file paths. Read the top result to understand the code.\\nDo NOT keep grepping with variations. More greps != better understanding.\\n\\n### 4. Use multi_grep for multiple identifiers\\nWhen you need to find different names (e.g. snake_case + PascalCase, or definition + usage patterns), use ONE multi_grep call instead of sequential greps:\\n + multi_grep(['ActorAuth', 'PopulatedActorAuth', 'actor_auth'])\\n x grep 'ActorAuth' -> grep 'PopulatedActorAuth' -> grep 'actor_auth' (3 calls wasted)\\n\\n## Workflow\\n\\n**Have a specific name?** -> grep the bare identifier.\\n**Need multiple name variants?** -> multi_grep with all variants in one call.\\n**Exploring a topic / finding files?** -> find_files.\\n**Got results?** -> Read the top file. Don't grep again.\\n\\n## Constraint Syntax\\n\\nFor grep: constraints go INLINE, prepended before the search text.\\nFor multi_grep: constraints go in the separate 'constraints' parameter.\\n\\nConstraints MUST match one of these formats:\\n Extension: '*.rs', '*.{ts,tsx}'\\n Directory: 'src/', 'quotes/'\\n Filename: 'schema.rs', 'src/main.rs'\\n Exclude: '!test/', '!*.spec.ts'\\n\\n! Bare words without extensions are NOT constraints. 'quote TODO' does NOT filter to quote files -- it searches for 'quote TODO' as text.\\n + 'schema.rs TODO' -> searches for 'TODO' in files schema.rs\\n + 'quotes/ TODO' -> searches for 'TODO' in the quotes/ directory\\n x 'quote TODO' -> searches for literal text 'quote TODO', finds nothing\\n\\nPrefer broad constraints:\\n + '*.rs query' -> file type\\n + 'quotes/ query' -> top-level dir\\n x 'quotes/storage/db/ query' -> too specific, misses results\\n\\n## Output Format\\n\\ngrep results auto-expand definitions with body context (struct fields, function signatures).\\nThis often provides enough information WITHOUT a follow-up Read call.\\nLines marked with | are definition body context. [def] marks definition files.\\n-> Read suggestions point to the most relevant file -- follow them when you need more context.\\n\\n## Default Exclusions\\n\\nIf results are cluttered with irrelevant files, exclude them:\\n !tests/ - exclude tests directory\\n !*.spec.ts - exclude test files\\n !generated/ - exclude generated code\"},{\"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":"2026-07-01T00:08:13.413248Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"d090e930-f217-410d-a4bd-79025649ad92"}],"tool_availability":{"BlockList":[{"Name":{"exact":"exit_plan_mode"}}]},"append_system_messages":[]},{"model":"adaptive","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 Adaptive.","metadata":{"metrics":null,"telemetry":{"source":"system","operation":"unknown"},"created_at":"2026-07-01T00:08:13.413510Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"572cd396-667f-4bd7-97f4-690173cc688a"}]},{"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":"2026-07-01T00:08:13.413534Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"fda0515f-8427-401c-84df-2019498ab32a"}]},{"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"],[{"Scope":{"Command":{"matcher":{"Prefix":"yt-dlp"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"ls"}}}},"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":16,"messages":[{"message_id":"d090e930-f217-410d-a4bd-79025649ad92","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.\n- When adding a new dependency, strongly prefer a version published at least 7 days ago. Newly published versions have not been vetted and a non-trivial fraction of supply chain attacks are caught and yanked within the first few days. Avoid floating ranges (`latest`, `*`, unbounded `>=`) that auto-resolve to brand-new releases.\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. Never modify repository security policies or compliance controls (e.g. `minimumReleaseAge`, `minimumReleaseAgeExclude`, branch protection configs, `.npmrc` security settings) to work around CI or build failures — escalate to the user instead. 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\nNEVER invoke `rg`, `grep`, or `find` as shell commands — use the provided search tools instead. They have been optimized for correct permissions and access.\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\",\"description\":\"FFF is a fast file finder with frecency-ranked results (frequent/recent files first, git-dirty files boosted).\\n\\n## Which Tool Should I Use?\\n\\n- **grep**: DEFAULT tool. Searches file CONTENTS -- definitions, usage, patterns. Use when you have a specific name or pattern.\\n- **find_files**: Explores which files/modules exist for a topic. Use when you DON'T have a specific identifier or LOOKING FOR A FILE.\\n- **multi_grep**: OR logic across multiple patterns. Use for case variants (e.g. ['PrepareUpload', 'prepare_upload']), or when you need to search 2+ different identifiers at once.\\n\\n## Core Rules\\n\\n### 1. Search BARE IDENTIFIERS only\\nGrep matches single lines. Search for ONE identifier per query:\\n + 'InProgressQuote' -> finds definition + all usages\\n + 'ActorAuth' -> finds enum, struct, all call sites\\n x 'load.*metadata.*InProgressQuote' -> regex spanning multiple tokens, 0 results\\n x 'ctx.data::' -> code syntax, too specific, 0 results\\n x 'struct ActorAuth' -> adding keywords narrows results, misses enums/traits/type aliases\\n x 'TODO.*#\\\\d+' -> complex regex, use simple 'TODO' then filter visually\\n\\n### 2. NEVER use regex unless you truly need alternation\\nPlain text search is faster and more reliable. Regex patterns like `.*`, `\\\\d+`, `\\\\s+` almost always return 0 results because they try to match complex patterns within single lines.\\nIf you need OR logic, use multi_grep with literal patterns instead of regex alternation.\\n\\n### 3. Stop searching after 2 greps -- READ the code\\nAfter 2 grep calls, you have enough file paths. Read the top result to understand the code.\\nDo NOT keep grepping with variations. More greps != better understanding.\\n\\n### 4. Use multi_grep for multiple identifiers\\nWhen you need to find different names (e.g. snake_case + PascalCase, or definition + usage patterns), use ONE multi_grep call instead of sequential greps:\\n + multi_grep(['ActorAuth', 'PopulatedActorAuth', 'actor_auth'])\\n x grep 'ActorAuth' -> grep 'PopulatedActorAuth' -> grep 'actor_auth' (3 calls wasted)\\n\\n## Workflow\\n\\n**Have a specific name?** -> grep the bare identifier.\\n**Need multiple name variants?** -> multi_grep with all variants in one call.\\n**Exploring a topic / finding files?** -> find_files.\\n**Got results?** -> Read the top file. Don't grep again.\\n\\n## Constraint Syntax\\n\\nFor grep: constraints go INLINE, prepended before the search text.\\nFor multi_grep: constraints go in the separate 'constraints' parameter.\\n\\nConstraints MUST match one of these formats:\\n Extension: '*.rs', '*.{ts,tsx}'\\n Directory: 'src/', 'quotes/'\\n Filename: 'schema.rs', 'src/main.rs'\\n Exclude: '!test/', '!*.spec.ts'\\n\\n! Bare words without extensions are NOT constraints. 'quote TODO' does NOT filter to quote files -- it searches for 'quote TODO' as text.\\n + 'schema.rs TODO' -> searches for 'TODO' in files schema.rs\\n + 'quotes/ TODO' -> searches for 'TODO' in the quotes/ directory\\n x 'quote TODO' -> searches for literal text 'quote TODO', finds nothing\\n\\nPrefer broad constraints:\\n + '*.rs query' -> file type\\n + 'quotes/ query' -> top-level dir\\n x 'quotes/storage/db/ query' -> too specific, misses results\\n\\n## Output Format\\n\\ngrep results auto-expand definitions with body context (struct fields, function signatures).\\nThis often provides enough information WITHOUT a follow-up Read call.\\nLines marked with | are definition body context. [def] marks definition files.\\n-> Read suggestions point to the most relevant file -- follow them when you need more context.\\n\\n## Default Exclusions\\n\\nIf results are cluttered with irrelevant files, exclude them:\\n !tests/ - exclude tests directory\\n !*.spec.ts - exclude test files\\n !generated/ - exclude generated code\"},{\"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":"2026-07-01T00:08:13.413248Z","finish_reason":null,"metrics":null},{"message_id":"fda0515f-8427-401c-84df-2019498ab32a","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":"2026-07-01T00:08:13.413534Z","finish_reason":null,"metrics":null},{"message_id":"572cd396-667f-4bd7-97f4-690173cc688a","node_id":18,"role":"system","content":"You are powered by Adaptive.","created_at":"2026-07-01T00:08:13.413510Z","finish_reason":null,"metrics":null},{"message_id":"aeedfbc5-7cda-4972-ae6f-d5d232a97a51","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: Tuesday, 2026-06-30\n\n","created_at":"2026-07-01T00:08:13.022118Z","finish_reason":null,"metrics":null},{"message_id":"ae7945d2-745d-4b70-b19b-97abf8355616","node_id":20,"role":"system","content":"\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- Secrets/tokens live in `~/.env` (e.g. `HF_TOKEN` for Hugging Face). Source it before use: `set -a; . ~/.env; set +a`\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## Fast Whisper transcription on Modal (A10G)\n\nFor transcribing long-form audio/video (interviews, podcasts, X/Twitter videos), use the\nutility at `~/Downloads/utilities/whisper_x/whisper_transcribe.py`. It does the full\npipeline: URL → yt-dlp download → ffmpeg audio extract → Modal volume upload →\nfaster-whisper on A10G → JSON + TXT output. Validated at **2.3 min wall clock for 65 min\nof audio** (no caching at any layer).\n\n### Usage\nShell alias (defined in `~/.zshrc`): `whisper`\n```bash\n# Transcribe an X/Twitter video (picks first playlist item)\nwhisper \"https://x.com/.../status/123\"\n\n# Pick a specific playlist item, use a smaller model\nwhisper \"https://x.com/...\" --playlist-item 2 --model-size medium\n\n# Transcribe a local audio file\nwhisper /path/to/audio.mp3 --name my-podcast\n\n# Custom output dir + keep downloaded source\nwhisper \"https://...\" --outdir ./transcripts --keep-source\n```\nTranscript text goes to stdout (pipe with `| pbcopy`); structured JSON + readable TXT\nsaved to `/.json` and `/.txt`.\n\n### Key optimizations (vs naive T4 run that took 11.7 min)\n- **A10G GPU** (~8x fp16 throughput vs T4; Modal ~$0.60/hr vs ~$0.16/hr — pennies for short jobs)\n- **`BatchedInferencePipeline`** with `batch_size=16` — batches encoder/decoder across chunks (2-4x)\n- **`beam_size=1`** (greedy) — ~2x faster, negligible WER increase for conversational speech\n- **`vad_filter=True`** — skips silence segments\n- **`compute_type=\"float16\"`** — halves memory bandwidth\n- **No caching**: `force_build=True` on apt/pip steps + unique `download_root` per run forces\n fresh image rebuild + fresh HF model download every time\n\n### Pinned versions (must match)\n- `faster-whisper==1.1.1` (provides `BatchedInferencePipeline`)\n- `ctranslate2==4.8.0`\n- Base image: `nvidia/cuda:12.6.3-cudnn-runtime-ubuntu22.04` (provides `libcublas.so.12`;\n `debian_slim` fails with `RuntimeError: Library libcublas.so.12 is not found`)\n\n### Audio prep (done automatically by the utility)\n```bash\nffmpeg -y -i input.mp4 -vn -ac 1 -ar 16000 -c:a aac -b:a 64k audio.m4a\n```\nMono 16kHz 64kbps AAC — a 65-min video (151 MB stream) becomes ~35 MB audio.\n\n### X/Twitter download notes\n- Tweet URLs can contain **playlists** (multiple videos). Use `--playlist-item N` to pick one.\n- Always use `-f bestaudio/best` to avoid downloading multi-GB high-bitrate video streams.\n- A 65-min interview's video variant can be 2.8+ GB; audio-only is ~63 MB (128 kbps).\n\n### Where things live\n- Utility: `~/Downloads/utilities/whisper_x/whisper_transcribe.py`\n- Strategy doc: `~/Downloads/utilities/whisper_x/STRATEGY.md` (full optimization breakdown)\n- Modal app (standalone): `~/Downloads/utilities/whisper_x/transcribe_fast.py`\n- Modal volume: `whisper-audio` (created automatically; holds uploaded audio files)\n- Modal profile: `aidenhuang-personal` (workspace with GPU access)\n\n\n\n\n\n\n","created_at":"2026-07-01T00:08:13.413896Z","finish_reason":null,"metrics":null},{"message_id":"126af008-5003-4137-86b4-d7bfc044bced","node_id":21,"role":"user","content":"https://www.youtube.com/watch?v=mpSYWXRYJdE","created_at":"2026-07-01T00:08:13.960346Z","finish_reason":null,"metrics":null},{"message_id":"38c4c814-0bbb-445b-8cc7-660e6b2dfb28","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/2026.8.18/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":"2026-07-01T00:08:13.960775Z","finish_reason":null,"metrics":null},{"message_id":"1c8a3c06-5b59-45eb-894f-1e905ee4606d","node_id":24,"role":"assistant","content":"I'll use yt-dlp to get the auto-generated captions for this YouTube video and summarize it.","tool_calls":[{"id":"toolu_01A5sUhVpky9h4vDZq3n12kL","name":"exec","arguments":{"command":"yt-dlp --list-subs \"https://www.youtube.com/watch?v=mpSYWXRYJdE\" 2>&1 | head -50"}}],"created_at":"2026-07-01T00:08:16.836671Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1332,"total_time_ms":2776,"input_tokens":3,"output_tokens":119,"cache_read_tokens":8988,"cache_creation_tokens":8957,"tpot_ms":12.134453781512605,"tokens_per_sec":82.40997229916898}},{"message_id":"f768cf7c-b37b-49cb-8db8-960da05bdc46","node_id":25,"role":"tool","content":"Output from command in shell ab98bc:\nWARNING: Your yt-dlp version (2025.12.08) is older than 90 days!\n It is strongly recommended to always use the latest version.\n You installed yt-dlp with pip or using the wheel from PyPi; Use that to update.\n To suppress this warning, add --no-update to your command/config.\n[youtube] Extracting URL: https://www.youtube.com/watch?v=mpSYWXRYJdE\n[youtube] mpSYWXRYJdE: Downloading webpage\n[youtube] mpSYWXRYJdE: Downloading tv client config\n[youtube] mpSYWXRYJdE: Downloading player 4918c89a-main\n[youtube] mpSYWXRYJdE: Downloading tv player API JSON\n[youtube] mpSYWXRYJdE: Downloading android sdkless player API JSON\n[youtube] [jsc:deno] Solving JS challenges using deno\nWARNING: [youtube] [jsc] Remote components challenge solver script (deno) and NPM package (deno) were skipped. These may be required to solve JS challenges. You can enable these downloads with --remote-components ejs:github (recommended) or --remote-components ejs:npm , respectively. For more information and alternatives, refer to https://github.com/yt-dlp/yt-dlp/wiki/EJS\nWARNING: [youtube] mpSYWXRYJdE: n challenge solving failed: Some formats may be missing. Ensure you have a supported JavaScript runtime and challenge solver script distribution installed. Review any warnings presented before this message. For more details, refer to https://github.com/yt-dlp/yt-dlp/wiki/EJS\n[info] Available automatic captions for mpSYWXRYJdE:\nLanguage Name Formats\nab Abkhazian vtt, srt, ttml, srv3, srv2, srv1, json3\naa Afar vtt, srt, ttml, srv3, srv2, srv1, json3\naf Afrikaans vtt, srt, ttml, srv3, srv2, srv1, json3\nak Akan vtt, srt, ttml, srv3, srv2, srv1, json3\nsq Albanian vtt, srt, ttml, srv3, srv2, srv1, json3\nam Amharic vtt, srt, ttml, srv3, srv2, srv1, json3\nar Arabic vtt, srt, ttml, srv3, srv2, srv1, json3\nhy Armenian vtt, srt, ttml, srv3, srv2, srv1, json3\nas Assamese vtt, srt, ttml, srv3, srv2, srv1, json3\nay Aymara vtt, srt, ttml, srv3, srv2, srv1, json3\naz Azerbaijani vtt, srt, ttml, srv3, srv2, srv1, json3\nbn Bangla vtt, srt, ttml, srv3, srv2, srv1, json3\nba Bashkir vtt, srt, ttml, srv3, srv2, srv1, json3\neu Basque vtt, srt, ttml, srv3, srv2, srv1, json3\nbe Belarusian vtt, srt, ttml, srv3, srv2, srv1, json3\nbho Bhojpuri vtt, srt, ttml, srv3, srv2, srv1, json3\nbs Bosnian vtt, srt, ttml, srv3, srv2, srv1, json3\nbr Breton vtt, srt, ttml, srv3, srv2, srv1, json3\nbg Bulgarian vtt, srt, ttml, srv3, srv2, srv1, json3\nmy Burmese vtt, srt, ttml, srv3, srv2, srv1, json3\nca Catalan vtt, srt, ttml, srv3, srv2, srv1, json3\nceb Cebuano vtt, srt, ttml, srv3, srv2, srv1, json3\nzh-Hans Chinese (Simplified) vtt, srt, ttml, srv3, srv2, srv1, json3\nzh-Hant Chinese (Traditional) vtt, srt, ttml, srv3, srv2, srv1, json3\nco Corsican vtt, srt, ttml, srv3, srv2, srv1, json3\nhr Croatian vtt, srt, ttml, srv3, srv2, srv1, json3\ncs Czech vtt, srt, ttml, srv3, srv2, srv1, json3\nda Danish vtt, srt, ttml, srv3, srv2, srv1, json3\ndv Divehi vtt, srt, ttml, srv3, srv2, srv1, json3\nnl Dutch vtt, srt, ttml, srv3, srv2, srv1, json3\ndz Dzongkha vtt, srt, ttml, srv3, srv2, srv1, json3\nen-orig English (Original) vtt, srt, ttml, srv3, srv2, srv1, json3\nen English vtt, srt, ttml, srv3, srv2, srv1, json3\neo Esperanto vtt, srt, ttml, srv3, srv2, srv1, json3\net Estonian vtt, srt, ttml, srv3, srv2, srv1, json3\n… (123 lines truncated)\n\nExit code: 0\n\n`| head -50` was parsed out (50 of 173 total lines shown).\n\nFull output written to: /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/f4ce9463/content.txt\n","created_at":"2026-07-01T00:08:19.472864Z","finish_reason":null,"metrics":null},{"message_id":"683b075d-110b-4393-bf71-c7542fe93bb8","node_id":27,"role":"assistant","content":"Good, English auto-generated captions are available. Let me download them now.","tool_calls":[{"id":"toolu_014PisujX6iS2hmWQ3n6HAjq","name":"exec","arguments":{"command":"cd /tmp && yt-dlp --write-auto-sub --sub-lang en --skip-download --sub-format vtt -o \"yt_caption\" \"https://www.youtube.com/watch?v=mpSYWXRYJdE\" 2>&1"}}],"created_at":"2026-07-01T00:08:23.300395Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1453,"total_time_ms":3826,"input_tokens":1,"output_tokens":134,"cache_read_tokens":17945,"cache_creation_tokens":1658,"tpot_ms":17.708955223880597,"tokens_per_sec":56.46860514117151}},{"message_id":"cd508297-5144-440f-b688-2ad5999fc15c","node_id":28,"role":"tool","content":"Output from command in shell 0b99f0:\nWARNING: Your yt-dlp version (2025.12.08) is older than 90 days!\n It is strongly recommended to always use the latest version.\n You installed yt-dlp with pip or using the wheel from PyPi; Use that to update.\n To suppress this warning, add --no-update to your command/config.\n[youtube] Extracting URL: https://www.youtube.com/watch?v=mpSYWXRYJdE\n[youtube] mpSYWXRYJdE: Downloading webpage\n[youtube] mpSYWXRYJdE: Downloading tv client config\n[youtube] mpSYWXRYJdE: Downloading player 4918c89a-main\n[youtube] mpSYWXRYJdE: Downloading tv player API JSON\n[youtube] mpSYWXRYJdE: Downloading android sdkless player API JSON\n[youtube] [jsc:deno] Solving JS challenges using deno\nWARNING: [youtube] [jsc] Remote components challenge solver script (deno) and NPM package (deno) were skipped. These may be required to solve JS challenges. You can enable these downloads with --remote-components ejs:github (recommended) or --remote-components ejs:npm , respectively. For more information and alternatives, refer to https://github.com/yt-dlp/yt-dlp/wiki/EJS\nWARNING: [youtube] mpSYWXRYJdE: n challenge solving failed: Some formats may be missing. Ensure you have a supported JavaScript runtime and challenge solver script distribution installed. Review any warnings presented before this message. For more details, refer to https://github.com/yt-dlp/yt-dlp/wiki/EJS\n[info] mpSYWXRYJdE: Downloading subtitles: en\n[info] mpSYWXRYJdE: Downloading 1 format(s): 139-20\n[info] Writing video subtitles to: yt_caption.en.vtt\n[download] Destination: yt_caption.en.vtt\n\r[download] 1.00KiB at Unknown B/s (00:00:00)\r[download] 3.00KiB at Unknown B/s (00:00:00)\r[download] 7.00KiB at Unknown B/s (00:00:00)\r[download] 15.00KiB at 5.11MiB/s (00:00:00)\r[download] 31.00KiB at 1.75MiB/s (00:00:00)\r[download] 63.00KiB at 2.42MiB/s (00:00:00)\r[download] 84.75KiB at 2.80MiB/s (00:00:00)\r[download] 100% of 84.75KiB in 00:00:00 at 690.63KiB/s\n\n\nExit code: 0","created_at":"2026-07-01T00:08:25.951727Z","finish_reason":null,"metrics":null},{"message_id":"72b64da0-bf13-4e8b-aca7-1da8bb383828","node_id":30,"role":"assistant","content":"","tool_calls":[{"id":"toolu_016k17rJmUFtMFCUj3a2eB9y","name":"exec","arguments":{"command":"cat /tmp/yt_caption.en.vtt | sed '/^[0-9][0-9]:[0-9][0-9]/d' | sed '/^$/d' | sed 's/<[^>]*>//g' | grep -v '^WEBVTT' | grep -v '^Kind:' | grep -v '^Language:' | sort -u | head -200"}}],"created_at":"2026-07-01T00:08:29.125384Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":3172,"input_tokens":1,"output_tokens":143,"cache_read_tokens":19603,"cache_creation_tokens":876,"tpot_ms":22.181818181818183,"tokens_per_sec":45.08196721311476}},{"message_id":"674c0be7-562b-42c4-94b5-33368b4d3147","node_id":31,"role":"tool","content":"Output from command in shell 2299b5:\n \n\"Yeah, this just isn't it's not a great\n$70 allin. Um, scroll wheel, it's fine.\na keyboard. I got to talk about\na Logitech hater. I just think the A9\na rhetorical question. Actually, the\na thing where I don't think like many 2C\naccidental scrolls. So, this is a pretty\nactually a lot of like post travel on\nactually be able to provide some type of\nadvertise as 39 plus - 3 g. So, they are\nall around like the mouse is very\nall. Considering the fact it's a $60\nand this is going to be a video\nAnd when I compare it to Logitech's\nany features I didn't cover, let me know\nas it is on the standard GPX. I will say\nas well. They say 800 hours of battery\nat a premium price, I'd be like, okay,\nATK's lying about like or just\nback to mice. The ATK A9 Mini Plus is a\nbe polling rate, click latency, but if\nbest budget mouse? Um, no. There are\nbest of the year so far, at least has\nbored of clones and seeing the same\nbouncier, more spammable feeling, ATK\nbuild quality, like when I squeeze\nbuild quality, weight, sensor\nbulky, too filling, too high profile.\nbut actually I'm just putting pressure\nBut before you invest in a mouse, ask\nbut that was a very different mouse\nbuttons. Um, but everything else like\nby default. So if you were to throw on\ncan provide a more stable connection.\ncan say about this that would cause\ncatalog of their products that I haven't\ncherry on top. And speaking of the web\ncome across my desk. I'm not testing\ncompanies are, but some people take\ncompared to 47 on the 2C. um with these\ncompared to like the $80 um G305 Super\ncomparing them up close. It's like if\ncompletely passable when you consider\nconnection. Are you missing the forest\ncool, but this implementation it just\ncould say like, \"Yeah, the 2C at least\nDay, it was like 105. It's just a very\ndecent amount of vertical room on the\ndiscussing the ATK A9 Mini Plus, one of\ndoes a messy job of it. Like for me,\ndoes come with very large stock skates\ndoesn't make as much sense when you can\ndot skates and the power play removed\ndots, you could probably get it um even\neffectively going to be the same shape.\neither. 3955 Nordic 54 L-15 chip. And\nespecially if you're somebody who has\nespecially low quality or really\nevery cheap Chinese mouse out there, but\nexactly the same shape shell experience.\nexample where ATK kind of brought the 2C\nexperienced high ping, packet loss,\nextraordinary. Um ATK, it's just\nfeel the plastic flex inwards a little,\nfeeling raw input. Yeah, it's just it\nfeeling, I honest I don't have a strong\nfeels like a very average Omron optical\nfor anybody who's still watching, I'm\nfor like future implementations or a\nfor the monthly subscription. You can\nfor the trees? Possibly. And this is not\nFortnite. I actually have paid for exit\nfractions of a millisecond, whether it\nfrom exit lag of course. Mice,\nfrom like the stiffer clicks and like a\nfrontheavy um but it's not as noticeable\nget free Discord Nitro if you use the\nget something like this dual 8K web\nget the annual plan for 50% off and you\nget you there. So, yeah, while you can\ngetting one of these mice, but just\ngoing to be suspicious of my ATK\ngood, not great feel along with the side\nGPX normal shape to just be like too\nGPX than pretty much anything else on\ngreat issue with it. Like their customer\nhand, it's really not something to like\nhard mouse to recommend. ATK does\nhard to imagine somebody who wants a\nhave an issue with. There is kind of\nhaving this in hand using it, it's not\nhold anything against the mouse because\nhonestly, if there was a 2C Super Strike\nI'm just testing these back to back,\nI'm not going to say it will bring your\nif you guys have any other questions,\nimplementation, but it's nothing like\nimplementation, the battery is very good\nin the comments below. But yeah, the A9\ninto play. They're a connection\nis it's a solid lightweight Police.\nis something you struggle with playing\nis substantiating. It's not going to be\nit has this going for it.\" Um, aside\nit like hoping there was something I\nit. Um, even if it did, maybe I would\nit's a solid budget release. one of the\nIt's like I don't know what to say. It's\nIt's like it I kind of see it as like,\nIt's very easy to recommend. I don't\nit's Yeah, there's really not anything I\njoint. So yeah, this is kind of just the\njust don't let me like build up a\nkeyboards in 2026. I've just been using\nkeyboards, doesn't matter. Exit lag all\nKovac, there's just such a minimal\nlag before, but I was a rube and I paid\nlevel of ATK experience that goes into\nlife. I don't know like how that claim\nLight, $80 W mouse Beast G, I mean, this\nlighter by a gram or two. Um, as far as\nlike 1v oneing in Fortnite or playing\nlike a bought and paid for review aides\nlike a hollow feel to them but um not\nlike cheaped out on the sensor or MCU\nlike Chinese mouse click implementation\nlike small to medium hands. You find the\nlike the 2C had the seal of approval,\nlike the design. There is a kind of a\nlink in the description QR code on the\nlooking for something like lighter,\nmake a pretty big difference. So, I\nmarket. Um, yeah, this is definitely\nme that I haven't reviewed the Hex 80.\nMini can definitely get the budget seal\nmini GPX getting this and feeling like\nMini Plus is a much more sensible\nmoney. Um, I will say like the clicks,\nmouse is a bit too small for me compared\nmouse with two actual sensors that will\nmouse, it really makes the 2C at 150\nmy wooting all year. Um, and yeah,\nnot going to lie. Sometimes I'm like,\nnot send me stuff. So yeah, this is not\nnotice it feeling slightly larger in\nnoticed that though with the way I press\nobsess over or worry about. It is\nof actual experience, it's not like they\nof approval. I really probably I mean\nof side to side wobble. Like this just\nokay, it's just kind of how Chinese\non central living in New York on\nopticals, which definitely have like a\noptimizer for gaming. If you've\noverexaggerating battery life,\nperformance difference. And I went into\nping from 60 to zero. It really is\nplenty of options, even like other\nposition which on paper it sounds very\npreference either way. But if you are\npretty much all dimensions, but it's not\nprice they do provide pretty much\npurchase if you're looking for a mini\nquality like there definitely is a bit\nRealistically, I probably wouldn't use\nreally just phoning it in.\" But on that\nreally misses the boat. So, I'm waiting\nreally will offer that. And this mouse\nrecommend checking them out. Yeah. Now,\nreviewed. Um, they're still upset with\nreviewer Dastrazac. And yeah, ATK, they\nrouting issues, disconnections, uh it\nscreen. I mean, so many of us care about\nsent this unit. Um, this is from fellow\nservers, something like exit lag can\nservice isn't good. There's definitely a\nshape um to more people because really\nshapes from ATK, MHose. Definitely a\nsharper, much more firm, like tighter\nshell clone of the GPro X Superite 2C.\nshells over and over, but this is a good\nshilling. I will say I didn't even get\nside buttons. I like the positioning.\nsimple release that I rate highly. It's\nslightly larger than the 2C um, in\nslightly more narrow um, grip width,\nsoftware um just solid functionality\nsoftware, there is virtual sensor\nsolid clone release. I know I'm very\nsomebody to buy it over the A9 Mini. So,\nsomebody who prefers like a raw um input\nsomething I can recommend if connection\nsomething I really complain much about.\nspecifically at this center point, I can\nspending well over $100 on this. It just\nsponsor of this video, Exit Lag, comes\nstate of mice in 2026. This is a really\nstyle. Really nothing wrong with this at\nswitches. It has a good sensor\n… (45 lines truncated)\n\nExit code: 0\n\n`| head -200` was parsed out (200 of 245 total lines shown).\n\nFull output written to: /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/27f085c3/content.txt\n","created_at":"2026-07-01T00:08:29.170118Z","finish_reason":null,"metrics":null},{"message_id":"298bd384-ff92-42d1-ade6-00b282d55630","node_id":33,"role":"assistant","content":"","tool_calls":[{"id":"toolu_01Q7eKvk9cBM78PL4Ky7zvT1","name":"exec","arguments":{"command":"# Get a cleaner sequential transcript - strip VTT formatting, deduplicate adjacent lines\npython3 -c \"\nimport re\n\nwith open('/tmp/yt_caption.en.vtt', 'r') as f:\n content = f.read()\n\n# Remove VTT header and timestamp lines\nlines = content.split('\\n')\ntext_lines = []\nfor line in lines:\n line = line.strip()\n if not line:\n continue\n if line.startswith('WEBVTT') or line.startswith('Kind:') or line.startswith('Language:'):\n continue\n if re.match(r'^\\d{2}:\\d{2}', line): # timestamp line\n continue\n # Remove HTML tags\n line = re.sub(r'<[^>]+>', '', line)\n if line:\n text_lines.append(line)\n\n# Deduplicate consecutive identical lines\ndeduped = []\nprev = None\nfor line in text_lines:\n if line != prev:\n deduped.append(line)\n prev = line\n\nprint('\\n'.join(deduped))\n\" 2>&1"}}],"created_at":"2026-07-01T00:08:35.290840Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":6119,"input_tokens":1,"output_tokens":327,"cache_read_tokens":20479,"cache_creation_tokens":2325,"tpot_ms":18.712538226299696,"tokens_per_sec":53.44010459225364}},{"message_id":"3ef44fd4-5f9e-4dd0-acca-1ece8a730b6e","node_id":34,"role":"tool","content":"Output from command in shell 1966c7:\nYo, what's good YouTube? It's Sportsy\nand this is going to be a video\ndiscussing the ATK A9 Mini Plus, one of\nthe best budget deals in gaming mice.\nBut before you invest in a mouse, ask\nyourself if you have invested in your\nconnection. Are you missing the forest\nfor the trees? Possibly. And this is not\na rhetorical question. Actually, the\nsponsor of this video, Exit Lag, comes\ninto play. They're a connection\noptimizer for gaming. If you've\nexperienced high ping, packet loss,\nrouting issues, disconnections, uh it\ncan provide a more stable connection.\nI'm not going to say it will bring your\nping from 60 to zero. It really is\nsomething I can recommend if connection\nis something you struggle with playing\non central living in New York on\nFortnite. I actually have paid for exit\nlag before, but I was a rube and I paid\nfor the monthly subscription. You can\nget the annual plan for 50% off and you\nget free Discord Nitro if you use the\nlink in the description QR code on the\nscreen. I mean, so many of us care about\nfractions of a millisecond, whether it\nbe polling rate, click latency, but if\nyou're playing on high ping different\nservers, something like exit lag can\nmake a pretty big difference. So, I\nrecommend checking them out. Yeah. Now,\nback to mice. The ATK A9 Mini Plus is a\nshell clone of the GPro X Superite 2C.\nUm, it comes in on my skill at 45 g\ncompared to 47 on the 2C. um with these\ndot skates and the power play removed\nwhich actually does make it a bit more\nfrontheavy um but it's not as noticeable\nas it is on the standard GPX. I will say\nthough ATK for a significantly lower\nprice they do provide pretty much\nexactly the same shape shell experience.\nYou get a solid coating. Um the click\nquality like there definitely is a bit\nof side to side wobble. Like this just\nfeels like a very average Omron optical\nlike Chinese mouse click implementation\nwhich is fine. Like it performs fine.\nAnd when I compare it to Logitech's\nopticals, which definitely have like a\nsharper, much more firm, like tighter\nfeeling, I honest I don't have a strong\npreference either way. But if you are\nlooking for something like lighter,\nbouncier, more spammable feeling, ATK\nreally will offer that. And this mouse\ndoes come with very large stock skates\nby default. So if you were to throw on\ndots, you could probably get it um even\nlighter by a gram or two. Um, as far as\nbuild quality, like when I squeeze\nspecifically at this center point, I can\nfeel the plastic flex inwards a little,\nbut actually I'm just putting pressure\nwith like a normal fingertip claw grip\nstyle. Really nothing wrong with this at\nall. Considering the fact it's a $60\nmouse, it really makes the 2C at 150\nwell over double the cost. Even on Prime\nDay, it was like 105. It's just a very\nhard mouse to recommend. ATK does\nadvertise as 39 plus - 3 g. So, they are\nvery off on the weight. Um, but in terms\nof actual experience, it's not like they\nlike cheaped out on the sensor or MCU\neither. 3955 Nordic 54 L-15 chip. And\nall around like the mouse is very\nslightly larger than the 2C um, in\npretty much all dimensions, but it's not\na thing where I don't think like many 2C\nusers are going to be buying this and\ncomparing them up close. It's like if\nyou want the mini GPX experience, um,\nthen the ATK A9 Mini Plus is going to\nget you there. So, yeah, while you can\nnotice it feeling slightly larger in\nhand, it's really not something to like\nobsess over or worry about. It is\neffectively going to be the same shape.\nUm, side button-wise, they also copied\nlike the design. There is a kind of a\ndecent amount of vertical room on the\nside buttons. I like the positioning.\nThe feeling is really fine. and the\nmouse is a bit too small for me compared\nto the Super Strike um to comfortably\nuse in Fortnite. But the side buttons\nthen the positioning I really didn't\nhave an issue with. There is kind of\nlike a hollow feel to them but um not\nespecially low quality or really\nunusable in any way. I guess there is\nactually a lot of like post travel on\nthis bottom button. I never really\nnoticed that though with the way I press\nthem with like this part of my thumb\njoint. So yeah, this is kind of just the\nstate of mice in 2026. This is a really\nsolid clone release. I know I'm very\nbored of clones and seeing the same\nshells over and over, but this is a good\nexample where ATK kind of brought the 2C\nshape um to more people because really\nspending well over $100 on this. It just\ndoesn't make as much sense when you can\nget something like this dual 8K web\nsoftware um just solid functionality\nweight for so much cheaper. And\nhonestly, if there was a 2C Super Strike\nat a premium price, I'd be like, okay,\nyou know, there's an argument to be made\nthere at least. But this has the optical\nswitches. It has a good sensor\nimplementation, but it's nothing like\nextraordinary. Um ATK, it's just\ncompletely passable when you consider\nthe price. It just I mean that's the\ncherry on top. And speaking of the web\nsoftware, there is virtual sensor\nposition which on paper it sounds very\ncool, but this implementation it just\ndoes a messy job of it. Like for me,\nsomebody who prefers like a raw um input\nfeeling raw input. Yeah, it's just it\nreally misses the boat. So, I'm waiting\nfor like future implementations or a\nmouse with two actual sensors that will\nactually be able to provide some type of\nvirtual sensor position similar to what\nthe Gwolves V did. Yeah, I don't really\nhold anything against the mouse because\nthat feature doesn't work properly.\nRealistically, I probably wouldn't use\nit. Um, even if it did, maybe I would\nthough. And yeah, I know some people are\ngoing to be suspicious of my ATK\nshilling. I will say I didn't even get\nsent this unit. Um, this is from fellow\nreviewer Dastrazac. And yeah, ATK, they\njust don't let me like build up a\ncatalog of their products that I haven't\nreviewed. Um, they're still upset with\nme that I haven't reviewed the Hex 80.\nIt's like I don't know what to say. It's\na keyboard. I got to talk about\nkeyboards in 2026. I've just been using\nmy wooting all year. Um, and yeah,\nthere's nothing like nothing really that\nthis provides and it's causing ATK to\nnot send me stuff. So yeah, this is not\nlike a bought and paid for review aides\nfrom exit lag of course. Mice,\nkeyboards, doesn't matter. Exit lag all\nthat matters. Um, and yeah, clearly not\na Logitech hater. I just think the A9\nMini Plus is a much more sensible\npurchase if you're looking for a mini\nGPX than pretty much anything else on\nthe market. Is it bo like bar none the\nbest budget mouse? Um, no. There are\nplenty of options, even like other\nshapes from ATK, MHose. Definitely a\nvery easy product to recommend,\nespecially if you're somebody who has\nlike small to medium hands. You find the\nGPX normal shape to just be like too\nbulky, too filling, too high profile.\nIt's very easy to recommend. I don't\nthink you can go wrong for like $60 to\n$70 allin. Um, scroll wheel, it's fine.\nThey have a b hop mode equivalent as\nwell. Um, so there won't be any like\naccidental scrolls. So, this is a pretty\nsimple release that I rate highly. It's\nhard to imagine somebody who wants a\nmini GPX getting this and feeling like\nthey've really been cheated out of their\nmoney. Um, I will say like the clicks,\nthey do just have like this kind of\ngood, not great feel along with the side\nbuttons. Um, but everything else like\nbuild quality, weight, sensor\nimplementation, the battery is very good\nas well. They say 800 hours of battery\nlife. I don't know like how that claim\nis substantiating. It's not going to be\nthat long. Yeah, it's a good segue. Um,\nfor anybody who's still watching, I'm\nnot going to lie. Sometimes I'm like,\n\"Yeah, this just isn't it's not a great\nvideo. This is not my best work. I'm\nreally just phoning it in.\" But on that\ntopic, what do you guys think about\nATK's lying about like or just\noverexaggerating battery life,\nunderelling the weight on their mice?\nIt's like it I kind of see it as like,\nokay, it's just kind of how Chinese\ncompanies are, but some people take\ngreat issue with it. Like their customer\nservice isn't good. There's definitely a\nlevel of ATK experience that goes into\ngetting one of these mice, but just\nhaving this in hand using it, it's not\nsomething I really complain much about.\nI'm just testing these back to back,\nlike 1v oneing in Fortnite or playing\nKovac, there's just such a minimal\nperformance difference. And I went into\nit like hoping there was something I\ncould say like, \"Yeah, the 2C at least\nit has this going for it.\" Um, aside\nfrom like the stiffer clicks and like a\nslightly more narrow um, grip width,\nit's Yeah, there's really not anything I\ncan say about this that would cause\nsomebody to buy it over the A9 Mini. So,\nif you guys have any other questions,\nany features I didn't cover, let me know\nin the comments below. But yeah, the A9\nMini can definitely get the budget seal\nof approval. I really probably I mean\nlike the 2C had the seal of approval,\nbut that was a very different mouse\nmarket. Um, yeah, this is definitely\nit's a solid budget release. one of the\nbest of the year so far, at least has\ncome across my desk. I'm not testing\nevery cheap Chinese mouse out there, but\ncompared to like the $80 um G305 Super\nLight, $80 W mouse Beast G, I mean, this\nis it's a solid lightweight Police.\n\n\nExit code: 0","created_at":"2026-07-01T00:08:35.339276Z","finish_reason":null,"metrics":null},{"message_id":"862d1042-9633-40c8-8c01-e6ce6a4c1cb1","node_id":36,"role":"assistant","content":"Here's a summary of the video:\n\n---\n\n## ATK A9 Mini Plus — Gaming Mouse Review\n\n**Creator:** Sportsy (YouTube)\n\n### What it is\nThe ATK A9 Mini Plus is a **shell clone of the Logitech GPro X Superlight 2C**, priced at around **$60–$70 all-in**. It weighs 45g (vs. 47g on the 2C), uses a **3955 sensor** and **Nordic 54 / L-15 chip**, and comes with optical switches and large stock skates.\n\n### The Good\n- **Shape:** Near-identical to the GPro X Superlight 2C — great for small-to-medium hands who find the standard GPX too bulky/high-profile\n- **Value:** At half the price (or less) of the 2C (~$150, even ~$105 on Prime Day), it's a much easier recommendation\n- **Build quality:** Acceptable for the price — minor plastic flex under pressure but nothing to worry about\n- **Battery:** Claimed 800 hours (reviewer is skeptical of the exact figure, but it's good)\n- **Software:** Solid, with virtual sensor positioning (though the implementation is currently rough)\n- **Scroll wheel:** Has a \"b-hop mode\" equivalent to prevent accidental scrolls\n\n### The Meh\n- **Clicks:** Average Omron optical feel — a bit looser/bouncier vs. Logitech's tighter, firmer feel\n- **Side buttons:** Some post-travel on the bottom button; slightly hollow feel, but functional\n- **Virtual sensor position:** Sounds cool on paper but doesn't work well in practice\n- **Weight claim:** ATK advertises 39g but it actually weighs ~45g — a common complaint about ATK overpromising\n\n### The Verdict\n**Budget seal of approval.** It's one of the best budget mice of 2026 so far. If you want the mini GPX experience without paying GPX prices, this is the obvious pick. It's hard to find a reason to buy the actual 2C over this at $60–70. Not the absolute best budget mouse (there are other shapes from ATK and Mhose to consider), but very easy to recommend for mini-GPX fans.\n\n**Sponsor note:** ExitLag (connection optimizer for gaming) is the video's sponsor — 50% off annual plan with Discord Nitro included via description link.","tool_calls":[],"created_at":"2026-07-01T00:08:50.296151Z","finish_reason":"stop","metrics":{"ttft_ms":1321,"total_time_ms":14955,"input_tokens":1,"output_tokens":564,"cache_read_tokens":22804,"cache_creation_tokens":2868,"tpot_ms":24.173758865248228,"tokens_per_sec":41.36717030952031}}]}