{"session":{"id":"impossible-countess","working_directory":"/Users/root1","backend_type":"Windsurf","model":"swe-1-7-lightning","agent_mode":"bypass","created_at":"2026-07-09T03:47:43+00:00","last_activity_at":"2026-07-09T03:47:56+00:00","title":"Never Gonna Give You Up","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://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\":\"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\"},{\"name\":\"cloudflare-observability\"},{\"name\":\"cloudflare-docs\"},{\"name\":\"cloudflare-builds\"},{\"name\":\"cloudflare-bindings\"}]}\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":"2026-07-09T03:47:42.445846Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"c6bd30e7-66af-4996-ae16-3ecca9827a4c"}],"tool_availability":{"BlockList":[{"Name":{"exact":"exit_plan_mode"}}]},"append_system_messages":[]},{"model":"swe-1-7-lightning","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 SWE-1.7 Lightning.","metadata":{"metrics":null,"telemetry":{"source":"system","operation":"unknown"},"created_at":"2026-07-09T03:47:42.446150Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"f94854d5-5f79-4bf9-967d-c1dd193362b4"}]},{"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":[{"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.","metadata":{"metrics":null,"telemetry":{"source":"system","operation":"unknown"},"created_at":"2026-07-09T03:47:42.446169Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"f5a27e7a-b27c-49e2-bab4-3f59e7965a1b"}]},{"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":"2026-07-09T03:47:42.446187Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"5be7fe89-992e-4424-97e1-c4e77ca9b975"}]},{"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"],[{"Scope":{"Command":{"matcher":{"Prefix":"python3"}}}},"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":15,"messages":[{"message_id":"c6bd30e7-66af-4996-ae16-3ecca9827a4c","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\":\"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\"},{\"name\":\"cloudflare-observability\"},{\"name\":\"cloudflare-docs\"},{\"name\":\"cloudflare-builds\"},{\"name\":\"cloudflare-bindings\"}]}\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":"2026-07-09T03:47:42.445846Z","finish_reason":null,"metrics":null},{"message_id":"5be7fe89-992e-4424-97e1-c4e77ca9b975","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":"2026-07-09T03:47:42.446187Z","finish_reason":null,"metrics":null},{"message_id":"f5a27e7a-b27c-49e2-bab4-3f59e7965a1b","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":"2026-07-09T03:47:42.446169Z","finish_reason":null,"metrics":null},{"message_id":"f94854d5-5f79-4bf9-967d-c1dd193362b4","node_id":21,"role":"system","content":"You are powered by SWE-1.7 Lightning.","created_at":"2026-07-09T03:47:42.446150Z","finish_reason":null,"metrics":null},{"message_id":"9c176421-0858-4286-971f-9606fd68e2d5","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: Wednesday, 2026-07-08\n\n","created_at":"2026-07-09T03:47:41.824729Z","finish_reason":null,"metrics":null},{"message_id":"45a2108f-4b0d-47c8-81e6-f4eb4638d983","node_id":23,"role":"system","content":"\n\n\n\n\n\n# Agent Preferences\n\n- If I ever paste in a YouTube link, use yt-dlp to summarize the video.\n- get the autogenerrated captions to do this\n- 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","created_at":"2026-07-09T03:47:42.446660Z","finish_reason":null,"metrics":null},{"message_id":"f42d709a-a8bb-4baa-a28d-40951a91508d","node_id":24,"role":"user","content":"https://www.youtube.com/watch?v=oU7aWhKrcjs","created_at":"2026-07-09T03:47:43.013574Z","finish_reason":null,"metrics":null},{"message_id":"9512278d-7c7f-4adc-bfb2-252f53a48343","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/.config/devin/skills/durable-objects/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/.codeium/windsurf/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/.claude/skills/cloudflare-one-migrations/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/.claude/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/.claude/skills/cloudflare/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/.agents/skills/durable-objects/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- **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**: 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/.agents/skills/cloudflare-one/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- **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/.claude/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- **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- **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-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- **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- **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- **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- **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- **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- **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/.config/devin/skills/web-perf/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":"2026-07-09T03:47:43.014287Z","finish_reason":null,"metrics":null},{"message_id":"44cf9bfc-b08c-4c5c-a063-85147dd25757","node_id":27,"role":"assistant","content":"I'll summarize this YouTube video for you. Let me start by checking the available captions with yt-dlp.","tool_calls":[{"id":"functions.exec:0","name":"exec","arguments":{"command":"yt-dlp --list-subs \"https://www.youtube.com/watch?v=oU7aWhKrcjs\""}}],"thinking":"The user has provided a YouTube link. According to the rules:\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\nSo I need to:\n1. Use yt-dlp to get the auto-generated captions/transcript\n2. Read and understand the full transcript\n3. Summarize the video\n\nI should not name the session yet. Let me use yt-dlp to download/extract captions. I can use exec to run yt-dlp.\n\nFirst, let me check if yt-dlp is available and get the captions. I'll use yt-dlp with options to list subtitles or extract them.\n\nActually, I should use --list-subs first, then download the auto-generated captions. But more efficiently, I can try to get the transcript directly. Let me run yt-dlp --list-subs first to see what's available.\n\nWait - the rule says \"get the autogenerrated captions to do this\". So I need to specifically get auto-generated captions.\n\nLet me run:\nyt-dlp --list-subs \"https://www.youtube.com/watch?v=oU7aWhKrcjs\"\n\nThen based on that, download the auto subs.","created_at":"2026-07-09T03:47:44.566735Z","finish_reason":"tool_calls","metrics":{"ttft_ms":613,"total_time_ms":1271,"input_tokens":6628,"output_tokens":344,"cache_read_tokens":10624,"cache_creation_tokens":null,"tpot_ms":1.9127906976744187,"tokens_per_sec":522.7963525835866}},{"message_id":"d9f0343f-760a-4f7a-9fa8-b955ec7a10af","node_id":28,"role":"tool","content":"Output from command in shell 2a6435:\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=oU7aWhKrcjs\n[youtube] oU7aWhKrcjs: Downloading webpage\n[youtube] oU7aWhKrcjs: Downloading tv client config\n[youtube] oU7aWhKrcjs: Downloading player b2466c24-main\n[youtube] oU7aWhKrcjs: Downloading tv player API JSON\n[youtube] oU7aWhKrcjs: 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] oU7aWhKrcjs: 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 oU7aWhKrcjs:\nLanguage Name Formats\nab-en Abkhazian from English vtt, srt, ttml, srv3, srv2, srv1, json3\naa-en Afar from English vtt, srt, ttml, srv3, srv2, srv1, json3\naf-en Afrikaans from English vtt, srt, ttml, srv3, srv2, srv1, json3\nak-en Akan from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsq-en Albanian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nam-en Amharic from English vtt, srt, ttml, srv3, srv2, srv1, json3\nar-en Arabic from English vtt, srt, ttml, srv3, srv2, srv1, json3\nhy-en Armenian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nas-en Assamese from English vtt, srt, ttml, srv3, srv2, srv1, json3\nay-en Aymara from English vtt, srt, ttml, srv3, srv2, srv1, json3\naz-en Azerbaijani from English vtt, srt, ttml, srv3, srv2, srv1, json3\nbn-en Bangla from English vtt, srt, ttml, srv3, srv2, srv1, json3\nba-en Bashkir from English vtt, srt, ttml, srv3, srv2, srv1, json3\neu-en Basque from English vtt, srt, ttml, srv3, srv2, srv1, json3\nbe-en Belarusian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nbho-en Bhojpuri from English vtt, srt, ttml, srv3, srv2, srv1, json3\nbs-en Bosnian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nbr-en Breton from English vtt, srt, ttml, srv3, srv2, srv1, json3\nbg-en Bulgarian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nmy-en Burmese from English vtt, srt, ttml, srv3, srv2, srv1, json3\nca-en Catalan from English vtt, srt, ttml, srv3, srv2, srv1, json3\nceb-en Cebuano from English vtt, srt, ttml, srv3, srv2, srv1, json3\nzh-Hans-en Chinese (Simplified) from English vtt, srt, ttml, srv3, srv2, srv1, json3\nzh-Hant-en Chinese (Traditional) from English vtt, srt, ttml, srv3, srv2, srv1, json3\nco-en Corsican from English vtt, srt, ttml, srv3, srv2, srv1, json3\nhr-en Croatian from English vtt, srt, ttml, srv3, srv2, srv1, json3\ncs-en Czech from English vtt, srt, ttml, srv3, srv2, srv1, json3\nda-en Danish from English vtt, srt, ttml, srv3, srv2, srv1, json3\ndv-en Divehi from English vtt, srt, ttml, srv3, srv2, srv1, json3\nnl-en Dutch from English vtt, srt, ttml, srv3, srv2, srv1, json3\ndz-en Dzongkha from English vtt, srt, ttml, srv3, srv2, srv1, json3\nen-en English from English vtt, srt, ttml, srv3, srv2, srv1, json3\neo-en Esperanto from English vtt, srt, ttml, srv3, srv2, srv1, json3\net-en Estonian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nee-en Ewe from English vtt, srt, ttml, srv3, srv2, srv1, json3\nfo-en Faroese from English vtt, srt, ttml, srv3, srv2, srv1, json3\nfj-en Fijian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nfil-en Filipino from English vtt, srt, ttml, srv3, srv2, srv1, json3\nfi-en Finnish from English vtt, srt, ttml, srv3, srv2, srv1, json3\nfr-en French from English vtt, srt, ttml, srv3, srv2, srv1, json3\ngaa-en Ga from English vtt, srt, ttml, srv3, srv2, srv1, json3\ngl-en Galician from English vtt, srt, ttml, srv3, srv2, srv1, json3\nlg-en Ganda from English vtt, srt, ttml, srv3, srv2, srv1, json3\nka-en Georgian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nde-en German from English vtt, srt, ttml, srv3, srv2, srv1, json3\nel-en Greek from English vtt, srt, ttml, srv3, srv2, srv1, json3\ngn-en Guarani from English vtt, srt, ttml, srv3, srv2, srv1, json3\ngu-en Gujarati from English vtt, srt, ttml, srv3, srv2, srv1, json3\nht-en Haitian Creole from English vtt, srt, ttml, srv3, srv2, srv1, json3\nha-en Hausa from English vtt, srt, ttml, srv3, srv2, srv1, json3\nhaw-en Hawaiian from English vtt, srt, ttml, srv3, srv2, srv1, json3\niw-en Hebrew from English vtt, srt, ttml, srv3, srv2, srv1, json3\nhi-en Hindi from English vtt, srt, ttml, srv3, srv2, srv1, json3\nhmn-en Hmong from English vtt, srt, ttml, srv3, srv2, srv1, json3\nhu-en Hungarian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nis-en Icelandic from English vtt, srt, ttml, srv3, srv2, srv1, json3\nig-en Igbo from English vtt, srt, ttml, srv3, srv2, srv1, json3\nid-en Indonesian from English vtt, srt, ttml, srv3, srv2, srv1, json3\niu-en Inuktitut from English vtt, srt, ttml, srv3, srv2, srv1, json3\nga-en Irish from English vtt, srt, ttml, srv3, srv2, srv1, json3\nit-en Italian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nja-en Japanese from English vtt, srt, ttml, srv3, srv2, srv1, json3\njv-en Javanese from English vtt, srt, ttml, srv3, srv2, srv1, json3\nkl-en Kalaallisut from English vtt, srt, ttml, srv3, srv2, srv1, json3\nkn-en Kannada from English vtt, srt, ttml, srv3, srv2, srv1, json3\nkk-en Kazakh from English vtt, srt, ttml, srv3, srv2, srv1, json3\nkha-en Khasi from English vtt, srt, ttml, srv3, srv2, srv1, json3\nkm-en Khmer from English vtt, srt, ttml, srv3, srv2, srv1, json3\nrw-en Kinyarwanda from English vtt, srt, ttml, srv3, srv2, srv1, json3\nko-en Korean from English vtt, srt, ttml, srv3, srv2, srv1, json3\nkri-en Krio from English vtt, srt, ttml, srv3, srv2, srv1, json3\nku-en Kurdish from English vtt, srt, ttml, srv3, srv2, srv1, json3\nky-en Kyrgyz from English vtt, srt, ttml, srv3, srv2, srv1, json3\nlo-en Lao from English vtt, srt, ttml, srv3, srv2, srv1, json3\nla-en Latin from English vtt, srt, ttml, srv3, srv2, srv1, json3\nlv-en Latvian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nln-en Lingala from English vtt, srt, ttml, srv3, srv2, srv1, json3\nlt-en Lithuanian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nlua-en Luba-Lulua from English vtt, srt, ttml, srv3, srv2, srv1, json3\nluo-en Luo from English vtt, srt, ttml, srv3, srv2, srv1, json3\nlb-en Luxembourgish from English vtt, srt, ttml, srv3, srv2, srv1, json3\nmk-en Macedonian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nmg-en Malagasy from English vtt, srt, ttml, srv3, srv2, srv1, json3\nms-en Malay from English vtt, srt, ttml, srv3, srv2, srv1, json3\nml-en Malayalam from English vtt, srt, ttml, srv3, srv2, srv1, json3\nmt-en Maltese from English vtt, srt, ttml, srv3, srv2, srv1, json3\ngv-en Manx from English vtt, srt, ttml, srv3, srv2, srv1, json3\nmi-en Māori from English vtt, srt, ttml, srv3, srv2, srv1, json3\nmr-en Marathi from English vtt, srt, ttml, srv3, srv2, srv1, json3\nmn-en Mongolian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nmfe-en Morisyen from English vtt, srt, ttml, srv3, srv2, srv1, json3\nne-en Nepali from English vtt, srt, ttml, srv3, srv2, srv1, json3\nnew-en Newari from English vtt, srt, ttml, srv3, srv2, srv1, json3\nnso-en Northern Sotho from English vtt, srt, ttml, srv3, srv2, srv1, json3\nno-en Norwegian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nny-en Nyanja from English vtt, srt, ttml, srv3, srv2, srv1, json3\noc-en Occitan from English vtt, srt, ttml, srv3, srv2, srv1, json3\nor-en Odia from English vtt, srt, ttml, srv3, srv2, srv1, json3\nom-en Oromo from English vtt, srt, ttml, srv3, srv2, srv1, json3\nos-en Ossetic from English vtt, srt, ttml, srv3, srv2, srv1, json3\npam-en Pampanga from English vtt, srt, ttml, srv3, srv2, srv1, json3\nps-en Pashto from English vtt, srt, ttml, srv3, srv2, srv1, json3\nfa-en Persian from English vtt, srt, ttml, srv3, srv2, srv1, json3\npl-en Polish from English vtt, srt, ttml, srv3, srv2, srv1, json3\npt-en Portuguese from English vtt, srt, ttml, srv3, srv2, srv1, json3\npt-PT-en Portuguese (Portugal) from English vtt, srt, ttml, srv3, srv2, srv1, json3\npa-en Punjabi from English vtt, srt, ttml, srv3, srv2, srv1, json3\nqu-en Quechua from English vtt, srt, ttml, srv3, srv2, srv1, json3\nro-en Romanian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nrn-en Rundi from English vtt, srt, ttml, srv3, srv2, srv1, json3\nru-en Russian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsm-en Samoan from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsg-en Sango from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsa-en Sanskrit from English vtt, srt, ttml, srv3, srv2, srv1, json3\ngd-en Scottish Gaelic from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsr-en Serbian from English vtt, srt, ttml, srv3, srv2, srv1, json3\ncrs-en Seselwa Creole French from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsn-en Shona from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsd-en Sindhi from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsi-en Sinhala from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsk-en Slovak from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsl-en Slovenian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nso-en Somali from English vtt, srt, ttml, srv3, srv2, srv1, json3\nst-en Southern Sotho from English vtt, srt, ttml, srv3, srv2, srv1, json3\nes-en Spanish from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsu-en Sundanese from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsw-en Swahili from English vtt, srt, ttml, srv3, srv2, srv1, json3\nss-en Swati from English vtt, srt, ttml, srv3, srv2, srv1, json3\nsv-en Swedish from English vtt, srt, ttml, srv3, srv2, srv1, json3\ntg-en Tajik from English vtt, srt, ttml, srv3, srv2, srv1, json3\nta-en Tamil from English vtt, srt, ttml, srv3, srv2, srv1, json3\ntt-en Tatar from English vtt, srt, ttml, srv3, srv2, srv1, json3\nte-en Telugu from English vtt, srt, ttml, srv3, srv2, srv1, json3\nth-en Thai from English vtt, srt, ttml, srv3, srv2, srv1, json3\nbo-en Tibetan from English vtt, srt, ttml, srv3, srv2, srv1, json3\nti-en Tigrinya from English vtt, srt, ttml, srv3, srv2, srv1, json3\nto-en Tongan from English vtt, srt, ttml, srv3, srv2, srv1, json3\nts-en Tsonga from English vtt, srt, ttml, srv3, srv2, srv1, json3\ntn-en Tswana from English vtt, srt, ttml, srv3, srv2, srv1, json3\ntum-en Tumbuka from English vtt, srt, ttml, srv3, srv2, srv1, json3\ntr-en Turkish from English vtt, srt, ttml, srv3, srv2, srv1, json3\ntk-en Turkmen from English vtt, srt, ttml, srv3, srv2, srv1, json3\nuk-en Ukrainian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nur-en Urdu from English vtt, srt, ttml, srv3, srv2, srv1, json3\nug-en Uyghur from English vtt, srt, ttml, srv3, srv2, srv1, json3\nuz-en Uzbek from English vtt, srt, ttml, srv3, srv2, srv1, json3\nve-en Venda from English vtt, srt, ttml, srv3, srv2, srv1, json3\nvi-en Vietnamese from English vtt, srt, ttml, srv3, srv2, srv1, json3\nwar-en Waray from English vtt, srt, ttml, srv3, srv2, srv1, json3\ncy-en Welsh from English vtt, srt, ttml, srv3, srv2, srv1, json3\nfy-en Western Frisian from English vtt, srt, ttml, srv3, srv2, srv1, json3\nwo-en Wolof from English vtt, srt, ttml, srv3, srv2, srv1, json3\nxh-en Xhosa from English vtt, srt, ttml, srv3, srv2, srv1, json3\nyi-en Yiddish from English vtt, srt, ttml, srv3, srv2, srv1, json3\nyo-en Yoruba from English vtt, srt, ttml, srv3, srv2, srv1, json3\nzu-en Zulu from English vtt, srt, ttml, srv3, srv2, srv1, json3\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\n[info] Available subtitles for oU7aWhKrcjs:\nLanguage Name Formats\nen English vtt, srt, ttml, srv3, srv2, srv1, json3\n\n\nExit code: 0","created_at":"2026-07-09T03:47:46.844076Z","finish_reason":null,"metrics":null},{"message_id":"e8ba3fc6-54d2-48ee-b2a7-712ae4620bc0","node_id":30,"role":"assistant","content":"","tool_calls":[{"id":"functions.exec:1","name":"exec","arguments":{"command":"mkdir -p /tmp/yt_summary && yt-dlp --write-auto-subs --sub-langs en-orig --skip-download --sub-format srt -o \"/tmp/yt_summary/captions.%(ext)s\" \"https://www.youtube.com/watch?v=oU7aWhKrcjs\""}}],"thinking":"Good, I can see there are automatic captions available. There's \"en-orig\" (English Original) and \"en\" (English) in the automatic captions, plus regular subtitle \"en\" (English) in available subtitles. \n\nSince the rule says \"get the autogenerrated captions\", I should use the automatic captions. The \"en-orig\" might be the original auto-generated English captions. Let me download the English auto-generated captions. I'll use yt-dlp to download just the subtitles in srt format.\n\nActually, I'll use --write-auto-subs and --sub-langs en --skip-download to get only the auto-generated English captions. Let me write to a temp file. I'll output to /tmp or similar.\n\nLet me run:\nyt-dlp --write-auto-subs --sub-langs en-orig --skip-download --sub-format srt -o \"/tmp/video_captions.%(ext)s\" \"https://www.youtube.com/watch?v=oU7aWhKrcjs\"\n\nWait, I should think about which language code. \"en-orig\" is \"English (Original)\" from automatic captions. \"en\" under automatic captions is \"English from English\" which is the auto-translated version. For auto-generated captions in the original language, I should use \"en-orig\" for English original.\n\nBut actually, the standard way to get auto-generated captions is to use --write-auto-subs --sub-langs en. Let me use that.\n\nLet me try both approaches if needed. First try --write-auto-subs --sub-langs en-orig.\n\nAlso I want the transcript in a clean text format. SRT includes timestamps. I can either use a tool to extract text from SRT or use --convert-subs. Actually, I could download json3 format and extract text, or just use a simple sed/awk to strip timestamps.\n\nLet me use srt and then strip timestamps.\n\nLet me create a temp directory.","created_at":"2026-07-09T03:47:48.812903Z","finish_reason":"tool_calls","metrics":{"ttft_ms":841,"total_time_ms":1968,"input_tokens":9583,"output_tokens":481,"cache_read_tokens":17152,"cache_creation_tokens":null,"tpot_ms":2.343035343035343,"tokens_per_sec":426.79680567879325}},{"message_id":"2ab49f19-61a8-43a1-9cf1-13c3e08e43bd","node_id":31,"role":"tool","content":"Output from command in shell d3d104:\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=oU7aWhKrcjs\n[youtube] oU7aWhKrcjs: Downloading webpage\n[youtube] oU7aWhKrcjs: Downloading tv client config\n[youtube] oU7aWhKrcjs: Downloading player ecd4b80a-main\n[youtube] oU7aWhKrcjs: Downloading tv player API JSON\n[youtube] oU7aWhKrcjs: 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] oU7aWhKrcjs: 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] oU7aWhKrcjs: Downloading subtitles: en-orig\n[info] oU7aWhKrcjs: Downloading 1 format(s): 139\n[info] Writing video subtitles to: /tmp/yt_summary/captions.en-orig.srt\n[download] Destination: /tmp/yt_summary/captions.en-orig.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 Unknown B/s (00:00:00)\r[download] 15.00KiB at 5.27MiB/s (00:00:00)\r[download] 17.70KiB at 5.41MiB/s (00:00:00)\r[download] 100% of 17.70KiB in 00:00:00 at 158.74KiB/s\n\n\nExit code: 0","created_at":"2026-07-09T03:47:51.476770Z","finish_reason":null,"metrics":null},{"message_id":"5fe33dda-d8c1-4a76-a1c2-211c2d8c5c1a","node_id":33,"role":"assistant","content":"","tool_calls":[{"id":"functions.read:2","name":"read","arguments":{"file_path":"/tmp/yt_summary/captions.en-orig.srt"}}],"thinking":"Good, the captions were downloaded. Now I need to read the full transcript. The SRT file has timestamps. Let me read it.","created_at":"2026-07-09T03:47:52.221016Z","finish_reason":"tool_calls","metrics":{"ttft_ms":618,"total_time_ms":743,"input_tokens":1231,"output_tokens":57,"cache_read_tokens":26624,"cache_creation_tokens":null,"tpot_ms":2.192982456140351,"tokens_per_sec":456}},{"message_id":"9de4ad5a-7537-4c52-8df0-3791d52f9c36","node_id":34,"role":"tool","content":"\n 1|1\n 2|00:00:00,080 --> 00:00:06,640\n 3|How much do you have to spend on a good\n 4|\n 5|2\n 6|00:00:01,839 --> 00:00:09,200\n 7|1440p gaming monitor? 200, 250, 300?\n 8|\n 9|3\n 10|00:00:06,640 --> 00:00:11,200\n 11|Well, you could spend that much, but if\n 12|\n 13|4\n 14|00:00:09,200 --> 00:00:13,679\n 15|you sort from lowest to highest price,\n 16|\n 17|5\n 18|00:00:11,200 --> 00:00:15,839\n 19|you might be surprised how cheap 1440p\n 20|\n 21|6\n 22|00:00:13,679 --> 00:00:17,600\n 23|monitors have become. Sure, there's\n 24|\n 25|7\n 26|00:00:15,839 --> 00:00:20,560\n 27|probably a lot of junk at this price\n 28|\n 29|8\n 30|00:00:17,600 --> 00:00:22,560\n 31|range, but some do look very promising.\n 32|\n 33|9\n 34|00:00:20,560 --> 00:00:24,640\n 35|And these three monitors are the ones I\n 36|\n 37|10\n 38|00:00:22,560 --> 00:00:26,880\n 39|think look the most promising. I picked\n 40|\n 41|11\n 42|00:00:24,640 --> 00:00:29,119\n 43|this one here, the KTC, because I've\n 44|\n 45|12\n 46|00:00:26,880 --> 00:00:30,640\n 47|tested a few KTC monitors in the past,\n 48|\n 49|13\n 50|00:00:29,119 --> 00:00:32,719\n 51|and pretty much every single one\n 52|\n 53|14\n 54|00:00:30,640 --> 00:00:34,880\n 55|performed better than you'd expect for\n 56|\n 57|15\n 58|00:00:32,719 --> 00:00:36,880\n 59|the price. So, I have very high hopes\n 60|\n 61|16\n 62|00:00:34,880 --> 00:00:38,879\n 63|for this one. Then, we have this monitor\n 64|\n 65|17\n 66|00:00:36,880 --> 00:00:40,960\n 67|by Gigabyte. I wanted to see what the\n 68|\n 69|18\n 70|00:00:38,879 --> 00:00:42,640\n 71|more mainstream brands have to offer in\n 72|\n 73|19\n 74|00:00:40,960 --> 00:00:44,640\n 75|the budget segment. And this one from\n 76|\n 77|20\n 78|00:00:42,640 --> 00:00:46,719\n 79|Gigabyte is one of the cheapest name\n 80|\n 81|21\n 82|00:00:44,640 --> 00:00:48,960\n 83|brand offerings available. And this one\n 84|\n 85|22\n 86|00:00:46,719 --> 00:00:52,239\n 87|is a bit of a wild card. I've never even\n 88|\n 89|23\n 90|00:00:48,960 --> 00:00:55,360\n 91|heard of this brand before. AMZ Fast or\n 92|\n 93|24\n 94|00:00:52,239 --> 00:00:57,600\n 95|Amaze Fast. amazing fast. I don't even\n 96|\n 97|25\n 98|00:00:55,360 --> 00:00:59,680\n 99|know. I'm going call them AMZ fast for\n100|\n101|26\n102|00:00:57,600 --> 00:01:01,520\n103|now. But this one has very promising\n104|\n105|27\n106|00:00:59,680 --> 00:01:04,159\n107|specs for the money. I've seen it for as\n108|\n109|28\n110|00:01:01,520 --> 00:01:07,119\n111|low as 150 US, which is kind of crazy\n112|\n113|29\n114|00:01:04,159 --> 00:01:09,360\n115|for a 200Hz IPS monitor. But of course,\n116|\n117|30\n118|00:01:07,119 --> 00:01:11,200\n119|it also has to live up to these specs.\n120|\n121|31\n122|00:01:09,360 --> 00:01:14,880\n123|The other two monitors have very similar\n124|\n125|32\n126|00:01:11,200 --> 00:01:16,799\n127|specs. All three are 27 in 1440p IPS\n128|\n129|33\n130|00:01:14,880 --> 00:01:18,560\n131|monitors, but the refresh rates are\n132|\n133|34\n134|00:01:16,799 --> 00:01:21,680\n135|slightly different, and all three can\n136|\n137|35\n138|00:01:18,560 --> 00:01:23,280\n139|usually be found in the $150 to $170\n140|\n141|36\n142|00:01:21,680 --> 00:01:24,560\n143|price range. I have them linked down\n144|\n145|37\n146|00:01:23,280 --> 00:01:26,720\n147|below if you want to check the current\n148|\n149|38\n150|00:01:24,560 --> 00:01:29,119\n151|prices in your region or pick one up.\n152|\n153|39\n154|00:01:26,720 --> 00:01:31,200\n155|Okay, let's put them side by side and\n156|\n157|40\n158|00:01:29,119 --> 00:01:33,040\n159|see if any of these is even worth\n160|\n161|41\n162|00:01:31,200 --> 00:01:34,640\n163|picking up. Now, the first thing you're\n164|\n165|42\n166|00:01:33,040 --> 00:01:36,960\n167|going to notice is that the same video\n168|\n169|43\n170|00:01:34,640 --> 00:01:38,960\n171|footage looks different on each monitor.\n172|\n173|44\n174|00:01:36,960 --> 00:01:41,520\n175|This is with out of the box settings and\n176|\n177|45\n178|00:01:38,960 --> 00:01:43,360\n179|the brightness turned up to 100% on each\n180|\n181|46\n182|00:01:41,520 --> 00:01:45,680\n183|monitor. The AMZ in the middle and the\n184|\n185|47\n186|00:01:43,360 --> 00:01:47,520\n187|KTC on the right look somewhat similar\n188|\n189|48\n190|00:01:45,680 --> 00:01:50,159\n191|in most scenes, but the Gigabyte on the\n192|\n193|49\n194|00:01:47,520 --> 00:01:52,399\n195|left looks quite different and actually\n196|\n197|50\n198|00:01:50,159 --> 00:01:54,320\n199|a bit worse. I'd say part of that comes\n200|\n201|51\n202|00:01:52,399 --> 00:01:56,399\n203|down to the maximum brightness. The\n204|\n205|52\n206|00:01:54,320 --> 00:01:58,640\n207|Gigabyte is the dimst monitor of the\n208|\n209|53\n210|00:01:56,399 --> 00:02:00,719\n211|trio, which naturally makes it look a\n212|\n213|54\n214|00:01:58,640 --> 00:02:02,560\n215|bit dull when comparing the monitors at\n216|\n217|55\n218|00:02:00,719 --> 00:02:04,640\n219|maximum brightness. And as you might\n220|\n221|56\n222|00:02:02,560 --> 00:02:07,040\n223|have noticed, the image is too warm on\n224|\n225|57\n226|00:02:04,640 --> 00:02:08,959\n227|the Gigabyte, which also doesn't help.\n228|\n229|58\n230|00:02:07,040 --> 00:02:11,120\n231|Without making any adjustments, white\n232|\n233|59\n234|00:02:08,959 --> 00:02:12,640\n235|looks the most accurate on the AMZ, but\n236|\n237|60\n238|00:02:11,120 --> 00:02:14,560\n239|neither of these monitors has an\n240|\n241|61\n242|00:02:12,640 --> 00:02:16,400\n243|accurate white point out of the box.\n244|\n245|62\n246|00:02:14,560 --> 00:02:19,360\n247|Generally speaking, the Gigabyte has the\n248|\n249|63\n250|00:02:16,400 --> 00:02:21,200\n251|worst factory setup. The KTC is slightly\n252|\n253|64\n254|00:02:19,360 --> 00:02:23,360\n255|better, while the AMZ is the most\n256|\n257|65\n258|00:02:21,200 --> 00:02:25,200\n259|accurate monitor out of the box. But all\n260|\n261|66\n262|00:02:23,360 --> 00:02:27,200\n263|three look pretty decent with default\n264|\n265|67\n266|00:02:25,200 --> 00:02:28,879\n267|settings, and more expensive monitors\n268|\n269|68\n270|00:02:27,200 --> 00:02:30,800\n271|typically aren't any more accurate out\n272|\n273|69\n274|00:02:28,879 --> 00:02:32,400\n275|of the box either. Unfortunately, most\n276|\n277|70\n278|00:02:30,800 --> 00:02:34,879\n279|of the inaccuracies come down to the\n280|\n281|71\n282|00:02:32,400 --> 00:02:36,959\n283|white point, which is pretty easy to fix\n284|\n285|72\n286|00:02:34,879 --> 00:02:38,959\n287|with custom settings. Both the AMZ and\n288|\n289|73\n290|00:02:36,959 --> 00:02:40,959\n291|the KTC measure pretty well. The\n292|\n293|74\n294|00:02:38,959 --> 00:02:42,640\n295|Gigabyte, though, doesn't perform quite\n296|\n297|75\n298|00:02:40,959 --> 00:02:44,560\n299|as good. But this might be somewhat\n300|\n301|76\n302|00:02:42,640 --> 00:02:47,280\n303|unfair as we're measuring against the\n304|\n305|77\n306|00:02:44,560 --> 00:02:49,040\n307|larger P3 color space which the Gigabyte\n308|\n309|78\n310|00:02:47,280 --> 00:02:51,040\n311|can't fully reproduce. More about that\n312|\n313|79\n314|00:02:49,040 --> 00:02:53,120\n315|in a second. If we measure the Gigabyte\n316|\n317|80\n318|00:02:51,040 --> 00:02:54,879\n319|against the smaller sRGB color space,\n320|\n321|81\n322|00:02:53,120 --> 00:02:56,640\n323|it's almost on par with the other two\n324|\n325|82\n326|00:02:54,879 --> 00:02:59,200\n327|monitors. And this is what they look\n328|\n329|83\n330|00:02:56,640 --> 00:03:01,120\n331|like with Q settings and set to the same\n332|\n333|84\n334|00:02:59,200 --> 00:03:03,840\n335|brightness. I only changed some settings\n336|\n337|85\n338|00:03:01,120 --> 00:03:06,000\n339|in the OSD. So, this is without full\n340|\n341|86\n342|00:03:03,840 --> 00:03:07,760\n343|calibration in the ICC profiles, but I\n344|\n345|87\n346|00:03:06,000 --> 00:03:09,040\n347|have the ICC profiles I created for\n348|\n349|88\n350|00:03:07,760 --> 00:03:10,640\n351|these monitors linked in the video\n352|\n353|89\n354|00:03:09,040 --> 00:03:12,720\n355|description down below, as well as the\n356|\n357|90\n358|00:03:10,640 --> 00:03:14,720\n359|exact settings I'm using here. Now, I\n360|\n361|91\n362|00:03:12,720 --> 00:03:16,400\n363|already hinted that the Gigabyte has a\n364|\n365|92\n366|00:03:14,720 --> 00:03:19,040\n367|smaller color gamut volume than the\n368|\n369|93\n370|00:03:16,400 --> 00:03:20,959\n371|other two monitors, so some colors look\n372|\n373|94\n374|00:03:19,040 --> 00:03:22,640\n375|less saturated. Might be pretty\n376|\n377|95\n378|00:03:20,959 --> 00:03:24,159\n379|difficult to pick up depending on the\n380|\n381|96\n382|00:03:22,640 --> 00:03:26,640\n383|screen you're watching this on, but both\n384|\n385|97\n386|00:03:24,159 --> 00:03:28,640\n387|the AMZ and KDC look a good bit more\n388|\n389|98\n390|00:03:26,640 --> 00:03:32,319\n391|saturated. Both are able to cover\n392|\n393|99\n394|00:03:28,640 --> 00:03:34,239\n395|roughly 140% of the sRGB color gamut\n396|\n397|100\n398|00:03:32,319 --> 00:03:36,480\n399|volume, while the Gigabyte can't really\n400|\n401|101\n402|00:03:34,239 --> 00:03:37,760\n403|be called a wide gamut monitor. And\n404|\n405|102\n406|00:03:36,480 --> 00:03:40,239\n407|there is another thing that makes the\n408|\n409|103\n410|00:03:37,760 --> 00:03:42,480\n411|Gigabyte fall behind in this comparison,\n412|\n413|104\n414|00:03:40,239 --> 00:03:45,280\n415|the contrast ratio. All of these are\n416|\n417|105\n418|00:03:42,480 --> 00:03:47,200\n419|standard IPS monitors. No local dimming,\n420|\n421|106\n422|00:03:45,280 --> 00:03:48,879\n423|no mini LED backlight. So naturally,\n424|\n425|107\n426|00:03:47,200 --> 00:03:50,879\n427|neither of these monitors is able to\n428|\n429|108\n430|00:03:48,879 --> 00:03:52,879\n431|render deep blacks. However, the\n432|\n433|109\n434|00:03:50,879 --> 00:03:54,480\n435|Gigabyte has the highest black level of\n436|\n437|110\n438|00:03:52,879 --> 00:03:56,480\n439|these three. As you can see in this\n440|\n441|111\n442|00:03:54,480 --> 00:03:58,319\n443|shot, I cranked up my camera's ISO here\n444|\n445|112\n446|00:03:56,480 --> 00:03:59,840\n447|to make it easier to see, but you might\n448|\n449|113\n450|00:03:58,319 --> 00:04:02,000\n451|even be able to spot it in the shadow\n452|\n453|114\n454|00:03:59,840 --> 00:04:03,920\n455|areas in scenes like this. Putting some\n456|\n457|115\n458|00:04:02,000 --> 00:04:06,400\n459|numbers to it, the Gigabyte is close to\n460|\n461|116\n462|00:04:03,920 --> 00:04:08,879\n463|the standard 1,00 to1 contrast ratio\n464|\n465|117\n466|00:04:06,400 --> 00:04:11,840\n467|that's typical for IPS panels, while the\n468|\n469|118\n470|00:04:08,879 --> 00:04:14,480\n471|other two almost reach 1,400 to1, which\n472|\n473|119\n474|00:04:11,840 --> 00:04:16,799\n475|is pretty good for IPS monitors. Now,\n476|\n477|120\n478|00:04:14,480 --> 00:04:19,040\n479|when it comes to HDR, neither of these\n480|\n481|121\n482|00:04:16,799 --> 00:04:21,359\n483|monitors will give you a good HDR\n484|\n485|122\n486|00:04:19,040 --> 00:04:23,280\n487|experience. These standard IPS panels\n488|\n489|123\n490|00:04:21,359 --> 00:04:25,280\n491|just aren't capable of producing the\n492|\n493|124\n494|00:04:23,280 --> 00:04:27,759\n495|brightness and contrast that's necessary\n496|\n497|125\n498|00:04:25,280 --> 00:04:29,840\n499|for proper HDR. That being said, all\n500|\n501|126\n502|00:04:27,759 --> 00:04:31,919\n503|three accept HDR signals, and the\n504|\n505|127\n506|00:04:29,840 --> 00:04:34,400\n507|Gigabyte and KDC do a decent job\n508|\n509|128\n510|00:04:31,919 --> 00:04:36,639\n511|reproducing HDR content within their\n512|\n513|129\n514|00:04:34,400 --> 00:04:39,120\n515|capabilities. The AMZ really doesn't\n516|\n517|130\n518|00:04:36,639 --> 00:04:41,360\n519|measure too well, but visually it's also\n520|\n521|131\n522|00:04:39,120 --> 00:04:44,400\n523|fine. Again, all three monitors aren't\n524|\n525|132\n526|00:04:41,360 --> 00:04:45,919\n527|really meant for HDR anyways, so this is\n528|\n529|133\n530|00:04:44,400 --> 00:04:47,680\n531|something we shouldn't pay too much\n532|\n533|134\n534|00:04:45,919 --> 00:04:50,080\n535|attention to. After all, we're talking\n536|\n537|135\n538|00:04:47,680 --> 00:04:51,919\n539|about plain normal IPS monitors here,\n540|\n541|136\n542|00:04:50,080 --> 00:04:53,919\n543|which really are meant to be used for\n544|\n545|137\n546|00:04:51,919 --> 00:04:55,680\n547|SDR. And considering how affordable\n548|\n549|138\n550|00:04:53,919 --> 00:04:57,440\n551|these monitors are, I have to say I'm\n552|\n553|139\n554|00:04:55,680 --> 00:05:00,479\n555|pretty impressed with the SPR image\n556|\n557|140\n558|00:04:57,440 --> 00:05:02,880\n559|quality of the AMZ and KTC. The Gigabyte\n560|\n561|141\n562|00:05:00,479 --> 00:05:05,199\n563|also is solid for its price. The image\n564|\n565|142\n566|00:05:02,880 --> 00:05:07,759\n567|quality and color accuracy aren't bad by\n568|\n569|143\n570|00:05:05,199 --> 00:05:10,000\n571|any means, but the AMZ and KTC just\n572|\n573|144\n574|00:05:07,759 --> 00:05:12,720\n575|punch above their price class. Both also\n576|\n577|145\n578|00:05:10,000 --> 00:05:14,479\n579|perform very similar, so I wouldn't even\n580|\n581|146\n582|00:05:12,720 --> 00:05:16,320\n583|be surprised if these were using the\n584|\n585|147\n586|00:05:14,479 --> 00:05:17,759\n587|exact same panel. Through the factory\n588|\n589|148\n590|00:05:16,320 --> 00:05:20,639\n591|menu, I was able to figure out the\n592|\n593|149\n594|00:05:17,759 --> 00:05:22,560\n595|panels of the AMZ and Gigabyte, but KTZ\n596|\n597|150\n598|00:05:20,639 --> 00:05:24,479\n599|likes to give their panels custom names\n600|\n601|151\n602|00:05:22,560 --> 00:05:26,639\n603|in the factory menu. So, I don't really\n604|\n605|152\n606|00:05:24,479 --> 00:05:28,720\n607|know if they're using the same BOE panel\n608|\n609|153\n610|00:05:26,639 --> 00:05:30,720\n611|or not. At the very least, it's a very\n612|\n613|154\n614|00:05:28,720 --> 00:05:33,280\n615|similar panel. But one thing I'm not\n616|\n617|155\n618|00:05:30,720 --> 00:05:36,080\n619|really a fan of is the coding on the AMZ\n620|\n621|156\n622|00:05:33,280 --> 00:05:38,000\n623|and KDC. Again, the AMZ and KDC look\n624|\n625|157\n626|00:05:36,080 --> 00:05:39,520\n627|pretty much identical here, which\n628|\n629|158\n630|00:05:38,000 --> 00:05:41,680\n631|further supports the idea that they're\n632|\n633|159\n634|00:05:39,520 --> 00:05:44,320\n635|using the same panel, and both have this\n636|\n637|160\n638|00:05:41,680 --> 00:05:46,800\n639|very strong haze anti-glare finish. The\n640|\n641|161\n642|00:05:44,320 --> 00:05:49,199\n643|Gigabyte is matte as well, but it's way\n644|\n645|162\n646|00:05:46,800 --> 00:05:51,280\n647|less hazy, which I think looks better.\n648|\n649|163\n650|00:05:49,199 --> 00:05:53,120\n651|So far, I think the coding has been the\n652|\n653|164\n654|00:05:51,280 --> 00:05:54,960\n655|only aspect where I actually prefer the\n656|\n657|165\n658|00:05:53,120 --> 00:05:56,880\n659|Gigabyte, but this might change when\n660|\n661|166\n662|00:05:54,960 --> 00:06:00,000\n663|we're taking a look at how these perform\n664|\n665|167\n666|00:05:56,880 --> 00:06:02,800\n667|gaming. On paper, the KTC looks like it\n668|\n669|168\n670|00:06:00,000 --> 00:06:05,039\n671|has the edge for gaming with its 210 Hz\n672|\n673|169\n674|00:06:02,800 --> 00:06:07,440\n675|refresh rate, followed by the 200 Hz\n676|\n677|170\n678|00:06:05,039 --> 00:06:09,360\n679|AMZ. But the Gigabyte actually has the\n680|\n681|171\n682|00:06:07,440 --> 00:06:10,720\n683|fastest response times of these three.\n684|\n685|172\n686|00:06:09,360 --> 00:06:12,560\n687|So, even though it's running at a\n688|\n689|173\n690|00:06:10,720 --> 00:06:14,639\n691|slightly lower refresh rate, motion\n692|\n693|174\n694|00:06:12,560 --> 00:06:17,360\n695|looks slightly clearer on the Gigabyte.\n696|\n697|175\n698|00:06:14,639 --> 00:06:19,120\n699|Both the AMZ and KDC show more smuring,\n700|\n701|176\n702|00:06:17,360 --> 00:06:20,960\n703|mostly in the dark track, which the\n704|\n705|177\n706|00:06:19,120 --> 00:06:23,919\n707|Gigabyte does not. However, the\n708|\n709|178\n710|00:06:20,960 --> 00:06:25,520\n711|Gigabytes best overdrive mode, Smart OD,\n712|\n713|179\n714|00:06:23,919 --> 00:06:28,639\n715|is only optimized for the highest\n716|\n717|180\n718|00:06:25,520 --> 00:06:30,720\n719|refresh rate. Here at 120 Hz, it has\n720|\n721|181\n722|00:06:28,639 --> 00:06:33,840\n723|visible inverse ghosting, while the best\n724|\n725|182\n726|00:06:30,720 --> 00:06:36,400\n727|modes on the AMZ and KTZ true single\n728|\n729|183\n730|00:06:33,840 --> 00:06:37,919\n731|overdrive mode experience down to 60 Hz.\n732|\n733|184\n734|00:06:36,400 --> 00:06:40,800\n735|On the Gigabyte, you either have to\n736|\n737|185\n738|00:06:37,919 --> 00:06:42,560\n739|switch modes below 140 Hz, or just stick\n740|\n741|186\n742|00:06:40,800 --> 00:06:44,639\n743|to the picture quality overdrive\n744|\n745|187\n746|00:06:42,560 --> 00:06:46,800\n747|setting, which ironically makes the\n748|\n749|188\n750|00:06:44,639 --> 00:06:49,120\n751|Gigabyte just as slow as the other two,\n752|\n753|189\n754|00:06:46,800 --> 00:06:50,880\n755|with all three now averaging around a 6\n756|\n757|190\n758|00:06:49,120 --> 00:06:52,560\n759|millisecond response time. It's a\n760|\n761|191\n762|00:06:50,880 --> 00:06:54,639\n763|similar story when it comes to lag.\n764|\n765|192\n766|00:06:52,560 --> 00:06:56,400\n767|There's just a 0.3 millisecond\n768|\n769|193\n770|00:06:54,639 --> 00:06:58,080\n771|difference between the slowest and the\n772|\n773|194\n774|00:06:56,400 --> 00:07:00,319\n775|fastest result, which is totally\n776|\n777|195\n778|00:06:58,080 --> 00:07:02,560\n779|negligible. Adaptive sync also works\n780|\n781|196\n782|00:07:00,319 --> 00:07:04,720\n783|flawlessly on all three, no flickering,\n784|\n785|197\n786|00:07:02,560 --> 00:07:06,479\n787|exactly how it should be. So, in the\n788|\n789|198\n790|00:07:04,720 --> 00:07:08,400\n791|end, these are pretty evenly matched\n792|\n793|199\n794|00:07:06,479 --> 00:07:10,800\n795|when it comes to gaming. The Gigabyte\n796|\n797|200\n798|00:07:08,400 --> 00:07:12,720\n799|has a tiny advantage if you're only ever\n800|\n801|201\n802|00:07:10,800 --> 00:07:14,800\n803|playing at the highest refresh rate, but\n804|\n805|202\n806|00:07:12,720 --> 00:07:16,880\n807|it's hard to pick a clear winner here.\n808|\n809|203\n810|00:07:14,800 --> 00:07:19,120\n811|All three are solid gaming monitors,\n812|\n813|204\n814|00:07:16,880 --> 00:07:21,280\n815|really. Now, but one thing I don't like\n816|\n817|205\n818|00:07:19,120 --> 00:07:23,440\n819|about these monitors are the ergonomics.\n820|\n821|206\n822|00:07:21,280 --> 00:07:25,360\n823|Sure, it's a cost-saving measure, but\n824|\n825|207\n826|00:07:23,440 --> 00:07:27,440\n827|these only come with the most basic\n828|\n829|208\n830|00:07:25,360 --> 00:07:29,759\n831|stands. No height adjustment at all,\n832|\n833|209\n834|00:07:27,440 --> 00:07:31,840\n835|only tilt. So, I'd strongly recommend\n836|\n837|210\n838|00:07:29,759 --> 00:07:34,000\n839|getting a monitor arm, especially for\n840|\n841|211\n842|00:07:31,840 --> 00:07:36,960\n843|the Gigabyte. just sits way too low for\n844|\n845|212\n846|00:07:34,000 --> 00:07:39,120\n847|good ergonomics. The AMZ and KDC sit a\n848|\n849|213\n850|00:07:36,960 --> 00:07:41,520\n851|bit higher and the KDC stand is even\n852|\n853|214\n854|00:07:39,120 --> 00:07:43,199\n855|made for metal, which is nice, I guess,\n856|\n857|215\n858|00:07:41,520 --> 00:07:45,120\n859|but it doesn't change anything about the\n860|\n861|216\n862|00:07:43,199 --> 00:07:46,880\n863|terrible ergonomics. That's just\n864|\n865|217\n866|00:07:45,120 --> 00:07:48,720\n867|something to factor in with these budget\n868|\n869|218\n870|00:07:46,880 --> 00:07:50,720\n871|monitors. You got to spend a few bucks\n872|\n873|219\n874|00:07:48,720 --> 00:07:53,039\n875|extra on a decent monitor arm. These\n876|\n877|220\n878|00:07:50,720 --> 00:07:56,160\n879|monitors are very focused on the display\n880|\n881|221\n882|00:07:53,039 --> 00:07:58,080\n883|itself. No fancy stand, nor RGB, no\n884|\n885|222\n886|00:07:56,160 --> 00:08:00,319\n887|gimmicks, and that certainly helps keep\n888|\n889|223\n890|00:07:58,080 --> 00:08:01,599\n891|the price low. So, yeah, overall, I'm\n892|\n893|224\n894|00:08:00,319 --> 00:08:04,160\n895|very impressed with these budget\n896|\n897|225\n898|00:08:01,599 --> 00:08:06,319\n899|monitors. The monitors from AMZ and KTC\n900|\n901|226\n902|00:08:04,160 --> 00:08:09,680\n903|in particular offer great value for\n904|\n905|227\n906|00:08:06,319 --> 00:08:12,560\n907|money. I kind of expected that from KTC,\n908|\n909|228\n910|00:08:09,680 --> 00:08:14,560\n911|but AMZ Fast certainly wasn't a brand I\n912|\n913|229\n914|00:08:12,560 --> 00:08:16,000\n915|had on my radar, and I'm pleasantly\n916|\n917|230\n918|00:08:14,560 --> 00:08:17,919\n919|surprised. Of course, with these\n920|\n921|231\n922|00:08:16,000 --> 00:08:19,680\n923|lesserknown brands, it's always a bit of\n924|\n925|232\n926|00:08:17,919 --> 00:08:21,919\n927|a gamble when it comes to things like\n928|\n929|233\n930|00:08:19,680 --> 00:08:23,840\n931|warranty or support. That's not to say\n932|\n933|234\n934|00:08:21,919 --> 00:08:25,680\n935|that the mainstream brands always do a\n936|\n937|235\n938|00:08:23,840 --> 00:08:27,840\n939|great job, but at least they've been\n940|\n941|236\n942|00:08:25,680 --> 00:08:29,520\n943|around for a while, so I can understand\n944|\n945|237\n946|00:08:27,840 --> 00:08:31,759\n947|why some people might prefer something\n948|\n949|238\n950|00:08:29,520 --> 00:08:34,640\n951|like this Gigabyte monitor. And yeah, it\n952|\n953|239\n954|00:08:31,759 --> 00:08:37,360\n955|fell behind the AMZ and KTC in a few\n956|\n957|240\n958|00:08:34,640 --> 00:08:38,880\n959|areas, but it's still a great buy. It\n960|\n961|241\n962|00:08:37,360 --> 00:08:40,560\n963|doesn't quite reach the contrast and\n964|\n965|242\n966|00:08:38,880 --> 00:08:42,320\n967|color saturation you get from the other\n968|\n969|243\n970|00:08:40,560 --> 00:08:44,800\n971|two, but it has slightly faster response\n972|\n973|244\n974|00:08:42,320 --> 00:08:46,640\n975|times. A pretty solid monitor for around\n976|\n977|245\n978|00:08:44,800 --> 00:08:48,399\n979|150 bucks. Really goes to show that you\n980|\n981|246\n982|00:08:46,640 --> 00:08:51,279\n983|don't have to spend much anymore to get\n984|\n985|247\n986|00:08:48,399 --> 00:08:53,360\n987|a good 1440p monitor, even from a name\n988|\n989|248\n990|00:08:51,279 --> 00:08:56,000\n991|brand. Thanks for watching. Build some\n992|\n993|249\n994|00:08:53,360 --> 00:08:56,000\n995|list in video.\n","created_at":"2026-07-09T03:47:52.261717Z","finish_reason":null,"metrics":null},{"message_id":"615dac5d-df18-423e-8c7b-082f61289202","node_id":36,"role":"assistant","content":"## Summary: Budget 1440p Gaming Monitor Shootout\n\nThe video compares three inexpensive 27-inch 1440p IPS gaming monitors in the $150–$170 range:\n\n- **KTC** (210 Hz) — the reviewer’s “safe bet” based on past experience\n- **Gigabyte** — the cheapest name-brand option\n- **AMZ Fast / Amaze Fast** (200 Hz) — an unknown-brand wildcard with surprisingly high specs\n\n### Key findings\n\n**Image quality (SDR)**\n- Out of the box, the **Gigabyte** looks the worst: dimmest of the three, too warm white point, and smaller color gamut volume. It’s not really a wide-gamut monitor.\n- The **AMZ** is the most accurate out of the box; the **KTC** is slightly better than the Gigabyte.\n- **AMZ** and **KTC** cover roughly 140% of sRGB and reach close to a **1,400:1 contrast ratio** — unusually good for standard IPS. The Gigabyte is closer to a typical ~1,000:1.\n- All three are standard IPS panels, so HDR is weak on all of them, though the Gigabyte and KTC handle HDR signals a bit better than the AMZ.\n\n**Coating**\n- The AMZ and KTC share a strong haze/anti-glare finish that the reviewer finds a bit too aggressive.\n- The Gigabyte’s matte coating is less hazy and looks cleaner — the one area where the reviewer preferred it.\n\n**Gaming performance**\n- **Gigabyte** has the fastest raw response times and the clearest motion at its top refresh rate.\n- However, its best overdrive mode (“Smart OD”) is only tuned for max refresh; at lower refresh rates like 120 Hz it shows inverse ghosting. The AMZ and KTC handle variable refresh better with a single good overdrive mode down to 60 Hz.\n- Input lag is nearly identical across all three (~0.3 ms spread).\n- Adaptive sync works flawlessly on all three with no flickering.\n\n**Ergonomics & build**\n- All three have very basic stands: tilt only, no height adjustment. The reviewer strongly recommends a monitor arm.\n- The KTC stand is metal; the Gigabyte sits especially low.\n\n### Bottom line\n- **Best value:** AMZ Fast and KTC — punch above their price class in color, contrast, and overall image quality.\n- **Best for brand trust / cleaner coating:** Gigabyte — still a solid buy around $150, with slightly faster response times but worse contrast and color saturation.\n\nThe reviewer concludes that you no longer need to spend much to get a good 1440p monitor, even from a name brand.","tool_calls":[],"thinking":"Now I have the full transcript. Let me read and understand it. The video is a review/comparison of three budget 1440p gaming monitors: KTC, Gigabyte, and AMZ Fast (or Amaze Fast). \n\nKey points:\n- Three 27-inch 1440p IPS monitors in $150-$170 price range\n- Refresh rates differ: KTC 210Hz, AMZ 200Hz, Gigabyte lower (probably 180Hz or so, though not explicitly stated)\n- Out of box: Gigabyte looks worst - dimmest, too warm white point, smaller color gamut\n- AMZ most accurate out of box, KTC slightly better than Gigabyte\n- Gigabyte has smaller color gamut volume, can't be called wide gamut\n- Contrast: Gigabyte ~1000:1 (standard IPS), AMZ and KTC ~1400:1\n- HDR not good on any, but Gigabyte and KTC decent; AMZ doesn't measure well but visually fine\n- AMZ and KTC have strong haze anti-glare finish; Gigabyte less hazy matte coating preferred\n- Gaming: Gigabyte has fastest response times and Smart OD mode, but only optimized for highest refresh rate; has inverse ghosting at 120Hz\n- AMZ and KTC show more smearing in dark tracks\n- All three have adaptive sync working well, low lag (0.3ms difference)\n- Ergonomics basic on all - only tilt, no height adjustment; recommend monitor arm\n- KTC stand is metal\n- Conclusion: AMZ and KTC offer great value; Gigabyte solid for name brand with slightly faster response times\n\nI should also check the video title maybe. I didn't fetch it. But I can infer from content. The video is about cheap 1440p gaming monitors.\n\nNow I need to provide a summary. The user just pasted the link, which according to rules means \"use yt-dlp to summarize the video\". So I should provide the summary.\n\nI should not name the session, per the rule \"do not name the session until after reading and understanding the full YouTube video transcript\". I've now read it, but I shouldn't name the session anyway since the user didn't ask me to. Actually, the rule says don't name the session until after reading transcript - but naming a session is not something I normally do. Maybe it refers to some external naming. Anyway, I'll just provide the summary.\n\nLet me provide a concise but comprehensive summary.","created_at":"2026-07-09T03:47:55.587799Z","finish_reason":"stop","metrics":{"ttft_ms":1012,"total_time_ms":3325,"input_tokens":9394,"output_tokens":1095,"cache_read_tokens":27776,"cache_creation_tokens":null,"tpot_ms":2.1123287671232878,"tokens_per_sec":473.4111543450065}}]}