{"session":{"id":"serene-file","working_directory":"/Users/root1","backend_type":"Windsurf","model":"swe-1-7-lightning","agent_mode":"bypass","created_at":"2026-07-14T05:14:30+00:00","last_activity_at":"2026-07-14T05:14:43+00:00","title":"Rick Astley - Never Gonna Give You Up","main_chain_id":39,"shell_last_seen_index":0,"cogs_json":null,"workspace_dirs":null,"hidden":false,"metadata":null},"message_count":17,"messages":[{"message_id":"f8c00104-03c5-4a2a-85a5-2c7e25ec862e","node_id":18,"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://devin.ai/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-cli` 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\":\"cloudflare-observability\"},{\"name\":\"cloudflare-docs\"},{\"name\":\"playwright\"},{\"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\":\"cloudflare-bindings\"},{\"name\":\"cloudflare-builds\"},{\"name\":\"cloudflare\"}]}\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":"2026-07-14T05:14:29.940853Z","finish_reason":null,"metrics":null},{"message_id":"9e09b3cd-c1e8-4d75-830e-9b61c14f672d","node_id":19,"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":"2026-07-14T05:14:29.941241Z","finish_reason":null,"metrics":null},{"message_id":"2c5c9e75-3fe3-495c-9313-e78fad96b06d","node_id":20,"role":"system","content":"## Parallel tool calls\n\n- You have the capability to call multiple tools in a single response--when multiple independent pieces of information are requested, batch your tool calls together for optimal performance.\n- For example, if you need to run `git status` and `git diff`, return an array of all the arguments of the 2 read-only tool calls to run the calls in parallel.\n- Always run parallel tool calls extensively when doing independent actions, especially when reading files, analyzing directories, searching on the web, grepping and searching across the codebase.\n- Never perform dependent terminal commands or writes in parallel.","created_at":"2026-07-14T05:14:29.941224Z","finish_reason":null,"metrics":null},{"message_id":"3201a0cb-bf33-4415-b2e4-6e51b7b1ce05","node_id":21,"role":"system","content":"You are powered by SWE-1.7 Lightning.","created_at":"2026-07-14T05:14:29.941203Z","finish_reason":null,"metrics":null},{"message_id":"05583159-738b-494e-b6a0-11877f8c9891","node_id":22,"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: Monday, 2026-07-13\n\n","created_at":"2026-07-14T05:14:29.368260Z","finish_reason":null,"metrics":null},{"message_id":"7bebfa5a-96bb-4b46-887c-4c7d817953ca","node_id":23,"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- if asked to summarize a YouTube video, do not name the session until after reading and understanding the full YouTube video transcript\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## Cloudflare DNS management\n\nFor Cloudflare DNS management (adding/editing/deleting DNS records), use the **`cf` CLI** instead of `wrangler`.\nWrangler does not have DNS management capabilities, and its OAuth token doesn't work with the Cloudflare REST API for DNS operations.\n\n### Usage\n```bash\n# Check authentication status\ncf auth whoami\n\n# List DNS records for a zone\ncf dns records list -z aidenhuang.com\n\n# Add a DNS record\ncf dns records create -z aidenhuang.com --type CNAME --name devin --content \"target.example.com\" --proxied false\n\n# Delete a DNS record\ncf dns records delete -z aidenhuang.com \n```\n\nThe `cf` CLI uses the same OAuth authentication as `wrangler` and has proper DNS record permissions.\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":"2026-07-14T05:14:29.941664Z","finish_reason":null,"metrics":null},{"message_id":"7c6c2161-4ae0-4440-a45e-9a8cd3b1f0df","node_id":24,"role":"user","content":"https://www.youtube.com/watch?v=rW_aQiGKNEY&pp=ugUEEgJlbg%3D%3D","created_at":"2026-07-14T05:14:30.258324Z","finish_reason":null,"metrics":null},{"message_id":"c2a66020-63d4-49ca-889d-1500e5b9f25b","node_id":25,"role":"system","content":"\nThe following skills can be invoked using the `skill` tool. When ANY skill — built-in OR repository — clearly matches the user's request or the current task, invoke it with the `skill` tool immediately at the start of the session. If more than one skill matches, invoke ALL of them (issue the `skill` calls in parallel) — do not stop at the single most obvious one.\n\n- **durable-objects**: Create and review Cloudflare Durable Objects. Use when building stateful coordination (chat rooms, multiplayer games, booking systems), implementing RPC methods, SQLite storage, alarms, WebSockets, or reviewing DO code for best practices. Covers Workers integration, wrangler config, and testing with Vitest. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.claude/skills/durable-objects/SKILL.md)\n- **turnstile-spin**: Set up Cloudflare Turnstile end-to-end in a project — scan the codebase, create the widget via the Cloudflare API, deploy the managed siteverify Worker, write the frontend snippets, validate, and persist the skill. Load this when a user asks to add Turnstile, set up CAPTCHA, protect a form from bots, or fix a Turnstile integration. Mirrors developers.cloudflare.com/turnstile/spin. (source: /Users/root1/.config/devin/skills/turnstile-spin/SKILL.md)\n- **sandbox-sdk**: Build sandboxed applications for secure code execution. Load when building AI code execution, code interpreters, CI/CD systems, interactive dev environments, or executing untrusted code. Covers Sandbox SDK lifecycle, commands, files, code interpreter, and preview URLs. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.codeium/windsurf/skills/sandbox-sdk/SKILL.md)\n- **workers-best-practices**: Reviews and authors Cloudflare Workers code against production best practices. Load when writing new Workers, reviewing Worker code, configuring wrangler.jsonc, or checking for common Workers anti-patterns (streaming, floating promises, global state, secrets, bindings, observability). Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/workers-best-practices/SKILL.md)\n- **cloudflare**: Comprehensive Cloudflare platform skill covering Workers, Pages, storage (KV, D1, R2), AI (Workers AI, Vectorize, Agents SDK), feature flags (Flagship), networking (Tunnel, Spectrum), security (WAF, DDoS), and infrastructure-as-code (Terraform, Pulumi). Use for any Cloudflare development task. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.codeium/windsurf/skills/cloudflare/SKILL.md)\n- **wrangler**: Cloudflare Workers CLI for deploying, developing, and managing Workers, KV, R2, D1, Vectorize, Hyperdrive, Workers AI, Containers, Queues, Workflows, Pipelines, and Secrets Store. Load before running wrangler commands to ensure correct syntax and best practices. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.codeium/windsurf/skills/wrangler/SKILL.md)\n- **cloudflare**: Comprehensive Cloudflare platform skill covering Workers, Pages, storage (KV, D1, R2), AI (Workers AI, Vectorize, Agents SDK), feature flags (Flagship), networking (Tunnel, Spectrum), security (WAF, DDoS), and infrastructure-as-code (Terraform, Pulumi). Use for any Cloudflare development task. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/cloudflare/SKILL.md)\n- **cloudflare-agent-setup**: (source: /Users/root1/.devin/skills/cloudflare-agent-setup/SKILL.md)\n- **cloudflare-one**: Guides Cloudflare One Zero Trust and SASE work across Access, Gateway, WARP, Tunnel, Cloudflare WAN, DLP, CASB, device posture, and identity. Use when designing, configuring, troubleshooting, or reviewing Cloudflare One deployments. Retrieval-first: use current Cloudflare docs/API schemas instead of embedded product docs. (source: /Users/root1/.claude/skills/cloudflare-one/SKILL.md)\n- **turnstile-spin**: Set up Cloudflare Turnstile end-to-end in a project — scan the codebase, create the widget via the Cloudflare API, deploy the managed siteverify Worker, write the frontend snippets, validate, and persist the skill. Load this when a user asks to add Turnstile, set up CAPTCHA, protect a form from bots, or fix a Turnstile integration. Mirrors developers.cloudflare.com/turnstile/spin. (source: /Users/root1/.codeium/windsurf/skills/turnstile-spin/SKILL.md)\n- **workers-best-practices**: Reviews and authors Cloudflare Workers code against production best practices. Load when writing new Workers, reviewing Worker code, configuring wrangler.jsonc, or checking for common Workers anti-patterns (streaming, floating promises, global state, secrets, bindings, observability). Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.claude/skills/workers-best-practices/SKILL.md)\n- **agents-sdk**: Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, chat applications, voice agents, or browser automation. Covers Agent class, state management, callable RPC, Workflows, durable execution, queues, retries, observability, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.agents/skills/agents-sdk/SKILL.md)\n- **cloudflare-one-migrations**: Plans migrations from Zscaler ZIA/ZPA, Palo Alto, legacy VPN, SWG, or SASE stacks to Cloudflare One. Use for migration assessments, policy mapping, rollout plans, and parity/gap analysis. (source: /Users/root1/.codeium/windsurf/skills/cloudflare-one-migrations/SKILL.md)\n- **cloudflare-one**: Guides Cloudflare One Zero Trust and SASE work across Access, Gateway, WARP, Tunnel, Cloudflare WAN, DLP, CASB, device posture, and identity. Use when designing, configuring, troubleshooting, or reviewing Cloudflare One deployments. Retrieval-first: use current Cloudflare docs/API schemas instead of embedded product docs. (source: /Users/root1/.config/devin/skills/cloudflare-one/SKILL.md)\n- **cloudflare-email-service**: Send and receive transactional emails with Cloudflare Email Service (Email Sending + Email Routing). Use when building email sending (Workers binding or REST API), email routing, Agents SDK email handling, or integrating email into any app — Workers, Node.js, Python, Go, etc. Also use for email deliverability, SPF/DKIM/DMARC, wrangler email setup, MCP email tools, or when a coding agent needs to send emails. Even for simple requests like \"add email to my Worker\" — this skill has critical config details. (source: /Users/root1/.codeium/windsurf/skills/cloudflare-email-service/SKILL.md)\n- **durable-objects**: Create and review Cloudflare Durable Objects. Use when building stateful coordination (chat rooms, multiplayer games, booking systems), implementing RPC methods, SQLite storage, alarms, WebSockets, or reviewing DO code for best practices. Covers Workers integration, wrangler config, and testing with Vitest. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/durable-objects/SKILL.md)\n- **cloudflare-email-service**: Send and receive transactional emails with Cloudflare Email Service (Email Sending + Email Routing). Use when building email sending (Workers binding or REST API), email routing, Agents SDK email handling, or integrating email into any app — Workers, Node.js, Python, Go, etc. Also use for email deliverability, SPF/DKIM/DMARC, wrangler email setup, MCP email tools, or when a coding agent needs to send emails. Even for simple requests like \"add email to my Worker\" — this skill has critical config details. (source: /Users/root1/.config/devin/skills/cloudflare-email-service/SKILL.md)\n- **web-perf**: Analyzes web performance using Chrome DevTools MCP. Measures Core Web Vitals (LCP, INP, CLS) and supplementary metrics (FCP, TBT, Speed Index), identifies render-blocking resources, network dependency chains, layout shifts, caching issues, and accessibility gaps. Use when asked to audit, profile, debug, or optimize page load performance, Lighthouse scores, or site speed. Biases towards retrieval from current documentation over pre-trained knowledge. (source: /Users/root1/.codeium/windsurf/skills/web-perf/SKILL.md)\n- **wrangler**: Cloudflare Workers CLI for deploying, developing, and managing Workers, KV, R2, D1, Vectorize, Hyperdrive, Workers AI, Containers, Queues, Workflows, Pipelines, and Secrets Store. Load before running wrangler commands to ensure correct syntax and best practices. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/wrangler/SKILL.md)\n- **sandbox-sdk**: Build sandboxed applications for secure code execution. Load when building AI code execution, code interpreters, CI/CD systems, interactive dev environments, or executing untrusted code. Covers Sandbox SDK lifecycle, commands, files, code interpreter, and preview URLs. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/sandbox-sdk/SKILL.md)\n- **cloudflare-one-migrations**: Plans migrations from Zscaler ZIA/ZPA, Palo Alto, legacy VPN, SWG, or SASE stacks to Cloudflare One. Use for migration assessments, policy mapping, rollout plans, and parity/gap analysis. (source: /Users/root1/.config/devin/skills/cloudflare-one-migrations/SKILL.md)\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- **web-perf**: Analyzes web performance using Chrome DevTools MCP. Measures Core Web Vitals (LCP, INP, CLS) and supplementary metrics (FCP, TBT, Speed Index), identifies render-blocking resources, network dependency chains, layout shifts, caching issues, and accessibility gaps. Use when asked to audit, profile, debug, or optimize page load performance, Lighthouse scores, or site speed. Biases towards retrieval from current documentation over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/web-perf/SKILL.md)\n- **find-skills**: Helps users discover and install agent skills when they ask questions like \"how do I do X\", \"find a skill for X\", \"is there a skill that can...\", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill. (source: /Users/root1/.agents/skills/find-skills/SKILL.md)\n- **agents-sdk**: Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, chat applications, voice agents, or browser automation. Covers Agent class, state management, callable RPC, Workflows, durable execution, queues, retries, observability, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/agents-sdk/SKILL.md)\n- **devin-cli**: Look up Devin CLI documentation (skills, extensibility, configuration, commands, models, troubleshooting) (source: /Users/root1/.local/share/devin/cli/_versions/3000.1.27/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":"2026-07-14T05:14:30.259035Z","finish_reason":null,"metrics":null},{"message_id":"371f80b7-4a8a-40f6-8876-501f24709378","node_id":27,"role":"assistant","content":"I'll fetch the auto-generated captions for this YouTube video and then summarize them.","tool_calls":[{"id":"functions.exec:0","name":"exec","arguments":{"command":"yt-dlp --list-subs --skip-download \"https://www.youtube.com/watch?v=rW_aQiGKNEY&pp=ugUEEgJlbg%3D%3D\"","timeout":60000}}],"thinking":"We have a user pasted a YouTube link. Rules say: \"If I ever paste in a YouTube link, use yt-dlp to summarize the video.\" Also available skills none specifically YouTube summarization. Need use yt-dlp to get auto-generated captions and summarize. Need perhaps use shell to download captions. Need maybe use the background-computer-use? No need. We need get captions. Use yt-dlp. Need understand environment. We need execute command. We have cwd /Users/root1. Need run yt-dlp to extract captions and maybe title. Use yt-dlp --list-subs or download auto-generated captions. Then summarize transcript. Should not name session until after reading and understanding full transcript? That is about session naming; not relevant. Need be concise. Use exec. \n\nWe have rule \"Secrets/tokens live in ~/.env ...\" not relevant. Use yt-dlp. We should perhaps use available skills? None match yt-dlp. So directly exec. Need output transcript. The URL: https://www.youtube.com/watch?v=rW_aQiGKNEY&pp=ugUEEgJlbg%3D%3D. We need first get metadata and subtitles. Let's run `yt-dlp --list-subs --skip-download \"URL\"`. Then choose auto-generated English (en) subtitle. Then download transcript. Use `yt-dlp --write-auto-subs --sub-langs en --convert-subs srt --skip-download --sub-format srt -o /tmp/video \"URL\"`. Then read. Maybe yt-dlp installed. If not, ask. Let's run.","created_at":"2026-07-14T05:14:32.371231Z","finish_reason":"tool_calls","metrics":{"ttft_ms":903,"total_time_ms":1834,"input_tokens":17066,"output_tokens":408,"cache_read_tokens":512,"cache_creation_tokens":null,"tpot_ms":2.281862745098039,"tokens_per_sec":438.23845327604727}},{"message_id":"6b32d11b-1440-48fb-b7c3-a459d7a83f1e","node_id":28,"role":"tool","content":"Output from command in shell a0a01f:\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=rW_aQiGKNEY&pp=ugUEEgJlbg%3D%3D\n[youtube] rW_aQiGKNEY: Downloading webpage\n[youtube] rW_aQiGKNEY: Downloading tv client config\n[youtube] rW_aQiGKNEY: Downloading player dd53c628-main\n[youtube] rW_aQiGKNEY: Downloading tv player API JSON\n[youtube] rW_aQiGKNEY: 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] rW_aQiGKNEY: 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 rW_aQiGKNEY:\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\nee Ewe vtt, srt, ttml, srv3, srv2, srv1, json3\nfo Faroese vtt, srt, ttml, srv3, srv2, srv1, json3\nfj Fijian vtt, srt, ttml, srv3, srv2, srv1, json3\nfil Filipino vtt, srt, ttml, srv3, srv2, srv1, json3\nfi Finnish vtt, srt, ttml, srv3, srv2, srv1, json3\nfr French vtt, srt, ttml, srv3, srv2, srv1, json3\ngaa Ga vtt, srt, ttml, srv3, srv2, srv1, json3\ngl Galician vtt, srt, ttml, srv3, srv2, srv1, json3\nlg Ganda vtt, srt, ttml, srv3, srv2, srv1, json3\nka Georgian vtt, srt, ttml, srv3, srv2, srv1, json3\nde German vtt, srt, ttml, srv3, srv2, srv1, json3\nel Greek vtt, srt, ttml, srv3, srv2, srv1, json3\ngn Guarani vtt, srt, ttml, srv3, srv2, srv1, json3\ngu Gujarati vtt, srt, ttml, srv3, srv2, srv1, json3\nht Haitian Creole vtt, srt, ttml, srv3, srv2, srv1, json3\nha Hausa vtt, srt, ttml, srv3, srv2, srv1, json3\nhaw Hawaiian vtt, srt, ttml, srv3, srv2, srv1, json3\niw Hebrew vtt, srt, ttml, srv3, srv2, srv1, json3\nhi Hindi vtt, srt, ttml, srv3, srv2, srv1, json3\nhmn Hmong vtt, srt, ttml, srv3, srv2, srv1, json3\nhu Hungarian vtt, srt, ttml, srv3, srv2, srv1, json3\nis Icelandic vtt, srt, ttml, srv3, srv2, srv1, json3\nig Igbo vtt, srt, ttml, srv3, srv2, srv1, json3\nid Indonesian vtt, srt, ttml, srv3, srv2, srv1, json3\niu Inuktitut vtt, srt, ttml, srv3, srv2, srv1, json3\nga Irish vtt, srt, ttml, srv3, srv2, srv1, json3\nit Italian vtt, srt, ttml, srv3, srv2, srv1, json3\nja Japanese vtt, srt, ttml, srv3, srv2, srv1, json3\njv Javanese vtt, srt, ttml, srv3, srv2, srv1, json3\nkl Kalaallisut vtt, srt, ttml, srv3, srv2, srv1, json3\nkn Kannada vtt, srt, ttml, srv3, srv2, srv1, json3\nkk Kazakh vtt, srt, ttml, srv3, srv2, srv1, json3\nkha Khasi vtt, srt, ttml, srv3, srv2, srv1, json3\nkm Khmer vtt, srt, ttml, srv3, srv2, srv1, json3\nrw Kinyarwanda vtt, srt, ttml, srv3, srv2, srv1, json3\nko Korean vtt, srt, ttml, srv3, srv2, srv1, json3\nkri Krio vtt, srt, ttml, srv3, srv2, srv1, json3\nku Kurdish vtt, srt, ttml, srv3, srv2, srv1, json3\nky Kyrgyz vtt, srt, ttml, srv3, srv2, srv1, json3\nlo Lao vtt, srt, ttml, srv3, srv2, srv1, json3\nla Latin vtt, srt, ttml, srv3, srv2, srv1, json3\nlv Latvian vtt, srt, ttml, srv3, srv2, srv1, json3\nln Lingala vtt, srt, ttml, srv3, srv2, srv1, json3\nlt Lithuanian vtt, srt, ttml, srv3, srv2, srv1, json3\nlua Luba-Lulua vtt, srt, ttml, srv3, srv2, srv1, json3\nluo Luo vtt, srt, ttml, srv3, srv2, srv1, json3\nlb Luxembourgish vtt, srt, ttml, srv3, srv2, srv1, json3\nmk Macedonian vtt, srt, ttml, srv3, srv2, srv1, json3\nmg Malagasy vtt, srt, ttml, srv3, srv2, srv1, json3\nms Malay vtt, srt, ttml, srv3, srv2, srv1, json3\nml Malayalam vtt, srt, ttml, srv3, srv2, srv1, json3\nmt Maltese vtt, srt, ttml, srv3, srv2, srv1, json3\ngv Manx vtt, srt, ttml, srv3, srv2, srv1, json3\nmi Māori vtt, srt, ttml, srv3, srv2, srv1, json3\nmr Marathi vtt, srt, ttml, srv3, srv2, srv1, json3\nmn Mongolian vtt, srt, ttml, srv3, srv2, srv1, json3\nmfe Morisyen vtt, srt, ttml, srv3, srv2, srv1, json3\nne Nepali vtt, srt, ttml, srv3, srv2, srv1, json3\nnew Newari vtt, srt, ttml, srv3, srv2, srv1, json3\nnso Northern Sotho vtt, srt, ttml, srv3, srv2, srv1, json3\nno Norwegian vtt, srt, ttml, srv3, srv2, srv1, json3\nny Nyanja vtt, srt, ttml, srv3, srv2, srv1, json3\noc Occitan vtt, srt, ttml, srv3, srv2, srv1, json3\nor Odia vtt, srt, ttml, srv3, srv2, srv1, json3\nom Oromo vtt, srt, ttml, srv3, srv2, srv1, json3\nos Ossetic vtt, srt, ttml, srv3, srv2, srv1, json3\npam Pampanga vtt, srt, ttml, srv3, srv2, srv1, json3\nps Pashto vtt, srt, ttml, srv3, srv2, srv1, json3\nfa Persian vtt, srt, ttml, srv3, srv2, srv1, json3\npl Polish vtt, srt, ttml, srv3, srv2, srv1, json3\npt Portuguese vtt, srt, ttml, srv3, srv2, srv1, json3\npt-PT Portuguese (Portugal) vtt, srt, ttml, srv3, srv2, srv1, json3\npa Punjabi vtt, srt, ttml, srv3, srv2, srv1, json3\nqu Quechua vtt, srt, ttml, srv3, srv2, srv1, json3\nro Romanian vtt, srt, ttml, srv3, srv2, srv1, json3\nrn Rundi vtt, srt, ttml, srv3, srv2, srv1, json3\nru Russian vtt, srt, ttml, srv3, srv2, srv1, json3\nsm Samoan vtt, srt, ttml, srv3, srv2, srv1, json3\nsg Sango vtt, srt, ttml, srv3, srv2, srv1, json3\nsa Sanskrit vtt, srt, ttml, srv3, srv2, srv1, json3\ngd Scottish Gaelic vtt, srt, ttml, srv3, srv2, srv1, json3\nsr Serbian vtt, srt, ttml, srv3, srv2, srv1, json3\ncrs Seselwa Creole French vtt, srt, ttml, srv3, srv2, srv1, json3\nsn Shona vtt, srt, ttml, srv3, srv2, srv1, json3\nsd Sindhi vtt, srt, ttml, srv3, srv2, srv1, json3\nsi Sinhala vtt, srt, ttml, srv3, srv2, srv1, json3\nsk Slovak vtt, srt, ttml, srv3, srv2, srv1, json3\nsl Slovenian vtt, srt, ttml, srv3, srv2, srv1, json3\nso Somali vtt, srt, ttml, srv3, srv2, srv1, json3\nst Southern Sotho vtt, srt, ttml, srv3, srv2, srv1, json3\nes Spanish vtt, srt, ttml, srv3, srv2, srv1, json3\nsu Sundanese vtt, srt, ttml, srv3, srv2, srv1, json3\nsw Swahili vtt, srt, ttml, srv3, srv2, srv1, json3\nss Swati vtt, srt, ttml, srv3, srv2, srv1, json3\nsv Swedish vtt, srt, ttml, srv3, srv2, srv1, json3\ntg Tajik vtt, srt, ttml, srv3, srv2, srv1, json3\nta Tamil vtt, srt, ttml, srv3, srv2, srv1, json3\ntt Tatar vtt, srt, ttml, srv3, srv2, srv1, json3\nte Telugu vtt, srt, ttml, srv3, srv2, srv1, json3\nth Thai vtt, srt, ttml, srv3, srv2, srv1, json3\nbo Tibetan vtt, srt, ttml, srv3, srv2, srv1, json3\nti Tigrinya vtt, srt, ttml, srv3, srv2, srv1, json3\nto Tongan vtt, srt, ttml, srv3, srv2, srv1, json3\nts Tsonga vtt, srt, ttml, srv3, srv2, srv1, json3\ntn Tswana vtt, srt, ttml, srv3, srv2, srv1, json3\ntum Tumbuka vtt, srt, ttml, srv3, srv2, srv1, json3\ntr Turkish vtt, srt, ttml, srv3, srv2, srv1, json3\ntk Turkmen vtt, srt, ttml, srv3, srv2, srv1, json3\nuk Ukrainian vtt, srt, ttml, srv3, srv2, srv1, json3\nur Urdu vtt, srt, ttml, srv3, srv2, srv1, json3\nug Uyghur vtt, srt, ttml, srv3, srv2, srv1, json3\nuz Uzbek vtt, srt, ttml, srv3, srv2, srv1, json3\nve Venda vtt, srt, ttml, srv3, srv2, srv1, json3\nvi Vietnamese vtt, srt, ttml, srv3, srv2, srv1, json3\nwar Waray vtt, srt, ttml, srv3, srv2, srv1, json3\ncy Welsh vtt, srt, ttml, srv3, srv2, srv1, json3\nfy Western Frisian vtt, srt, ttml, srv3, srv2, srv1, json3\nwo Wolof vtt, srt, ttml, srv3, srv2, srv1, json3\nxh Xhosa vtt, srt, ttml, srv3, srv2, srv1, json3\nyi Yiddish vtt, srt, ttml, srv3, srv2, srv1, json3\nyo Yoruba vtt, srt, ttml, srv3, srv2, srv1, json3\nzu Zulu vtt, srt, ttml, srv3, srv2, srv1, json3\nrW_aQiGKNEY has no subtitles\n\n\nExit code: 0","created_at":"2026-07-14T05:14:35.098078Z","finish_reason":null,"metrics":null},{"message_id":"eb51a44a-9b1d-4ce0-8ec4-fe13f62d91a9","node_id":30,"role":"assistant","content":"","tool_calls":[{"id":"functions.exec:1","name":"exec","arguments":{"command":"yt-dlp --write-auto-subs --sub-langs en --convert-subs srt --skip-download --sub-format srt --no-update -o \"/tmp/youtube_summary\" \"https://www.youtube.com/watch?v=rW_aQiGKNEY&pp=ugUEEgJlbg%3D%3D\"","timeout":120000}}],"thinking":"It says no subtitles? Wait it lists automatic captions; then exit says has no subtitles. It probably means no manually uploaded subtitles. We have auto captions available. Need download English auto-generated captions. Use `yt-dlp --write-auto-subs --sub-lang en --convert-subs srt --skip-download --sub-format srt -o /tmp/video \"URL\"`. Might get title. Let's run.","created_at":"2026-07-14T05:14:35.976969Z","finish_reason":"tool_calls","metrics":{"ttft_ms":630,"total_time_ms":878,"input_tokens":5005,"output_tokens":174,"cache_read_tokens":17536,"cache_creation_tokens":null,"tpot_ms":1.4252873563218391,"tokens_per_sec":701.6129032258065}},{"message_id":"24b38e7c-b9e8-49ab-993c-abb1c1882eec","node_id":31,"role":"tool","content":"Output from command in shell efd91f:\n[youtube] Extracting URL: https://www.youtube.com/watch?v=rW_aQiGKNEY&pp=ugUEEgJlbg%3D%3D\n[youtube] rW_aQiGKNEY: Downloading webpage\n[youtube] rW_aQiGKNEY: Downloading tv client config\n[youtube] rW_aQiGKNEY: Downloading player dd53c628-main\n[youtube] rW_aQiGKNEY: Downloading tv player API JSON\n[youtube] rW_aQiGKNEY: 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] rW_aQiGKNEY: 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] rW_aQiGKNEY: Downloading subtitles: en\n[info] rW_aQiGKNEY: Downloading 1 format(s): 139-20\n[info] Writing video subtitles to: /tmp/youtube_summary.en.srt\n[download] Destination: /tmp/youtube_summary.en.srt\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 6.56MiB/s (00:00:00)\r[download] 15.00KiB at 4.21MiB/s (00:00:00)\r[download] 17.23KiB at 3.32MiB/s (00:00:00)\r[download] 100% of 17.23KiB in 00:00:00 at 181.02KiB/s\n[SubtitlesConvertor] Converting subtitles\n[SubtitlesConvertor] Subtitle file for srt is already in the requested format\n\n\nExit code: 0","created_at":"2026-07-14T05:14:38.429466Z","finish_reason":null,"metrics":null},{"message_id":"6d9e31eb-4f5b-402c-9308-1404fcb00635","node_id":33,"role":"assistant","content":"","tool_calls":[{"id":"functions.read:2","name":"read","arguments":{"file_path":"/tmp/youtube_summary.en.srt"}}],"thinking":"Now read subtitle file. We also need maybe get video title. Let's read file and maybe get title by extracting first line? Use exec `yt-dlp --print title` or read .srt. Use read tool.","created_at":"2026-07-14T05:14:39.119567Z","finish_reason":"tool_calls","metrics":{"ttft_ms":514,"total_time_ms":689,"input_tokens":782,"output_tokens":69,"cache_read_tokens":22528,"cache_creation_tokens":null,"tpot_ms":2.536231884057971,"tokens_per_sec":394.2857142857143}},{"message_id":"fe9dd880-b9e6-4c46-83a2-7e9c00f4df28","node_id":34,"role":"tool","content":"\n 1|1\n 2|00:00:00,000 --> 00:00:03,000\n 3|I don't actually think expensive\n 4|\n 5|2\n 6|00:00:01,520 --> 00:00:04,480\n 7|products are what make a great desk\n 8|\n 9|3\n 10|00:00:03,000 --> 00:00:06,400\n 11|setup. I think it's the hundreds of\n 12|\n 13|4\n 14|00:00:04,480 --> 00:00:08,120\n 15|small decisions that most people never\n 16|\n 17|5\n 18|00:00:06,400 --> 00:00:10,120\n 19|even think about. I mean, when I was a\n 20|\n 21|6\n 22|00:00:08,120 --> 00:00:12,280\n 23|kid, I was completely obsessed with desk\n 24|\n 25|7\n 26|00:00:10,120 --> 00:00:14,520\n 27|setups. I'd spend hours on YouTube just\n 28|\n 29|8\n 30|00:00:12,280 --> 00:00:16,320\n 31|scrolling wondering if I'd ever have\n 32|\n 33|9\n 34|00:00:14,520 --> 00:00:18,200\n 35|something like that for myself. Well,\n 36|\n 37|10\n 38|00:00:16,320 --> 00:00:20,280\n 39|yeah, fast forward about 7 years, I now\n 40|\n 41|11\n 42|00:00:18,200 --> 00:00:21,480\n 43|have one of those setups which younger\n 44|\n 45|12\n 46|00:00:20,280 --> 00:00:22,720\n 47|me would have looked at and thought,\n 48|\n 49|13\n 50|00:00:21,480 --> 00:00:24,880\n 51|\"I'm never going to have that.\" But,\n 52|\n 53|14\n 54|00:00:22,720 --> 00:00:26,880\n 55|somehow I now have it. And every time I\n 56|\n 57|15\n 58|00:00:24,880 --> 00:00:29,600\n 59|sit down here, I still have that exact\n 60|\n 61|16\n 62|00:00:26,880 --> 00:00:31,440\n 63|same moment that pops into my head. Wow,\n 64|\n 65|17\n 66|00:00:29,600 --> 00:00:33,040\n 67|this is actually mine. But, the\n 68|\n 69|18\n 70|00:00:31,440 --> 00:00:34,920\n 71|interesting part is that it's not really\n 72|\n 73|19\n 74|00:00:33,040 --> 00:00:36,840\n 75|about what I actually bought or the pure\n 76|\n 77|20\n 78|00:00:34,920 --> 00:00:38,440\n 79|money spent. It's how I designed the\n 80|\n 81|21\n 82|00:00:36,840 --> 00:00:40,000\n 83|space. When I started planning the\n 84|\n 85|22\n 86|00:00:38,440 --> 00:00:41,960\n 87|setup, the very first thing I thought\n 88|\n 89|23\n 90|00:00:40,000 --> 00:00:43,560\n 91|about was obviously the desk. Every\n 92|\n 93|24\n 94|00:00:41,960 --> 00:00:45,120\n 95|setup starts with a desk and I think\n 96|\n 97|25\n 98|00:00:43,560 --> 00:00:46,680\n 99|it's far more important than people like\n100|\n101|26\n102|00:00:45,120 --> 00:00:48,360\n103|to give it credit for. That's why when\n104|\n105|27\n106|00:00:46,680 --> 00:00:50,480\n107|designing the setup, I wanted something\n108|\n109|28\n110|00:00:48,360 --> 00:00:52,200\n111|that was clean, simple, and timeless\n112|\n113|29\n114|00:00:50,480 --> 00:00:53,920\n115|just so that it would get the job done.\n116|\n117|30\n118|00:00:52,200 --> 00:00:55,600\n119|My desk is actually pretty affordable.\n120|\n121|31\n122|00:00:53,920 --> 00:00:57,080\n123|It's probably one of the cheapest things\n124|\n125|32\n126|00:00:55,600 --> 00:00:59,080\n127|on my whole setup, which is kind of\n128|\n129|33\n130|00:00:57,080 --> 00:01:00,680\n131|crazy to say given that I just said it's\n132|\n133|34\n134|00:00:59,080 --> 00:01:01,960\n135|the foundation of everything. But, your\n136|\n137|35\n138|00:01:00,680 --> 00:01:03,680\n139|desk definitely doesn't have to be\n140|\n141|36\n142|00:01:01,960 --> 00:01:05,400\n143|expensive. It just has to be suitable\n144|\n145|37\n146|00:01:03,680 --> 00:01:07,400\n147|for its purpose. It's really simple.\n148|\n149|38\n150|00:01:05,400 --> 00:01:09,040\n151|It's just an IKEA Alex drawer with some\n152|\n153|39\n154|00:01:07,400 --> 00:01:11,560\n155|legs on the other side and then a simple\n156|\n157|40\n158|00:01:09,040 --> 00:01:13,360\n159|white IKEA desktop on top. I feel like\n160|\n161|41\n162|00:01:11,560 --> 00:01:15,120\n163|IKEA low-key cooked with the Alex drawer\n164|\n165|42\n166|00:01:13,360 --> 00:01:16,880\n167|because every single setup you're going\n168|\n169|43\n170|00:01:15,120 --> 00:01:18,680\n171|to see an Alex drawer like I'm surprised\n172|\n173|44\n174|00:01:16,880 --> 00:01:20,560\n175|they even constructed that many because\n176|\n177|45\n178|00:01:18,680 --> 00:01:22,240\n179|every single desk setup I've seen has\n180|\n181|46\n182|00:01:20,560 --> 00:01:23,400\n183|had an Alex drawer. I chose white\n184|\n185|47\n186|00:01:22,240 --> 00:01:25,520\n187|because when you're going for a budget\n188|\n189|48\n190|00:01:23,400 --> 00:01:27,200\n191|desk, the wood options usually don't\n192|\n193|49\n194|00:01:25,520 --> 00:01:28,840\n195|look that good. But, my white has given\n196|\n197|50\n198|00:01:27,200 --> 00:01:30,840\n199|me a really good foundation to build\n200|\n201|51\n202|00:01:28,840 --> 00:01:33,040\n203|basically anything on top of. Now, is it\n204|\n205|52\n206|00:01:30,840 --> 00:01:35,160\n207|perfect? Definitely not. The desk is\n208|\n209|53\n210|00:01:33,040 --> 00:01:36,800\n211|basically hollow. You can tap on it and\n212|\n213|54\n214|00:01:35,160 --> 00:01:40,360\n215|probably punch your hand through. And to\n216|\n217|55\n218|00:01:36,800 --> 00:01:40,360\n219|quickly validate my point,\n220|\n221|56\n222|00:01:40,440 --> 00:01:44,120\n223|we're not going to question how that got\n224|\n225|57\n226|00:01:41,960 --> 00:01:45,840\n227|there. And it scuffs pretty easily. But,\n228|\n229|58\n230|00:01:44,120 --> 00:01:47,600\n231|was it cheap? Does it do the job? And\n232|\n233|59\n234|00:01:45,840 --> 00:01:49,680\n235|does it still look good today? Yes. The\n236|\n237|60\n238|00:01:47,600 --> 00:01:51,520\n239|next decision wasn't actually what went\n240|\n241|61\n242|00:01:49,680 --> 00:01:53,160\n243|on the desk. It was how everything was\n244|\n245|62\n246|00:01:51,520 --> 00:01:54,560\n247|going to work behind the scenes. And let\n248|\n249|63\n250|00:01:53,160 --> 00:01:56,400\n251|me explain that to you. The cable\n252|\n253|64\n254|00:01:54,560 --> 00:01:58,440\n255|management is one of the most underrated\n256|\n257|65\n258|00:01:56,400 --> 00:02:00,240\n259|parts of the entire setup for most\n260|\n261|66\n262|00:01:58,440 --> 00:02:01,920\n263|people. Most people tend to think that\n264|\n265|67\n266|00:02:00,240 --> 00:02:03,479\n267|it's kind of hiding the cables after\n268|\n269|68\n270|00:02:01,920 --> 00:02:05,320\n271|you've put everything on the desk, but\n272|\n273|69\n274|00:02:03,479 --> 00:02:07,080\n275|in my opinion, it's so much better to\n276|\n277|70\n278|00:02:05,320 --> 00:02:09,080\n279|plan it out and do it before you've\n280|\n281|71\n282|00:02:07,080 --> 00:02:10,520\n283|actually got anything on the desk. One\n284|\n285|72\n286|00:02:09,080 --> 00:02:12,720\n287|of the biggest mistakes and the most\n288|\n289|73\n290|00:02:10,520 --> 00:02:14,480\n291|simplest things to fix is I see people\n292|\n293|74\n294|00:02:12,720 --> 00:02:16,000\n295|having cables that are just simply too\n296|\n297|75\n298|00:02:14,480 --> 00:02:17,480\n299|short. I mean, most monitors, most\n300|\n301|76\n302|00:02:16,000 --> 00:02:20,120\n303|peripherals come with cables that are\n304|\n305|77\n306|00:02:17,480 --> 00:02:21,680\n307|about 1.5 m in length, and that simply\n308|\n309|78\n310|00:02:20,120 --> 00:02:23,400\n311|isn't enough if you want to route it\n312|\n313|79\n314|00:02:21,680 --> 00:02:25,680\n315|properly. I personally measured all the\n316|\n317|80\n318|00:02:23,400 --> 00:02:27,360\n319|distances I would need to have good\n320|\n321|81\n322|00:02:25,680 --> 00:02:28,959\n323|management before I actually plugged\n324|\n325|82\n326|00:02:27,360 --> 00:02:30,520\n327|everything in. So, that meant ordering\n328|\n329|83\n330|00:02:28,959 --> 00:02:32,920\n331|some cables online. I mean, this only\n332|\n333|84\n334|00:02:30,520 --> 00:02:35,360\n335|came out to about $30 in extra cost, but\n336|\n337|85\n338|00:02:32,920 --> 00:02:37,040\n339|it just made for a way cleaner setup.\n340|\n341|86\n342|00:02:35,360 --> 00:02:38,880\n343|Alongside this, the basic stuff like\n344|\n345|87\n346|00:02:37,040 --> 00:02:40,760\n347|cable raceways, I've also got monitor\n348|\n349|88\n350|00:02:38,880 --> 00:02:42,560\n351|arm routing through the monitors, and\n352|\n353|89\n354|00:02:40,760 --> 00:02:44,520\n355|then pretty simple under the desk\n356|\n357|90\n358|00:02:42,560 --> 00:02:46,560\n359|trunking. It just made the final result\n360|\n361|91\n362|00:02:44,520 --> 00:02:48,120\n363|look like it's pretty much wireless. And\n364|\n365|92\n366|00:02:46,560 --> 00:02:49,760\n367|since I built it, some of the cables\n368|\n369|93\n370|00:02:48,120 --> 00:02:51,560\n371|have sagged a bit, so it's not perfect\n372|\n373|94\n374|00:02:49,760 --> 00:02:53,520\n375|anymore, but when I constructed it, it\n376|\n377|95\n378|00:02:51,560 --> 00:02:55,920\n379|looked [music] pretty perfect. And yeah,\n380|\n381|96\n382|00:02:53,520 --> 00:02:58,160\n383|it it might look pretty perfect, but\n384|\n385|97\n386|00:02:55,920 --> 00:02:59,840\n387|this is what you don't see, not perfect.\n388|\n389|98\n390|00:02:58,160 --> 00:03:01,560\n391|Once the foundation was sorted and\n392|\n393|99\n394|00:02:59,840 --> 00:03:03,040\n395|planned, the next thing was deciding\n396|\n397|100\n398|00:03:01,560 --> 00:03:05,080\n399|what was going to power the setup, and\n400|\n401|101\n402|00:03:03,040 --> 00:03:07,280\n403|for me, that was always going to be a\n404|\n405|102\n406|00:03:05,080 --> 00:03:09,480\n407|PC. Probably because I already had a PC,\n408|\n409|103\n410|00:03:07,280 --> 00:03:11,239\n411|but PC is just superior [music] in my\n412|\n413|104\n414|00:03:09,480 --> 00:03:13,120\n415|opinion. Don't mean to offend anyone.\n416|\n417|105\n418|00:03:11,239 --> 00:03:15,040\n419|When it comes to the PC, I wanted mine\n420|\n421|106\n422|00:03:13,120 --> 00:03:16,800\n423|on the desk. Some people like that super\n424|\n425|107\n426|00:03:15,040 --> 00:03:18,280\n427|ultra clean minimal look where you hide\n428|\n429|108\n430|00:03:16,800 --> 00:03:19,920\n431|your PC under the desk, where it looks\n432|\n433|109\n434|00:03:18,280 --> 00:03:21,720\n435|like you just have two monitors running\n436|\n437|110\n438|00:03:19,920 --> 00:03:23,840\n439|on nothing. But for me, my PC looks\n440|\n441|111\n442|00:03:21,720 --> 00:03:25,720\n443|amazing, and I had to have it on show. I\n444|\n445|112\n446|00:03:23,840 --> 00:03:27,720\n447|personally went with one of the aquarium\n448|\n449|113\n450|00:03:25,720 --> 00:03:29,720\n451|corner style glass cases because I think\n452|\n453|114\n454|00:03:27,720 --> 00:03:32,040\n455|they look really elegant and clean. I\n456|\n457|115\n458|00:03:29,720 --> 00:03:34,160\n459|also kept it entirely black, obviously\n460|\n461|116\n462|00:03:32,040 --> 00:03:34,800\n463|apart from the RGB. You can't have black\n464|\n465|117\n466|00:03:34,160 --> 00:03:36,320\n467|RGB [music]\n468|\n469|118\n470|00:03:34,800 --> 00:03:38,480\n471|unless you turn it off. Connected to the\n472|\n473|119\n474|00:03:36,320 --> 00:03:39,880\n475|PC is the centerpiece of the entire\n476|\n477|120\n478|00:03:38,480 --> 00:03:42,000\n479|setup, [music] and I designed this\n480|\n481|121\n482|00:03:39,880 --> 00:03:44,040\n483|specifically based on what I've used in\n484|\n485|122\n486|00:03:42,000 --> 00:03:46,000\n487|the past. I've tried pretty much every\n488|\n489|123\n490|00:03:44,040 --> 00:03:48,160\n491|single layout imaginable. I've gone from\n492|\n493|124\n494|00:03:46,000 --> 00:03:50,080\n495|a single monitor to dual landscape to an\n496|\n497|125\n498|00:03:48,160 --> 00:03:52,400\n499|ultra-wide to a dual ultra-wide [music]\n500|\n501|126\n502|00:03:50,080 --> 00:03:54,240\n503|to a landscape and a portrait, and the\n504|\n505|127\n506|00:03:52,400 --> 00:03:56,720\n507|one I stuck with as you can see behind\n508|\n509|128\n510|00:03:54,240 --> 00:03:58,080\n511|me is the landscape and portrait setup.\n512|\n513|129\n514|00:03:56,720 --> 00:04:00,080\n515|Okay, I mean the only thing I haven't\n516|\n517|130\n518|00:03:58,080 --> 00:04:01,680\n519|technically tried is three monitors or\n520|\n521|131\n522|00:04:00,080 --> 00:04:03,640\n523|more. I mean, I do have a spare monitor\n524|\n525|132\n526|00:04:01,680 --> 00:04:05,200\n527|so I technically could but I just don't\n528|\n529|133\n530|00:04:03,640 --> 00:04:07,240\n531|really have the space on my desk. For\n532|\n533|134\n534|00:04:05,200 --> 00:04:09,560\n535|me, it's just the best of both worlds.\n536|\n537|135\n538|00:04:07,240 --> 00:04:11,080\n539|You get good productivity, the gaming is\n540|\n541|136\n542|00:04:09,560 --> 00:04:12,920\n543|obviously good because my main monitor\n544|\n545|137\n546|00:04:11,080 --> 00:04:14,720\n547|is good and I think the aesthetics look\n548|\n549|138\n550|00:04:12,920 --> 00:04:16,600\n551|really cool [music] at the same time. I\n552|\n553|139\n554|00:04:14,720 --> 00:04:19,000\n555|think the proportions of a landscape and\n556|\n557|140\n558|00:04:16,600 --> 00:04:20,359\n559|portrait setup just flow really well and\n560|\n561|141\n562|00:04:19,000 --> 00:04:22,480\n563|visually [music] just gives a really\n564|\n565|142\n566|00:04:20,359 --> 00:04:24,880\n567|clean look. This is also assisted by the\n568|\n569|143\n570|00:04:22,480 --> 00:04:26,040\n571|fact I properly mounted them on a dual\n572|\n573|144\n574|00:04:24,880 --> 00:04:28,000\n575|monitor [music] arm which has some\n576|\n577|145\n578|00:04:26,040 --> 00:04:29,400\n579|really nice cable routing inside and\n580|\n581|146\n582|00:04:28,000 --> 00:04:31,200\n583|this leads me to one of the biggest\n584|\n585|147\n586|00:04:29,400 --> 00:04:33,000\n587|lessons that I learned when I built my\n588|\n589|148\n590|00:04:31,200 --> 00:04:34,840\n591|desk setup. The upgrades that can\n592|\n593|149\n594|00:04:33,000 --> 00:04:37,240\n595|completely change your space aren't\n596|\n597|150\n598|00:04:34,840 --> 00:04:39,080\n599|necessarily the really expensive ones.\n600|\n601|151\n602|00:04:37,240 --> 00:04:41,880\n603|And I know that sounds really, really\n604|\n605|152\n606|00:04:39,080 --> 00:04:43,720\n607|cliche but I promise it's actually true.\n608|\n609|153\n610|00:04:41,880 --> 00:04:45,760\n611|One of the biggest upgrades I made was\n612|\n613|154\n614|00:04:43,720 --> 00:04:47,360\n615|simply just the lighting. On some of my\n616|\n617|155\n618|00:04:45,760 --> 00:04:49,000\n619|older setups, I didn't really take\n620|\n621|156\n622|00:04:47,360 --> 00:04:50,760\n623|lighting seriously. It was mainly just\n624|\n625|157\n626|00:04:49,000 --> 00:04:52,520\n627|lit by the room itself and it really\n628|\n629|158\n630|00:04:50,760 --> 00:04:54,200\n631|didn't look like those setups which had\n632|\n633|159\n634|00:04:52,520 --> 00:04:56,280\n635|that clean lighting which I'd see\n636|\n637|160\n638|00:04:54,200 --> 00:04:59,080\n639|online. So when I built this one, I knew\n640|\n641|161\n642|00:04:56,280 --> 00:05:00,880\n643|I had to get the lighting perfect so it\n644|\n645|162\n646|00:04:59,080 --> 00:05:02,600\n647|looked as good as possible. And that\n648|\n649|163\n650|00:05:00,880 --> 00:05:04,560\n651|definitely doesn't mean a lot because\n652|\n653|164\n654|00:05:02,600 --> 00:05:06,280\n655|I've only got three main light sources\n656|\n657|165\n658|00:05:04,560 --> 00:05:08,120\n659|on this whole desk [music] and I think\n660|\n661|166\n662|00:05:06,280 --> 00:05:09,919\n663|they do a pretty good job. Behind the\n664|\n665|167\n666|00:05:08,120 --> 00:05:12,440\n667|desk before I put anything on it, I\n668|\n669|168\n670|00:05:09,919 --> 00:05:14,040\n671|simply got an RGB strip light from Govee\n672|\n673|169\n674|00:05:12,440 --> 00:05:15,800\n675|and just put that around the back and\n676|\n677|170\n678|00:05:14,040 --> 00:05:17,800\n679|then with the excess, I put it on the\n680|\n681|171\n682|00:05:15,800 --> 00:05:20,040\n683|Alex drawer behind it so you get a whole\n684|\n685|172\n686|00:05:17,800 --> 00:05:22,640\n687|nice glow behind that section. I also\n688|\n689|173\n690|00:05:20,040 --> 00:05:24,320\n691|paired this with some RGB bar lights, I\n692|\n693|174\n694|00:05:22,640 --> 00:05:26,919\n695|think they're called, from Govee. I put\n696|\n697|175\n698|00:05:24,320 --> 00:05:28,760\n699|one behind my PC and then one behind my\n700|\n701|176\n702|00:05:26,919 --> 00:05:30,720\n703|portrait monitor. I think that also\n704|\n705|177\n706|00:05:28,760 --> 00:05:32,680\n707|gives a really nice subtle glow on the\n708|\n709|178\n710|00:05:30,720 --> 00:05:35,000\n711|wall. And the last lighting upgrade I\n712|\n713|179\n714|00:05:32,680 --> 00:05:36,360\n715|put on my setup was a monitor light bar.\n716|\n717|180\n718|00:05:35,000 --> 00:05:38,120\n719|It's just one of those products that\n720|\n721|181\n722|00:05:36,360 --> 00:05:40,240\n723|sound pretty boring and useless until\n724|\n725|182\n726|00:05:38,120 --> 00:05:41,600\n727|you actually try one then I guarantee\n728|\n729|183\n730|00:05:40,240 --> 00:05:42,960\n731|once you try one, you're probably not\n732|\n733|184\n734|00:05:41,600 --> 00:05:44,720\n735|going to go back. Another pretty\n736|\n737|185\n738|00:05:42,960 --> 00:05:46,480\n739|surprising upgrade was adding some\n740|\n741|186\n742|00:05:44,720 --> 00:05:47,840\n743|plants to my desk. And yes, I know\n744|\n745|187\n746|00:05:46,480 --> 00:05:49,280\n747|they're fake plants before anyone\n748|\n749|188\n750|00:05:47,840 --> 00:05:50,640\n751|comments saying. [music] The plants sort\n752|\n753|189\n754|00:05:49,280 --> 00:05:52,520\n755|of help out in breaking up all the\n756|\n757|190\n758|00:05:50,640 --> 00:05:54,440\n759|straight lines on the desk and just make\n760|\n761|191\n762|00:05:52,520 --> 00:05:56,000\n763|the space a lot more inviting. And then\n764|\n765|192\n766|00:05:54,440 --> 00:05:57,440\n767|it came to picking my peripherals and\n768|\n769|193\n770|00:05:56,000 --> 00:05:59,200\n771|peripherals for me probably weren't as\n772|\n773|194\n774|00:05:57,440 --> 00:06:01,000\n775|important as other people, but they were\n776|\n777|195\n778|00:05:59,200 --> 00:06:03,120\n779|still very important. I wanted it to\n780|\n781|196\n782|00:06:01,000 --> 00:06:04,440\n783|feel extremely intentional. My keyboard\n784|\n785|197\n786|00:06:03,120 --> 00:06:06,000\n787|is from Keychron and it was actually\n788|\n789|198\n790|00:06:04,440 --> 00:06:07,400\n791|sent out to me, but I probably would\n792|\n793|199\n794|00:06:06,000 --> 00:06:08,960\n795|have gone for something similar. I\n796|\n797|200\n798|00:06:07,400 --> 00:06:10,560\n799|really like the wooden accents on the\n800|\n801|201\n802|00:06:08,960 --> 00:06:12,160\n803|side and also the fact that it's\n804|\n805|202\n806|00:06:10,560 --> 00:06:14,120\n807|wireless, but it doesn't look too\n808|\n809|203\n810|00:06:12,160 --> 00:06:16,040\n811|game-y. Just make it a really [music]\n812|\n813|204\n814|00:06:14,120 --> 00:06:18,280\n815|good fit for my desk. And it's also hall\n816|\n817|205\n818|00:06:16,040 --> 00:06:20,240\n819|effect, so it's got ultra-fast response\n820|\n821|206\n822|00:06:18,280 --> 00:06:21,869\n823|times when you're typing. Alongside that\n824|\n825|207\n826|00:06:20,240 --> 00:06:22,400\n827|is my Logitech G Pro X Superlight\n828|\n829|208\n830|00:06:21,869 --> 00:06:24,080\n831|[music]\n832|\n833|209\n834|00:06:22,400 --> 00:06:26,200\n835|2. And when I was building the setup, I\n836|\n837|210\n838|00:06:24,080 --> 00:06:27,960\n839|realized that the desk being white was\n840|\n841|211\n842|00:06:26,200 --> 00:06:30,120\n843|quite a lot when you looked at it. So, I\n844|\n845|212\n846|00:06:27,960 --> 00:06:32,360\n847|put it on top of a extra-large black\n848|\n849|213\n850|00:06:30,120 --> 00:06:34,280\n851|mouse pad just because this helps break\n852|\n853|214\n854|00:06:32,360 --> 00:06:35,880\n855|up a white desk and so it doesn't look\n856|\n857|215\n858|00:06:34,280 --> 00:06:37,919\n859|too overwhelming. But if there's one\n860|\n861|216\n862|00:06:35,880 --> 00:06:39,880\n863|thing on my whole setup that really\n864|\n865|217\n866|00:06:37,919 --> 00:06:41,720\n867|elevated the whole space and makes the\n868|\n869|218\n870|00:06:39,880 --> 00:06:43,400\n871|whole setup feel like it's actually\n872|\n873|219\n874|00:06:41,720 --> 00:06:46,160\n875|mine, it's not actually on the desk\n876|\n877|220\n878|00:06:43,400 --> 00:06:47,800\n879|itself. It's on the shelf beside it.\n880|\n881|221\n882|00:06:46,160 --> 00:06:49,600\n883|I've got an IKEA Kallax and it's filled\n884|\n885|222\n886|00:06:47,800 --> 00:06:51,520\n887|up with a lot of random decorations,\n888|\n889|223\n890|00:06:49,600 --> 00:06:53,240\n891|fake plants, and just technology I've\n892|\n893|224\n894|00:06:51,520 --> 00:06:54,800\n895|collected along the years. And while\n896|\n897|225\n898|00:06:53,240 --> 00:06:56,560\n899|individually none of them are really\n900|\n901|226\n902|00:06:54,800 --> 00:06:58,520\n903|that important to the desk, but they\n904|\n905|227\n906|00:06:56,560 --> 00:07:00,280\n907|just add some [music] personality to the\n908|\n909|228\n910|00:06:58,520 --> 00:07:01,800\n911|whole space in general. The biggest\n912|\n913|229\n914|00:07:00,280 --> 00:07:03,480\n915|mistake I made over the years of\n916|\n917|230\n918|00:07:01,800 --> 00:07:04,960\n919|building the setup was cheaping out on\n920|\n921|231\n922|00:07:03,480 --> 00:07:06,800\n923|the things that I thought wouldn't\n924|\n925|232\n926|00:07:04,960 --> 00:07:08,440\n927|matter. But ironically like cable\n928|\n929|233\n930|00:07:06,800 --> 00:07:10,280\n931|management and lighting, they ended up\n932|\n933|234\n934|00:07:08,440 --> 00:07:12,200\n935|being some of the most important parts\n936|\n937|235\n938|00:07:10,280 --> 00:07:13,840\n939|of the whole space. And it tends to be\n940|\n941|236\n942|00:07:12,200 --> 00:07:15,320\n943|all the small details that just help to\n944|\n945|237\n946|00:07:13,840 --> 00:07:17,200\n947|make the space [music] feel complete.\n948|\n949|238\n950|00:07:15,320 --> 00:07:19,120\n951|And while this setup probably will never\n952|\n953|239\n954|00:07:17,200 --> 00:07:20,720\n955|be complete, there's always upgrades\n956|\n957|240\n958|00:07:19,120 --> 00:07:22,560\n959|that I'm going to make as technology\n960|\n961|241\n962|00:07:20,720 --> 00:07:24,840\n963|evolves. It's still become the space\n964|\n965|242\n966|00:07:22,560 --> 00:07:28,720\n967|that helps me work, create, and just\n968|\n969|243\n970|00:07:24,840 --> 00:07:28,720\n971|enjoy life every single day.\n","created_at":"2026-07-14T05:14:39.175649Z","finish_reason":null,"metrics":null},{"message_id":"38a8a153-5cff-4346-816d-f3fa7b945053","node_id":36,"role":"assistant","content":"","tool_calls":[{"id":"functions.exec:3","name":"exec","arguments":{"command":"yt-dlp --no-update --print title \"https://www.youtube.com/watch?v=rW_aQiGKNEY&pp=ugUEEgJlbg%3D%3D\"","timeout":60000}}],"thinking":"Need summarize transcript. Need maybe also get video title to present. Can run yt-dlp --print title. Let's do that.","created_at":"2026-07-14T05:14:40.002922Z","finish_reason":"tool_calls","metrics":{"ttft_ms":694,"total_time_ms":826,"input_tokens":9019,"output_tokens":87,"cache_read_tokens":23296,"cache_creation_tokens":null,"tpot_ms":1.5172413793103448,"tokens_per_sec":659.090909090909}},{"message_id":"d6f27ad2-013b-490a-b187-ba0facec228d","node_id":37,"role":"tool","content":"Output from command in shell fbe423:\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] rW_aQiGKNEY: 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\nI Finally Built My Dream Desk Setup (Full Tour)\n\n\nExit code: 0","created_at":"2026-07-14T05:14:41.743317Z","finish_reason":null,"metrics":null},{"message_id":"16b9d033-7abf-4721-8e73-79cacabd400c","node_id":39,"role":"assistant","content":"**Video:** \"I Finally Built My Dream Desk Setup (Full Tour)\"\n\n**Summary:**\n\nThe creator argues that a great desk setup comes from many small, intentional decisions rather than expensive products. He walks through how he built the desk setup he dreamed about as a kid:\n\n- **Desk:** IKEA Alex drawer unit with legs and a simple white IKEA desktop. It’s affordable and provides a clean, timeless foundation.\n- **Cable management:** Planned *before* placing gear. He measured distances, bought longer cables (~$30 extra), and used cable raceways, monitor-arm routing, and under-desk trunking for a nearly wireless look.\n- **PC:** Chose an aquarium-style glass case, kept mostly black with RGB, and placed it on the desk as a showpiece.\n- **Monitors:** A landscape + portrait dual-monitor arrangement on a dual monitor arm, which he finds best for productivity and gaming.\n- **Lighting:** Three main sources—an RGB strip behind the desk, Govee RGB bar lights behind the PC and portrait monitor, and a monitor light bar. He calls lighting one of the biggest upgrades.\n- **Peripherals:** Keychron wireless hall-effect keyboard and a Logitech G Pro X Superlight 2 mouse on an extra-large black mouse pad to contrast the white desk.\n- **Decor/personality:** Fake plants and an IKEA Kallax shelf with collected decorations add warmth and break up straight lines.\n- **Key lesson:** He regrets cheaping out on “small” things like cable management and lighting because they ended up making the biggest difference.","tool_calls":[],"thinking":"Need summarize the captions. The transcript is about desk setup. User didn't ask explicitly but the rule says if YouTube link pasted, summarize. We should provide concise summary. Need also maybe cite source? Could mention title. Let's summarize in a few bullet points. The transcript is all there. We can create summary. \n\nBut need consider the instruction: \"get the autogenerrated captions to do this\". We did. \"if asked to summarize a YouTube video, do not name the session until after reading and understanding the full YouTube video transcript\" — not naming, irrelevant. Also maybe we should not leave huge transcript; just summary. Provide short overview with key points.\n\nNeed use final answer in text. The instructions: Only use text to communicate. Summarize. Keep concise. Let's produce summary.","created_at":"2026-07-14T05:14:43.408503Z","finish_reason":"stop","metrics":{"ttft_ms":471,"total_time_ms":1664,"input_tokens":349,"output_tokens":484,"cache_read_tokens":32256,"cache_creation_tokens":null,"tpot_ms":2.4648760330578514,"tokens_per_sec":405.6999161777033}}]}