{"session":{"id":"thoracic-poison","working_directory":"/Users/root1","backend_type":"Windsurf","model":"swe-1-6-fast","agent_mode":"bypass","created_at":"2026-06-20T04:08:33+00:00","last_activity_at":"2026-06-20T04:08:49+00:00","title":"Rick Astley - Never Gonna Give You Up","main_chain_id":54,"shell_last_seen_index":0,"cogs_json":[{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/profile"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":[{"role":"system","content":"You are Devin, an interactive command line agent from Cognition.\n\nYour job is to use these instructions and the tools available to you to help the user. It is important that you do so earnestly and helpfully, as you are very important to the success of Cognition. Best of luck! We love you. <3\n\nIf the user asks for help, you can check your documentation by invoking the Devin skill (if available). Otherwise, this information may be helpful:\n\n- /help: list commands\n- /bug: report a bug to the Devin CLI developers\n- for support, users can visit https://windsurf.com/support\n\nWhen creating new configuration for this tool — including skills, rules, MCP server configs, or any project settings:\n\n- Always use the `.devin/` directory for NEW configuration (e.g. `.devin/skills//SKILL.md`, `.devin/config.json`)\n- For global (user-level) configuration, use `~/.config/devin/`\n- Do NOT place new configuration in `.claude/`, `.cursor/`, or other tool-specific directories unless explicitly asked. These are only read for compatibility, not written to.\n- If the `devin-for-terminal` skill is available, ALWAYS invoke it and explore for detailed documentation on configuration format and options\n\nWhen reading or referencing existing skills, always use the actual source path reported by the skill tool — skills may live in `.devin/`, `.agents/`, or other directories.\n\n\n# Modes\n\nThe active mode is how the user would like you to act.\n\n- Normal (default, if not specified): Full autonomy to use all your tools freely. For example: exploring a codebase, writing or editing code, etc.\n- Plan: Explore the codebase, ask the user clarifying questions, and then create a plan for what you're going to do next. Do NOT make changes until you're out of this mode and the user has approved the plan.\n\nAdhere strictly to the constraints of the active mode to avoid frustrating the user!\n\n\n# Style\n\n## Professional Objectivity\n\nPrioritize technical accuracy and truthfulness over validating the user's beliefs. It is best for the user if you honestly apply the same rigorous standards to all ideas and disagree when necessary, even if it may not be what the user wants to hear. Objective guidance and respectful correction are more valuable than false agreement. Whenever there is uncertainty, it's best to investigate to find the truth first rather than instinctively confirming the user's beliefs.\n\n## Tone\n\n- Be concise, direct, and to the point. When running commands, briefly explain what you're doing and why so the user can follow along.\n- Remember that your output will be displayed in a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\n- Output text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like exec or code comments as means to communicate with the user during the session.\n- If you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\n- Only use emojis if the user explicitly requests it. Avoid using emojis in all communication unless asked.\n- If the user asks about timelines or estimated completion times for your work, do not give them concrete estimates as you are not able to accurately predict how long it will take you to achieve a task. Instead just say that you will do your best to complete the task as soon as possible.\n- Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.\n\n\nuser: What command should I run to watch files in the current directory and rebuild?\nassistant: [use the exec tool to run `ls` and list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nassistant: npm run dev\n\n\n\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nassistant: foo.c, bar.c, baz.c\nuser: which file contains the implementation of Foo?\nassistant: [reads foo.c]\nassistant: src/foo.c contains `struct Foo`, which implements [...]\n\n\n\nuser: can you write tests for this feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n\n\n## Proactiveness\n\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n\n1. Doing the right thing when asked, including taking actions and follow-up actions\n\n2. Not surprising the user with actions you take without asking\n\nFor example, if the user asks you how to approach something, you should do your best to explore and answer their question first, but not jump to implementation just yet.\n\n## Handling ambiguous requests\n\nWhen a user request is unclear:\n- First attempt to interpret the request using available context\n- Search the codebase for related code, patterns, or documentation that clarifies intent. Also consider searching the web.\n- If still uncertain after investigation, ask a focused clarifying question\n\n## File references\n\nWhen your output text references specific files or code snippets, use the `` and `` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `` - Reference an entire file\n- `` - Reference specific lines in a file\n\n\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. \n\n\n\nuser: Can you show me the config file?\nassistant: Here's the configuration file: \n\n\n## Tool usage policy\n\n- When webfetch returns a redirect, immediately follow it with a new request.\n- When making multiple edits to the same file or related files and you already know what changes are needed, batch them together.\n\nWhen a tool call produces output that is too long, the output will be truncated and the remaining content will be written to a file. You will see a `` tag containing the path to the overflow file. You are responsible for reading this file if you need the full output.\n\n\n# Programming\n\nSince you live in the user's terminal, a very common use-case you will get is writing code. Fortunately, you've been extensively trained in software engineering and are well-equipped to help them out!\n\n## Existing Conventions\n\nWhen making changes to files, first understand the codebase's code conventions. Explore dependencies, references, and related system to understand the codebase's patterns and abstractions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language). If you're adding a dependency prefer running the package manager command (e.g. npm add or cargo add) instead of editing the file so that you get the latest version.\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository. Unless otherwise specified (even if the task seems silly), assume the code is for a real production task.\n\n## Code style\n\n- IMPORTANT: Do NOT add or remove comments unless asked! If you find that you've accidentally deleted an existing comment, be sure to put it back.\n- Default to writing compact code – collapse duplicate else branches, avoid unnecessary nesting, and share abstractions.\n- Follow idiomatic conventions for the language you're writing.\n- Avoid excessive & verbose error handling in your code. Errors should be handled, but not every line needs to be try/catched. Think about the right error boundaries (and look at existing code for error handling style)\n\n## Debugging\n\nWhen debugging issues:\n- First reproduce the problem reliably\n- Trace the code path to understand the flow\n- Add targeted logging or print statements to isolate the issue\n- Identify the root cause before attempting fixes\n- Verify the fix addresses the root cause, not just symptoms\n\n## Workflow\n\nYou should generally prefer to implement new features or fix bugs as follows...\n\n1. If the project has test infrastructure, write a failing test to show the bug\n2. Fix the bug\n3. Ensure that the test now passes\n\nWorking this way makes it easier to tell if you've actually fixed the bug, and saves you from needing to verify later.\n\n## Git\n\n### Creating commits\n1. Run in parallel: `git status`, `git diff`, `git log` (to match commit style)\n2. Draft a concise commit message focusing on \"why\" not \"what\". Check for sensitive info.\n3. Stage files and commit with this format:\n```\ngit commit -m \"$(cat <<'EOF'\nCommit message here.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>\nEOF\n)\"\n```\n4. If pre-commit hooks modify files and the commit fails, stage the modified files and retry the commit.\n\n### Creating pull requests\nUse `gh` for all GitHub operations. Run in parallel: `git status`, `git diff`, `git log`, `git diff main...HEAD`\n\nReview ALL commits (not just latest), then create PR:\n```\ngh pr create --title \"title\" --body \"$(cat <<'EOF'\n## Summary\n\n\n#### Test plan\n\n\nGenerated with [Devin](https://devin.ai)\nEOF\n)\"\n```\n\n### Git rules\n- NEVER update git config\n- NEVER use `-i` flags (interactive mode not supported)\n- DO NOT push unless explicitly asked\n- DO NOT commit if no changes exist\n\n\n# Task Management\n\nYou have access to the todo_write tool to help you manage and plan tasks. Use this tool VERY frequently to ensure that you are tracking your tasks and giving the user visibility into your progress.\nThis tool is also EXTREMELY helpful for planning tasks, and for breaking down larger complex tasks into smaller steps. If you do not use this tool when planning, you may forget to do important tasks - and that is unacceptable.\n\nIt is critical that you mark todos as completed as soon as you are done with a task. Do not batch up multiple tasks before marking them as completed.\n\nExamples:\n\n\nuser: Run the build and fix any type errors\nassistant: I'm going to use the todo_write tool to write the following items to the todo list:\n- Run the build\n- Fix any type errors\n\nI'm now going to run the build using exec.\n\nLooks like I found 10 type errors. I'm going to use the todo_write tool to write 10 items to the todo list.\n\nmarking the first todo as in_progress\n\nLet me start working on the first item...\n\nThe first item has been fixed, let me mark the first todo as completed, and move on to the second item...\n..\n..\n\n\nIn the above example, the assistant completes all the tasks, including the 10 error fixes and running the build and fixing all errors.\n\n\nuser: Help me write a new feature that allows users to track their usage metrics and export them to various formats\nassistant: I'll help you implement a usage metrics tracking and export feature. Let me first use the todo_write tool to plan this task.\nAdding the following todos to the todo list:\n1. Research existing metrics tracking in the codebase\n2. Design the metrics collection system\n3. Implement core metrics tracking functionality\n4. Create export functionality for different formats\n\nLet me start by researching the existing codebase to understand what metrics we might already be tracking and how we can build on that.\n\nI'm going to search for any existing metrics or telemetry code in the project.\n\nI've found some existing telemetry code. Let me mark the first todo as in_progress and start designing our metrics tracking system based on what I've learned...\n\n[Assistant continues implementing the feature step by step, marking todos as in_progress and completed as they go]\n\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including , as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\n\n\n## Completing Tasks\n\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n- Use the todo_write tool to plan the task if required\n- Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n- Before making changes, thoroughly explore the codebase to understand the architecture, patterns, and related systems. Read relevant files, trace dependencies, and understand how components interact.\n- Implement the solution using all tools available to you\n\n## Verification\n\nBefore considering a task complete, verify your work. Use judgment based on what you changed - optimize for fast iteration:\n\n- Check for project-specific verification instructions in project rules files (`AGENTS.md`, or similar)\n- Run relevant verification steps based on the scope of changes (lint, typecheck, build, tests)\n- For isolated functionality, consider a temporary test file to verify behavior, then delete it\n- Self-critique: review changes for edge cases and refine as needed\n- If you cannot find verification commands, ask the user and suggest saving them to a project config file\n\n## Saving learned information\n\nIf you discover useful project information (build commands, test commands, verification steps, user preferences, ...) that isn't already documented:\n- If a rules file exists (`AGENTS.md`, etc.), append to it\n- Otherwise, create `AGENTS.md` in the current directory with the learned information\n\n## Error recovery\n\nWhen encountering errors (failed commands, build failures, test failures):\n- Keep trying different approaches to resolve the issue\n- Search for similar issues in the codebase or documentation\n- Only ask the user for help as a last resort after exhausting reasonable options\n- Exception: Always ask the user for help with authentication issues, project configuration changes, or permission problems\n\n## System Guidance\nYou may receive `` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\n\n\n\n# Tool Tips\n\n## Shell\nUse your provided search tools instead of `rg`, `grep`, or `find` whenever possible.\n\n\n## File-related tools\n- read can read images (PNG, JPG, etc) - the contents are presented visually.\n- For Jupyter notebooks (.ipynb files), use notebook_read instead of read.\n- Speculatively read multiple files as a batch when potentially useful.\n- Do NOT create documentation files to describe your changes or plan. Exception: persistent project info files like `AGENTS.md` are allowed.\n\n\n# Safety\n\nIMPORTANT: Assist with defensive security tasks only. Refuse to create, modify, or improve code that may be used maliciously. Do not assist with credential discovery or harvesting, including bulk crawling for SSH keys, browser cookies, or cryptocurrency wallets. Allow security analysis, detection rules, vulnerability explanations, defensive tools, and security documentation.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\n## Destructive Operations\n\nNEVER perform irreversible destructive operations without explicit user confirmation for that specific action, even if you have permission to run the command. This includes:\n- Deleting or truncating database tables, dropping schemas, bulk-deleting rows\n- `rm -rf`, deleting directories, or removing files you did not just create\n- Force-pushing, rewriting git history, deleting branches, checking out over uncommitted changes, or bypassing commit hooks\n- Sending emails, making payments, or calling APIs with real-world side effects\n\nIf a destructive step is required, STOP and describe exactly what you are about to run and why, then wait for the user. Do not assume a previous approval extends to a new destructive operation. If you realize you have already caused data loss, say so immediately rather than attempting to hide or quietly repair it.\n\n\n\n## Available MCP Servers (for third-party tools)\n\n{\"servers\":[{\"name\":\"playwright\"}]}\n\nIMPORTANT: You MUST call `mcp_list_tools` for a server before calling `mcp_call_tool` on it. This is required to discover the available tools and their correct input schemas. Never guess tool names or arguments — always list tools first.\n","metadata":{"metrics":null,"telemetry":{"source":"sysprompt","operation":"normal"},"created_at":"2026-06-20T04:08:32.791426Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"ccc0f7ee-a3b9-4f2b-a611-e86ad972e65e"}],"tool_availability":{"BlockList":[{"Name":{"exact":"exit_plan_mode"}}]},"append_system_messages":[]},{"model":"swe-1-6-fast","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-1.6 Fast.","metadata":{"metrics":null,"telemetry":{"source":"system","operation":"unknown"},"created_at":"2026-06-20T04:08:32.792743Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"df1eca59-3c20-4bfe-b53c-c9eb7687b7c9"}]},{"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":"2026-06-20T04:08:32.792877Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"5aa48da9-e113-415d-8e1d-26b339fac63b"}]},{"model":null,"source":"Subagent","context":[],"lifetime":{"Unique":"core/read_only_kinds"},"permissions":[[{"Tool":{"Kind":"read"}},"Allow"],[{"Tool":{"Kind":"search"}},"Allow"],[{"Tool":{"Kind":"think"}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"System"},"context":[],"lifetime":{"Unique":"core/subagent_profiles"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[{"role":"system","content":"Available subagent profiles for the `run_subagent` tool. Choose the most appropriate profile based on whether the task requires write access:\n- `subagent_explore`: Read-only subagent for codebase exploration, research, and search. Use this when you need to find code, understand architecture, trace dependencies, or answer questions about the codebase. This profile has read-only access (grep, glob, read, web_search) and cannot edit files.\n- `subagent_general`: General-purpose subagent with full tool access (read, write, edit, exec). Use this when the subagent needs to make code changes, run commands with side effects, or perform any task that requires write access. In the foreground it can prompt for tool approval; in the background, unapproved tools are auto-denied.","metadata":{"metrics":null,"telemetry":{"source":"sysprompt","operation":"subagent_profiles"},"created_at":"2026-06-20T04:08:32.793139Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"02c86d18-e746-4dcd-9332-74a7fa2b1fa1"}]},{"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"]],"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":27,"messages":[{"message_id":"ccc0f7ee-a3b9-4f2b-a611-e86ad972e65e","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://windsurf.com/support\n\nWhen creating new configuration for this tool — including skills, rules, MCP server configs, or any project settings:\n\n- Always use the `.devin/` directory for NEW configuration (e.g. `.devin/skills//SKILL.md`, `.devin/config.json`)\n- For global (user-level) configuration, use `~/.config/devin/`\n- Do NOT place new configuration in `.claude/`, `.cursor/`, or other tool-specific directories unless explicitly asked. These are only read for compatibility, not written to.\n- If the `devin-for-terminal` skill is available, ALWAYS invoke it and explore for detailed documentation on configuration format and options\n\nWhen reading or referencing existing skills, always use the actual source path reported by the skill tool — skills may live in `.devin/`, `.agents/`, or other directories.\n\n\n# Modes\n\nThe active mode is how the user would like you to act.\n\n- Normal (default, if not specified): Full autonomy to use all your tools freely. For example: exploring a codebase, writing or editing code, etc.\n- Plan: Explore the codebase, ask the user clarifying questions, and then create a plan for what you're going to do next. Do NOT make changes until you're out of this mode and the user has approved the plan.\n\nAdhere strictly to the constraints of the active mode to avoid frustrating the user!\n\n\n# Style\n\n## Professional Objectivity\n\nPrioritize technical accuracy and truthfulness over validating the user's beliefs. It is best for the user if you honestly apply the same rigorous standards to all ideas and disagree when necessary, even if it may not be what the user wants to hear. Objective guidance and respectful correction are more valuable than false agreement. Whenever there is uncertainty, it's best to investigate to find the truth first rather than instinctively confirming the user's beliefs.\n\n## Tone\n\n- Be concise, direct, and to the point. When running commands, briefly explain what you're doing and why so the user can follow along.\n- Remember that your output will be displayed in a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\n- Output text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like exec or code comments as means to communicate with the user during the session.\n- If you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\n- Only use emojis if the user explicitly requests it. Avoid using emojis in all communication unless asked.\n- If the user asks about timelines or estimated completion times for your work, do not give them concrete estimates as you are not able to accurately predict how long it will take you to achieve a task. Instead just say that you will do your best to complete the task as soon as possible.\n- Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.\n\n\nuser: What command should I run to watch files in the current directory and rebuild?\nassistant: [use the exec tool to run `ls` and list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nassistant: npm run dev\n\n\n\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nassistant: foo.c, bar.c, baz.c\nuser: which file contains the implementation of Foo?\nassistant: [reads foo.c]\nassistant: src/foo.c contains `struct Foo`, which implements [...]\n\n\n\nuser: can you write tests for this feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n\n\n## Proactiveness\n\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n\n1. Doing the right thing when asked, including taking actions and follow-up actions\n\n2. Not surprising the user with actions you take without asking\n\nFor example, if the user asks you how to approach something, you should do your best to explore and answer their question first, but not jump to implementation just yet.\n\n## Handling ambiguous requests\n\nWhen a user request is unclear:\n- First attempt to interpret the request using available context\n- Search the codebase for related code, patterns, or documentation that clarifies intent. Also consider searching the web.\n- If still uncertain after investigation, ask a focused clarifying question\n\n## File references\n\nWhen your output text references specific files or code snippets, use the `` and `` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `` - Reference an entire file\n- `` - Reference specific lines in a file\n\n\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. \n\n\n\nuser: Can you show me the config file?\nassistant: Here's the configuration file: \n\n\n## Tool usage policy\n\n- When webfetch returns a redirect, immediately follow it with a new request.\n- When making multiple edits to the same file or related files and you already know what changes are needed, batch them together.\n\nWhen a tool call produces output that is too long, the output will be truncated and the remaining content will be written to a file. You will see a `` tag containing the path to the overflow file. You are responsible for reading this file if you need the full output.\n\n\n# Programming\n\nSince you live in the user's terminal, a very common use-case you will get is writing code. Fortunately, you've been extensively trained in software engineering and are well-equipped to help them out!\n\n## Existing Conventions\n\nWhen making changes to files, first understand the codebase's code conventions. Explore dependencies, references, and related system to understand the codebase's patterns and abstractions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language). If you're adding a dependency prefer running the package manager command (e.g. npm add or cargo add) instead of editing the file so that you get the latest version.\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository. Unless otherwise specified (even if the task seems silly), assume the code is for a real production task.\n\n## Code style\n\n- IMPORTANT: Do NOT add or remove comments unless asked! If you find that you've accidentally deleted an existing comment, be sure to put it back.\n- Default to writing compact code – collapse duplicate else branches, avoid unnecessary nesting, and share abstractions.\n- Follow idiomatic conventions for the language you're writing.\n- Avoid excessive & verbose error handling in your code. Errors should be handled, but not every line needs to be try/catched. Think about the right error boundaries (and look at existing code for error handling style)\n\n## Debugging\n\nWhen debugging issues:\n- First reproduce the problem reliably\n- Trace the code path to understand the flow\n- Add targeted logging or print statements to isolate the issue\n- Identify the root cause before attempting fixes\n- Verify the fix addresses the root cause, not just symptoms\n\n## Workflow\n\nYou should generally prefer to implement new features or fix bugs as follows...\n\n1. If the project has test infrastructure, write a failing test to show the bug\n2. Fix the bug\n3. Ensure that the test now passes\n\nWorking this way makes it easier to tell if you've actually fixed the bug, and saves you from needing to verify later.\n\n## Git\n\n### Creating commits\n1. Run in parallel: `git status`, `git diff`, `git log` (to match commit style)\n2. Draft a concise commit message focusing on \"why\" not \"what\". Check for sensitive info.\n3. Stage files and commit with this format:\n```\ngit commit -m \"$(cat <<'EOF'\nCommit message here.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>\nEOF\n)\"\n```\n4. If pre-commit hooks modify files and the commit fails, stage the modified files and retry the commit.\n\n### Creating pull requests\nUse `gh` for all GitHub operations. Run in parallel: `git status`, `git diff`, `git log`, `git diff main...HEAD`\n\nReview ALL commits (not just latest), then create PR:\n```\ngh pr create --title \"title\" --body \"$(cat <<'EOF'\n## Summary\n\n\n#### Test plan\n\n\nGenerated with [Devin](https://devin.ai)\nEOF\n)\"\n```\n\n### Git rules\n- NEVER update git config\n- NEVER use `-i` flags (interactive mode not supported)\n- DO NOT push unless explicitly asked\n- DO NOT commit if no changes exist\n\n\n# Task Management\n\nYou have access to the todo_write tool to help you manage and plan tasks. Use this tool VERY frequently to ensure that you are tracking your tasks and giving the user visibility into your progress.\nThis tool is also EXTREMELY helpful for planning tasks, and for breaking down larger complex tasks into smaller steps. If you do not use this tool when planning, you may forget to do important tasks - and that is unacceptable.\n\nIt is critical that you mark todos as completed as soon as you are done with a task. Do not batch up multiple tasks before marking them as completed.\n\nExamples:\n\n\nuser: Run the build and fix any type errors\nassistant: I'm going to use the todo_write tool to write the following items to the todo list:\n- Run the build\n- Fix any type errors\n\nI'm now going to run the build using exec.\n\nLooks like I found 10 type errors. I'm going to use the todo_write tool to write 10 items to the todo list.\n\nmarking the first todo as in_progress\n\nLet me start working on the first item...\n\nThe first item has been fixed, let me mark the first todo as completed, and move on to the second item...\n..\n..\n\n\nIn the above example, the assistant completes all the tasks, including the 10 error fixes and running the build and fixing all errors.\n\n\nuser: Help me write a new feature that allows users to track their usage metrics and export them to various formats\nassistant: I'll help you implement a usage metrics tracking and export feature. Let me first use the todo_write tool to plan this task.\nAdding the following todos to the todo list:\n1. Research existing metrics tracking in the codebase\n2. Design the metrics collection system\n3. Implement core metrics tracking functionality\n4. Create export functionality for different formats\n\nLet me start by researching the existing codebase to understand what metrics we might already be tracking and how we can build on that.\n\nI'm going to search for any existing metrics or telemetry code in the project.\n\nI've found some existing telemetry code. Let me mark the first todo as in_progress and start designing our metrics tracking system based on what I've learned...\n\n[Assistant continues implementing the feature step by step, marking todos as in_progress and completed as they go]\n\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including , as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\n\n\n## Completing Tasks\n\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n- Use the todo_write tool to plan the task if required\n- Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n- Before making changes, thoroughly explore the codebase to understand the architecture, patterns, and related systems. Read relevant files, trace dependencies, and understand how components interact.\n- Implement the solution using all tools available to you\n\n## Verification\n\nBefore considering a task complete, verify your work. Use judgment based on what you changed - optimize for fast iteration:\n\n- Check for project-specific verification instructions in project rules files (`AGENTS.md`, or similar)\n- Run relevant verification steps based on the scope of changes (lint, typecheck, build, tests)\n- For isolated functionality, consider a temporary test file to verify behavior, then delete it\n- Self-critique: review changes for edge cases and refine as needed\n- If you cannot find verification commands, ask the user and suggest saving them to a project config file\n\n## Saving learned information\n\nIf you discover useful project information (build commands, test commands, verification steps, user preferences, ...) that isn't already documented:\n- If a rules file exists (`AGENTS.md`, etc.), append to it\n- Otherwise, create `AGENTS.md` in the current directory with the learned information\n\n## Error recovery\n\nWhen encountering errors (failed commands, build failures, test failures):\n- Keep trying different approaches to resolve the issue\n- Search for similar issues in the codebase or documentation\n- Only ask the user for help as a last resort after exhausting reasonable options\n- Exception: Always ask the user for help with authentication issues, project configuration changes, or permission problems\n\n## System Guidance\nYou may receive `` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\n\n\n\n# Tool Tips\n\n## Shell\nUse your provided search tools instead of `rg`, `grep`, or `find` whenever possible.\n\n\n## File-related tools\n- read can read images (PNG, JPG, etc) - the contents are presented visually.\n- For Jupyter notebooks (.ipynb files), use notebook_read instead of read.\n- Speculatively read multiple files as a batch when potentially useful.\n- Do NOT create documentation files to describe your changes or plan. Exception: persistent project info files like `AGENTS.md` are allowed.\n\n\n# Safety\n\nIMPORTANT: Assist with defensive security tasks only. Refuse to create, modify, or improve code that may be used maliciously. Do not assist with credential discovery or harvesting, including bulk crawling for SSH keys, browser cookies, or cryptocurrency wallets. Allow security analysis, detection rules, vulnerability explanations, defensive tools, and security documentation.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\n## Destructive Operations\n\nNEVER perform irreversible destructive operations without explicit user confirmation for that specific action, even if you have permission to run the command. This includes:\n- Deleting or truncating database tables, dropping schemas, bulk-deleting rows\n- `rm -rf`, deleting directories, or removing files you did not just create\n- Force-pushing, rewriting git history, deleting branches, checking out over uncommitted changes, or bypassing commit hooks\n- Sending emails, making payments, or calling APIs with real-world side effects\n\nIf a destructive step is required, STOP and describe exactly what you are about to run and why, then wait for the user. Do not assume a previous approval extends to a new destructive operation. If you realize you have already caused data loss, say so immediately rather than attempting to hide or quietly repair it.\n\n\n\n## Available MCP Servers (for third-party tools)\n\n{\"servers\":[{\"name\":\"playwright\"}]}\n\nIMPORTANT: You MUST call `mcp_list_tools` for a server before calling `mcp_call_tool` on it. This is required to discover the available tools and their correct input schemas. Never guess tool names or arguments — always list tools first.\n","created_at":"2026-06-20T04:08:32.791426Z","finish_reason":null,"metrics":null},{"message_id":"02c86d18-e746-4dcd-9332-74a7fa2b1fa1","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":"2026-06-20T04:08:32.793139Z","finish_reason":null,"metrics":null},{"message_id":"5aa48da9-e113-415d-8e1d-26b339fac63b","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":"2026-06-20T04:08:32.792877Z","finish_reason":null,"metrics":null},{"message_id":"df1eca59-3c20-4bfe-b53c-c9eb7687b7c9","node_id":21,"role":"system","content":"You are powered by SWE-1.6 Fast.","created_at":"2026-06-20T04:08:32.792743Z","finish_reason":null,"metrics":null},{"message_id":"635d19f8-6455-48b8-8bcc-8c9ac03d93e7","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: Friday, 2026-06-19\n\n","created_at":"2026-06-20T04:08:30.730558Z","finish_reason":null,"metrics":null},{"message_id":"db7c6f4b-e364-457b-a10c-5185cb2711ab","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- for testing that involves urls, start with example.com rather than about:blank\n- For tasks that may benefit from computer use (controlling macOS apps, windows, clicking, typing, etc.), use the background-computer-use skill to control local macOS apps through the BackgroundComputerUse API\n\n\n","created_at":"2026-06-20T04:08:32.800415Z","finish_reason":null,"metrics":null},{"message_id":"b1f52f78-15f1-4ab0-b998-38960dd6c68d","node_id":24,"role":"user","content":"https://www.youtube.com/watch?v=fV4s5dwxYnw","created_at":"2026-06-20T04:08:33.455557Z","finish_reason":null,"metrics":null},{"message_id":"8904c9b4-1b91-4447-8f5f-8fce04813646","node_id":25,"role":"system","content":"\nThe following skills can be invoked using the `skill` tool. When a built-in skill clearly matches the user's request, invoke it immediately at the start of the session.\n\n- **background-computer-use**: Launch and use the local BackgroundComputerUse macOS runtime through its self-documenting loopback API. Use when Codex needs to control local macOS apps or windows, inspect screenshots and Accessibility state, click/type/scroll/press keys, use the visible cursor, or help install/start the BackgroundComputerUse API from a skill. (source: /Users/root1/.devin/skills/background-computer-use/SKILL.md)\n- **devin-for-terminal**: Look up Devin CLI documentation (skills, extensibility, configuration, commands, models, troubleshooting) (source: /Users/root1/.local/share/devin/cli/_versions/2026.7.23/share/devin/docs)\n- **declarative-repo-setup**: Generate and verify a working environment.yaml (Devin snapshot-setup blueprint) for a repo (source: builtin:drs)\n","created_at":"2026-06-20T04:08:33.459094Z","finish_reason":null,"metrics":null},{"message_id":"6eccbe5b-270a-473d-a7c2-8a2945ff07ef","node_id":27,"role":"assistant","content":"I'll use yt-dlp to get the auto-generated captions from this YouTube video and summarize them for you.","tool_calls":[{"id":"c69c1eaf4","name":"exec","arguments":{"command":"yt-dlp --write-auto-sub --skip-download --sub-lang en --sub-format txt \"https://www.youtube.com/watch?v=fV4s5dwxYnw\""}}],"thinking":"The user has provided a YouTube link: https://www.youtube.com/watch?v=fV4s5dwxYnw\n\nAccording to the AGENTS.md file, the user has a preference: \"If I ever paste in a YouTube link, use yt-dlp to summarize the video. get the autogenerrated captions to do this\"\n\nSo I should use yt-dlp to download the auto-generated captions from this video and then summarize them for the user.\n\nLet me break this down:\n1. First, I need to use yt-dlp to get the auto-generated captions\n2. Then I'll need to read/process those captions to create a summary\n\nLet me start by using yt-dlp to download the captions. I'll need to:\n- Check if yt-dlp is installed\n- Use it to download the auto-generated captions\n- Read and summarize them","created_at":"2026-06-20T04:08:34.941129Z","finish_reason":"tool_calls","metrics":{"ttft_ms":864,"total_time_ms":1447,"input_tokens":12132,"output_tokens":242,"cache_read_tokens":2560,"cache_creation_tokens":null,"tpot_ms":2.409090909090909,"tokens_per_sec":415.09433962264154}},{"message_id":"58d6a649-ce9a-4832-85d3-4971be1f0214","node_id":28,"role":"tool","content":"Output from command in shell 7fca0b:\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=fV4s5dwxYnw\n[youtube] fV4s5dwxYnw: Downloading webpage\n[youtube] fV4s5dwxYnw: Downloading tv client config\n[youtube] fV4s5dwxYnw: Downloading player ac678d18-main\n[youtube] fV4s5dwxYnw: Downloading tv player API JSON\n[youtube] fV4s5dwxYnw: 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] fV4s5dwxYnw: 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] fV4s5dwxYnw: Downloading subtitles: en\nWARNING: No subtitle format found matching \"txt\" for language en, using vtt. Use --list-subs for a list of available subtitles\n[info] fV4s5dwxYnw: Downloading 1 format(s): 139\n[info] Writing video subtitles to: The Only Upgrade Order That Makes Sense [fV4s5dwxYnw].en.vtt\n[download] Destination: The Only Upgrade Order That Makes Sense [fV4s5dwxYnw].en.vtt\n\r[download] 1.00KiB at Unknown B/s (00:00:00)\r[download] 3.00KiB at Unknown B/s (00:00:00)\r[download] 7.00KiB at Unknown B/s (00:00:00)\r[download] 15.00KiB at 5.27MiB/s (00:00:00)\r[download] 31.00KiB at 1.64MiB/s (00:00:00)\r[download] 63.00KiB at 2.31MiB/s (00:00:00)\r[download] 84.16KiB at 2.57MiB/s (00:00:00)\r[download] 100% of 84.16KiB in 00:00:00 at 613.43KiB/s\n\n\nExit code: 0","created_at":"2026-06-20T04:08:37.653971Z","finish_reason":null,"metrics":null},{"message_id":"d31fab5f-0be2-42c9-ba76-0f8c975b3409","node_id":30,"role":"assistant","content":"","tool_calls":[{"id":"6ba17d1ac","name":"read","arguments":{"file_path":"/Users/root1/The Only Upgrade Order That Makes Sense [fV4s5dwxYnw].en.vtt"}}],"thinking":"Great! The yt-dlp command worked and downloaded the auto-generated captions in VTT format. The file is named \"The Only Upgrade Order That Makes Sense [fV4s5dwxYnw].en.vtt\". Now I need to read this file and summarize the content.\n\nLet me read the VTT file to see the captions.","created_at":"2026-06-20T04:08:38.445214Z","finish_reason":"tool_calls","metrics":{"ttft_ms":609,"total_time_ms":790,"input_tokens":1076,"output_tokens":105,"cache_read_tokens":14592,"cache_creation_tokens":null,"tpot_ms":1.723809523809524,"tokens_per_sec":580.110497237569}},{"message_id":"1a2ee7d5-43df-489a-93fb-4418588cc781","node_id":31,"role":"tool","content":"\n 1|WEBVTT\n 2|Kind: captions\n 3|Language: en\n 4|\n 5|00:00:00.080 --> 00:00:01.750 align:start position:0%\n 6| \n 7|One<00:00:00.240> of<00:00:00.400> these<00:00:00.560> was<00:00:00.719> a<00:00:00.880> waste<00:00:01.120> of<00:00:01.280> money.<00:00:01.520> One\n 8|\n 9|00:00:01.750 --> 00:00:01.760 align:start position:0%\n 10|One of these was a waste of money. One\n 11| \n 12|\n 13|00:00:01.760 --> 00:00:03.590 align:start position:0%\n 14|One of these was a waste of money. One\n 15|actually<00:00:02.000> changed<00:00:02.320> how<00:00:02.480> I<00:00:02.639> play.<00:00:02.960> And<00:00:03.120> one<00:00:03.360> I'm\n 16|\n 17|00:00:03.590 --> 00:00:03.600 align:start position:0%\n 18|actually changed how I play. And one I'm\n 19| \n 20|\n 21|00:00:03.600 --> 00:00:05.030 align:start position:0%\n 22|actually changed how I play. And one I'm\n 23|still<00:00:03.840> trying<00:00:04.000> to<00:00:04.160> figure<00:00:04.319> out.<00:00:04.720> I<00:00:04.880> spent\n 24|\n 25|00:00:05.030 --> 00:00:05.040 align:start position:0%\n 26|still trying to figure out. I spent\n 27| \n 28|\n 29|00:00:05.040 --> 00:00:06.950 align:start position:0%\n 30|still trying to figure out. I spent\n 31|thousands<00:00:05.440> on<00:00:05.600> gear<00:00:05.759> I<00:00:06.000> didn't<00:00:06.240> need.<00:00:06.640> Build\n 32|\n 33|00:00:06.950 --> 00:00:06.960 align:start position:0%\n 34|thousands on gear I didn't need. Build\n 35| \n 36|\n 37|00:00:06.960 --> 00:00:08.470 align:start position:0%\n 38|thousands on gear I didn't need. Build\n 39|four<00:00:07.279> gaming<00:00:07.600> setups<00:00:07.860> [music]<00:00:08.000> from<00:00:08.160> all<00:00:08.320> the\n 40|\n 41|00:00:08.470 --> 00:00:08.480 align:start position:0%\n 42|four gaming setups [music] from all the\n 43| \n 44|\n 45|00:00:08.480 --> 00:00:10.310 align:start position:0%\n 46|four gaming setups [music] from all the\n 47|stuff<00:00:08.639> I<00:00:08.800> bought.<00:00:09.120> And<00:00:09.200> after<00:00:09.519> 8,000<00:00:10.000> hours\n 48|\n 49|00:00:10.310 --> 00:00:10.320 align:start position:0%\n 50|stuff I bought. And after 8,000 hours\n 51| \n 52|\n 53|00:00:10.320 --> 00:00:12.230 align:start position:0%\n 54|stuff I bought. And after 8,000 hours\n 55|just<00:00:10.480> in<00:00:10.639> tactical<00:00:11.120> shooters,<00:00:11.599> I<00:00:11.840> finally\n 56|\n 57|00:00:12.230 --> 00:00:12.240 align:start position:0%\n 58|just in tactical shooters, I finally\n 59| \n 60|\n 61|00:00:12.240 --> 00:00:14.310 align:start position:0%\n 62|just in tactical shooters, I finally\n 63|figured<00:00:12.559> out<00:00:12.800> a<00:00:13.040> pattern.<00:00:13.519> Some<00:00:13.759> upgrades\n 64|\n 65|00:00:14.310 --> 00:00:14.320 align:start position:0%\n 66|figured out a pattern. Some upgrades\n 67| \n 68|\n 69|00:00:14.320 --> 00:00:16.470 align:start position:0%\n 70|figured out a pattern. Some upgrades\n 71|help,<00:00:14.719> most<00:00:15.200> don't.<00:00:15.599> And<00:00:15.759> the<00:00:15.920> price<00:00:16.160> doesn't\n 72|\n 73|00:00:16.470 --> 00:00:16.480 align:start position:0%\n 74|help, most don't. And the price doesn't\n 75| \n 76|\n 77|00:00:16.480 --> 00:00:18.070 align:start position:0%\n 78|help, most don't. And the price doesn't\n 79|tell<00:00:16.560> you<00:00:16.720> which<00:00:16.960> is<00:00:17.119> which.<00:00:17.520> By<00:00:17.760> the<00:00:17.840> end<00:00:18.000> of\n 80|\n 81|00:00:18.070 --> 00:00:18.080 align:start position:0%\n 82|tell you which is which. By the end of\n 83| \n 84|\n 85|00:00:18.080 --> 00:00:19.670 align:start position:0%\n 86|tell you which is which. By the end of\n 87|this<00:00:18.240> video,<00:00:18.560> you'll<00:00:18.800> know<00:00:18.960> exactly<00:00:19.279> where<00:00:19.520> to\n 88|\n 89|00:00:19.670 --> 00:00:19.680 align:start position:0%\n 90|this video, you'll know exactly where to\n 91| \n 92|\n 93|00:00:19.680 --> 00:00:21.269 align:start position:0%\n 94|this video, you'll know exactly where to\n 95|spend<00:00:19.920> and<00:00:20.160> where<00:00:20.320> to<00:00:20.480> save.<00:00:20.720> I<00:00:20.880> use<00:00:21.119> three\n 96|\n 97|00:00:21.269 --> 00:00:21.279 align:start position:0%\n 98|spend and where to save. I use three\n 99| \n100|\n101|00:00:21.279 --> 00:00:22.870 align:start position:0%\n102|spend and where to save. I use three\n103|questions<00:00:21.600> now<00:00:21.840> before<00:00:22.080> any<00:00:22.320> purchase,<00:00:22.720> and\n104|\n105|00:00:22.870 --> 00:00:22.880 align:start position:0%\n106|questions now before any purchase, and\n107| \n108|\n109|00:00:22.880 --> 00:00:24.710 align:start position:0%\n110|questions now before any purchase, and\n111|I'll<00:00:23.119> walk<00:00:23.359> you<00:00:23.519> through<00:00:23.760> each<00:00:24.000> one<00:00:24.400> and<00:00:24.560> show\n112|\n113|00:00:24.710 --> 00:00:24.720 align:start position:0%\n114|I'll walk you through each one and show\n115| \n116|\n117|00:00:24.720 --> 00:00:26.470 align:start position:0%\n118|I'll walk you through each one and show\n119|you<00:00:24.960> how<00:00:25.199> they<00:00:25.359> apply<00:00:25.600> to<00:00:25.760> real<00:00:26.080> gear.\n120|\n121|00:00:26.470 --> 00:00:26.480 align:start position:0%\n122|you how they apply to real gear.\n123| \n124|\n125|00:00:26.480 --> 00:00:28.070 align:start position:0%\n126|you how they apply to real gear.\n127|Starting<00:00:26.800> with<00:00:26.960> a<00:00:27.199> question<00:00:27.439> that<00:00:27.760> would<00:00:27.920> have\n128|\n129|00:00:28.070 --> 00:00:28.080 align:start position:0%\n130|Starting with a question that would have\n131| \n132|\n133|00:00:28.080 --> 00:00:29.750 align:start position:0%\n134|Starting with a question that would have\n135|saved<00:00:28.320> me<00:00:28.480> the<00:00:28.720> most<00:00:28.960> money.<00:00:29.279> First<00:00:29.519> question\n136|\n137|00:00:29.750 --> 00:00:29.760 align:start position:0%\n138|saved me the most money. First question\n139| \n140|\n141|00:00:29.760 --> 00:00:31.669 align:start position:0%\n142|saved me the most money. First question\n143|I<00:00:29.920> ask<00:00:30.160> before<00:00:30.400> any<00:00:30.720> purchase<00:00:31.119> is<00:00:31.519> this\n144|\n145|00:00:31.669 --> 00:00:31.679 align:start position:0%\n146|I ask before any purchase is this\n147| \n148|\n149|00:00:31.679 --> 00:00:33.350 align:start position:0%\n150|I ask before any purchase is this\n151|solving<00:00:32.000> a<00:00:32.160> real<00:00:32.399> problem<00:00:32.800> or<00:00:33.040> just<00:00:33.200> a\n152|\n153|00:00:33.350 --> 00:00:33.360 align:start position:0%\n154|solving a real problem or just a\n155| \n156|\n157|00:00:33.360 --> 00:00:35.030 align:start position:0%\n158|solving a real problem or just a\n159|feeling?<00:00:33.680> Now,<00:00:33.920> a<00:00:34.079> real<00:00:34.320> problem<00:00:34.640> means\n160|\n161|00:00:35.030 --> 00:00:35.040 align:start position:0%\n162|feeling? Now, a real problem means\n163| \n164|\n165|00:00:35.040 --> 00:00:37.110 align:start position:0%\n166|feeling? Now, a real problem means\n167|something<00:00:35.440> specific<00:00:35.920> is<00:00:36.160> broken.<00:00:36.640> Your<00:00:36.800> mouse\n168|\n169|00:00:37.110 --> 00:00:37.120 align:start position:0%\n170|something specific is broken. Your mouse\n171| \n172|\n173|00:00:37.120 --> 00:00:38.630 align:start position:0%\n174|something specific is broken. Your mouse\n175|literally<00:00:37.520> skips<00:00:37.760> on<00:00:37.920> your<00:00:38.079> path.<00:00:38.480> Your\n176|\n177|00:00:38.630 --> 00:00:38.640 align:start position:0%\n178|literally skips on your path. Your\n179| \n180|\n181|00:00:38.640 --> 00:00:40.470 align:start position:0%\n182|literally skips on your path. Your\n183|current<00:00:38.960> ship<00:00:39.280> gives<00:00:39.520> you<00:00:39.680> hand<00:00:39.920> cramps<00:00:40.239> after\n184|\n185|00:00:40.470 --> 00:00:40.480 align:start position:0%\n186|current ship gives you hand cramps after\n187| \n188|\n189|00:00:40.480 --> 00:00:42.389 align:start position:0%\n190|current ship gives you hand cramps after\n191|an<00:00:40.640> hour.<00:00:41.040> You<00:00:41.280> can't<00:00:41.440> hear<00:00:41.680> footsteps<00:00:42.160> that\n192|\n193|00:00:42.389 --> 00:00:42.399 align:start position:0%\n194|an hour. You can't hear footsteps that\n195| \n196|\n197|00:00:42.399 --> 00:00:44.869 align:start position:0%\n198|an hour. You can't hear footsteps that\n199|other<00:00:42.719> players<00:00:43.280> clearly<00:00:44.000> react<00:00:44.320> to.<00:00:44.640> No,\n200|\n201|00:00:44.869 --> 00:00:44.879 align:start position:0%\n202|other players clearly react to. No,\n203| \n204|\n205|00:00:44.879 --> 00:00:46.950 align:start position:0%\n206|other players clearly react to. No,\n207|these<00:00:45.120> are<00:00:45.280> real.<00:00:45.760> You<00:00:46.000> can<00:00:46.160> point<00:00:46.399> at<00:00:46.559> them.\n208|\n209|00:00:46.950 --> 00:00:46.960 align:start position:0%\n210|these are real. You can point at them.\n211| \n212|\n213|00:00:46.960 --> 00:00:48.310 align:start position:0%\n214|these are real. You can point at them.\n215|The<00:00:47.039> feeling<00:00:47.280> is<00:00:47.440> different.<00:00:47.760> You<00:00:47.920> watch<00:00:48.079> a\n216|\n217|00:00:48.310 --> 00:00:48.320 align:start position:0%\n218|The feeling is different. You watch a\n219| \n220|\n221|00:00:48.320 --> 00:00:50.229 align:start position:0%\n222|The feeling is different. You watch a\n223|review<00:00:48.719> approach<00:00:49.120> switch<00:00:49.440> to<00:00:49.680> something<00:00:49.920> new.\n224|\n225|00:00:50.229 --> 00:00:50.239 align:start position:0%\n226|review approach switch to something new.\n227| \n228|\n229|00:00:50.239 --> 00:00:52.310 align:start position:0%\n230|review approach switch to something new.\n231|Maybe<00:00:50.399> you<00:00:50.559> saw<00:00:50.800> Tan<00:00:51.120> or<00:00:51.360> Don<00:00:51.760> getting<00:00:52.000> a<00:00:52.160> new\n232|\n233|00:00:52.310 --> 00:00:52.320 align:start position:0%\n234|Maybe you saw Tan or Don getting a new\n235| \n236|\n237|00:00:52.320 --> 00:00:54.069 align:start position:0%\n238|Maybe you saw Tan or Don getting a new\n239|mouse<00:00:52.559> and<00:00:52.800> said<00:00:52.960> to<00:00:53.120> yourself<00:00:53.440> that<00:00:53.680> you<00:00:53.920> need\n240|\n241|00:00:54.069 --> 00:00:54.079 align:start position:0%\n242|mouse and said to yourself that you need\n243| \n244|\n245|00:00:54.079 --> 00:00:55.830 align:start position:0%\n246|mouse and said to yourself that you need\n247|this.<00:00:54.399> You<00:00:54.559> look<00:00:54.640> at<00:00:54.800> your<00:00:55.039> setup.<00:00:55.440> It<00:00:55.600> looks\n248|\n249|00:00:55.830 --> 00:00:55.840 align:start position:0%\n250|this. You look at your setup. It looks\n251| \n252|\n253|00:00:55.840 --> 00:00:57.670 align:start position:0%\n254|this. You look at your setup. It looks\n255|outdated.<00:00:56.480> Nothing<00:00:56.800> is<00:00:57.039> actually<00:00:57.360> wrong\n256|\n257|00:00:57.670 --> 00:00:57.680 align:start position:0%\n258|outdated. Nothing is actually wrong\n259| \n260|\n261|00:00:57.680 --> 00:00:59.110 align:start position:0%\n262|outdated. Nothing is actually wrong\n263|though.<00:00:58.000> you<00:00:58.160> just<00:00:58.320> feel<00:00:58.480> like<00:00:58.640> you<00:00:58.800> need<00:00:58.879> an\n264|\n265|00:00:59.110 --> 00:00:59.120 align:start position:0%\n266|though. you just feel like you need an\n267| \n268|\n269|00:00:59.120 --> 00:01:01.029 align:start position:0%\n270|though. you just feel like you need an\n271|upgrade.<00:00:59.600> So,<00:00:59.840> here<00:01:00.000> is<00:01:00.079> a<00:01:00.239> fast<00:01:00.480> test.<00:01:00.879> Can\n272|\n273|00:01:01.029 --> 00:01:01.039 align:start position:0%\n274|upgrade. So, here is a fast test. Can\n275| \n276|\n277|00:01:01.039 --> 00:01:02.950 align:start position:0%\n278|upgrade. So, here is a fast test. Can\n279|you<00:01:01.199> describe<00:01:01.600> the<00:01:01.840> problem<00:01:02.079> in<00:01:02.320> one<00:01:02.559> sentence\n280|\n281|00:01:02.950 --> 00:01:02.960 align:start position:0%\n282|you describe the problem in one sentence\n283| \n284|\n285|00:01:02.960 --> 00:01:05.350 align:start position:0%\n286|you describe the problem in one sentence\n287|without<00:01:03.440> using<00:01:03.760> the<00:01:04.000> word<00:01:04.400> better?<00:01:05.040> Now,<00:01:05.199> my\n288|\n289|00:01:05.350 --> 00:01:05.360 align:start position:0%\n290|without using the word better? Now, my\n291| \n292|\n293|00:01:05.360 --> 00:01:07.510 align:start position:0%\n294|without using the word better? Now, my\n295|mouse<00:01:05.680> shape<00:01:05.920> cramps<00:01:06.320> my<00:01:06.560> hand<00:01:06.880> after<00:01:07.200> long\n296|\n297|00:01:07.510 --> 00:01:07.520 align:start position:0%\n298|mouse shape cramps my hand after long\n299| \n300|\n301|00:01:07.520 --> 00:01:09.510 align:start position:0%\n302|mouse shape cramps my hand after long\n303|sessions.<00:01:08.000> That's<00:01:08.400> real.<00:01:08.799> I<00:01:08.960> want<00:01:09.119> a<00:01:09.280> mouse\n304|\n305|00:01:09.510 --> 00:01:09.520 align:start position:0%\n306|sessions. That's real. I want a mouse\n307| \n308|\n309|00:01:09.520 --> 00:01:11.109 align:start position:0%\n310|sessions. That's real. I want a mouse\n311|that<00:01:09.680> feels<00:01:10.000> better.<00:01:10.400> That's<00:01:10.560> just<00:01:10.720> like<00:01:10.880> a\n312|\n313|00:01:11.109 --> 00:01:11.119 align:start position:0%\n314|that feels better. That's just like a\n315| \n316|\n317|00:01:11.119 --> 00:01:12.870 align:start position:0%\n318|that feels better. That's just like a\n319|feeling.<00:01:11.520> Now,<00:01:11.760> feelings<00:01:12.080> aren't<00:01:12.400> wrong.<00:01:12.720> You\n320|\n321|00:01:12.870 --> 00:01:12.880 align:start position:0%\n322|feeling. Now, feelings aren't wrong. You\n323| \n324|\n325|00:01:12.880 --> 00:01:14.310 align:start position:0%\n326|feeling. Now, feelings aren't wrong. You\n327|can<00:01:13.040> buy<00:01:13.200> stuff<00:01:13.439> because<00:01:13.680> you<00:01:13.920> just<00:01:14.080> simply\n328|\n329|00:01:14.310 --> 00:01:14.320 align:start position:0%\n330|can buy stuff because you just simply\n331| \n332|\n333|00:01:14.320 --> 00:01:16.149 align:start position:0%\n334|can buy stuff because you just simply\n335|want<00:01:14.479> it.<00:01:14.799> But<00:01:14.880> don't<00:01:15.200> expect<00:01:15.520> it<00:01:15.680> to<00:01:15.920> change\n336|\n337|00:01:16.149 --> 00:01:16.159 align:start position:0%\n338|want it. But don't expect it to change\n339| \n340|\n341|00:01:16.159 --> 00:01:18.070 align:start position:0%\n342|want it. But don't expect it to change\n343|your<00:01:16.400> gameplay.<00:01:17.040> Real<00:01:17.360> problems<00:01:17.759> affect\n344|\n345|00:01:18.070 --> 00:01:18.080 align:start position:0%\n346|your gameplay. Real problems affect\n347| \n348|\n349|00:01:18.080 --> 00:01:19.749 align:start position:0%\n350|your gameplay. Real problems affect\n351|performance.<00:01:18.720> Feelings<00:01:19.119> just<00:01:19.280> affect<00:01:19.600> your\n352|\n353|00:01:19.749 --> 00:01:19.759 align:start position:0%\n354|performance. Feelings just affect your\n355| \n356|\n357|00:01:19.759 --> 00:01:21.429 align:start position:0%\n358|performance. Feelings just affect your\n359|wallet.<00:01:20.240> Now,<00:01:20.479> even<00:01:20.640> when<00:01:20.799> I<00:01:20.960> had<00:01:21.200> real\n360|\n361|00:01:21.429 --> 00:01:21.439 align:start position:0%\n362|wallet. Now, even when I had real\n363| \n364|\n365|00:01:21.439 --> 00:01:23.510 align:start position:0%\n366|wallet. Now, even when I had real\n367|problems,<00:01:21.920> I<00:01:22.080> still<00:01:22.240> wasted<00:01:22.560> a<00:01:22.799> lot<00:01:22.880> of<00:01:23.040> money.\n368|\n369|00:01:23.510 --> 00:01:23.520 align:start position:0%\n370|problems, I still wasted a lot of money.\n371| \n372|\n373|00:01:23.520 --> 00:01:25.510 align:start position:0%\n374|problems, I still wasted a lot of money.\n375|The<00:01:23.759> problem<00:01:24.000> was<00:01:24.320> real.<00:01:24.640> I<00:01:24.880> just<00:01:25.040> paid<00:01:25.280> way\n376|\n377|00:01:25.510 --> 00:01:25.520 align:start position:0%\n378|The problem was real. I just paid way\n379| \n380|\n381|00:01:25.520 --> 00:01:27.270 align:start position:0%\n382|The problem was real. I just paid way\n383|more<00:01:25.759> than<00:01:25.920> I<00:01:26.080> needed<00:01:26.320> to.<00:01:26.479> And<00:01:26.720> that<00:01:26.880> gets<00:01:27.119> us\n384|\n385|00:01:27.270 --> 00:01:27.280 align:start position:0%\n386|more than I needed to. And that gets us\n387| \n388|\n389|00:01:27.280 --> 00:01:28.630 align:start position:0%\n390|more than I needed to. And that gets us\n391|to<00:01:27.520> question<00:01:27.840> number<00:01:28.000> two.<00:01:28.320> What's<00:01:28.479> the\n392|\n393|00:01:28.630 --> 00:01:28.640 align:start position:0%\n394|to question number two. What's the\n395| \n396|\n397|00:01:28.640 --> 00:01:30.390 align:start position:0%\n398|to question number two. What's the\n399|actual<00:01:28.880> gap<00:01:29.119> between<00:01:29.439> what<00:01:29.600> I<00:01:29.840> have<00:01:30.000> and<00:01:30.240> what\n400|\n401|00:01:30.390 --> 00:01:30.400 align:start position:0%\n402|actual gap between what I have and what\n403| \n404|\n405|00:01:30.400 --> 00:01:32.310 align:start position:0%\n406|actual gap between what I have and what\n407|I'm<00:01:30.640> buying?<00:01:31.040> Not<00:01:31.200> the<00:01:31.360> gap<00:01:31.520> you<00:01:31.759> imagine,<00:01:32.159> the\n408|\n409|00:01:32.310 --> 00:01:32.320 align:start position:0%\n410|I'm buying? Not the gap you imagine, the\n411| \n412|\n413|00:01:32.320 --> 00:01:34.550 align:start position:0%\n414|I'm buying? Not the gap you imagine, the\n415|gap<00:01:32.560> you<00:01:32.799> can<00:01:32.880> measure.<00:01:33.360> Now<00:01:33.600> GPU<00:01:34.079> first<00:01:34.320> since\n416|\n417|00:01:34.550 --> 00:01:34.560 align:start position:0%\n418|gap you can measure. Now GPU first since\n419| \n420|\n421|00:01:34.560 --> 00:01:36.149 align:start position:0%\n422|gap you can measure. Now GPU first since\n423|that's<00:01:34.799> the<00:01:34.960> bigger<00:01:35.200> purchase<00:01:35.600> most<00:01:35.920> people\n424|\n425|00:01:36.149 --> 00:01:36.159 align:start position:0%\n426|that's the bigger purchase most people\n427| \n428|\n429|00:01:36.159 --> 00:01:37.749 align:start position:0%\n430|that's the bigger purchase most people\n431|consider<00:01:36.479> when<00:01:36.799> trying<00:01:36.960> to<00:01:37.200> upgrade<00:01:37.520> their\n432|\n433|00:01:37.749 --> 00:01:37.759 align:start position:0%\n434|consider when trying to upgrade their\n435| \n436|\n437|00:01:37.759 --> 00:01:40.469 align:start position:0%\n438|consider when trying to upgrade their\n439|gear.<00:01:38.079> Let's<00:01:38.320> say<00:01:38.479> an<00:01:38.799> RTX<00:01:39.360> 5090<00:01:40.000> versus<00:01:40.320> an\n440|\n441|00:01:40.469 --> 00:01:40.479 align:start position:0%\n442|gear. Let's say an RTX 5090 versus an\n443| \n444|\n445|00:01:40.479 --> 00:01:43.109 align:start position:0%\n446|gear. Let's say an RTX 5090 versus an\n447|RTX<00:01:41.040> 4070.<00:01:41.759> Now<00:01:41.920> let's<00:01:42.159> look<00:01:42.240> at<00:01:42.400> Valerant<00:01:42.960> at\n448|\n449|00:01:43.109 --> 00:01:43.119 align:start position:0%\n450|RTX 4070. Now let's look at Valerant at\n451| \n452|\n453|00:01:43.119 --> 00:01:45.270 align:start position:0%\n","created_at":"2026-06-20T04:08:38.503886Z","finish_reason":null,"metrics":null},{"message_id":"8bbc2b8b-4140-4b7d-8a1c-448833f1029c","node_id":33,"role":"assistant","content":"","tool_calls":[{"id":"ca9bcca6e","name":"read","arguments":{"file_path":"/Users/root1/The Only Upgrade Order That Makes Sense [fV4s5dwxYnw].en.vtt","offset":453,"limit":200}}],"thinking":"The VTT file is quite long (1984 lines). Let me read more of it to get a better understanding of the full content. The file appears to be formatted with timestamps and caption text, which is typical for VTT files. I should read more sections to understand the full context of the video.\n\nLet me read some more sections to get a broader view of the content.","created_at":"2026-06-20T04:08:39.651839Z","finish_reason":"tool_calls","metrics":{"ttft_ms":848,"total_time_ms":1147,"input_tokens":10314,"output_tokens":125,"cache_read_tokens":15616,"cache_creation_tokens":null,"tpot_ms":2.392,"tokens_per_sec":418.0602006688963}},{"message_id":"54ab53fc-c70b-49fb-82ec-7457ef6befb7","node_id":34,"role":"tool","content":"\n453|00:01:43.119 --> 00:01:45.270 align:start position:0%\n454|RTX 4070. Now let's look at Valerant at\n455|1080p<00:01:43.491> [music]<00:01:43.759> low<00:01:44.000> settings.<00:01:44.560> Both<00:01:44.880> cards\n456|\n457|00:01:45.270 --> 00:01:45.280 align:start position:0%\n458|1080p [music] low settings. Both cards\n459| \n460|\n461|00:01:45.280 --> 00:01:47.910 align:start position:0%\n462|1080p [music] low settings. Both cards\n463|push<00:01:45.600> over<00:01:45.920> 400<00:01:46.399> FPS<00:01:46.799> stable.<00:01:47.280> Your<00:01:47.520> monitor\n464|\n465|00:01:47.910 --> 00:01:47.920 align:start position:0%\n466|push over 400 FPS stable. Your monitor\n467| \n468|\n469|00:01:47.920 --> 00:01:50.310 align:start position:0%\n470|push over 400 FPS stable. Your monitor\n471|caps<00:01:48.159> at<00:01:48.560> 40,<00:01:48.880> maybe<00:01:49.119> 360<00:01:49.680> if<00:01:49.920> you<00:01:50.079> went\n472|\n473|00:01:50.310 --> 00:01:50.320 align:start position:0%\n474|caps at 40, maybe 360 if you went\n475| \n476|\n477|00:01:50.320 --> 00:01:52.149 align:start position:0%\n478|caps at 40, maybe 360 if you went\n479|high-end.<00:01:51.040> Now<00:01:51.200> you're<00:01:51.439> going<00:01:51.520> to<00:01:51.600> pay<00:01:51.920> three\n480|\n481|00:01:52.149 --> 00:01:52.159 align:start position:0%\n482|high-end. Now you're going to pay three\n483| \n484|\n485|00:01:52.159 --> 00:01:53.830 align:start position:0%\n486|high-end. Now you're going to pay three\n487|times<00:01:52.479> more<00:01:52.640> for<00:01:52.880> frames<00:01:53.280> you<00:01:53.439> literally\n488|\n489|00:01:53.830 --> 00:01:53.840 align:start position:0%\n490|times more for frames you literally\n491| \n492|\n493|00:01:53.840 --> 00:01:55.749 align:start position:0%\n494|times more for frames you literally\n495|cannot<00:01:54.079> see.<00:01:54.320> The<00:01:54.560> performance<00:01:55.040> gap<00:01:55.360> exists\n496|\n497|00:01:55.749 --> 00:01:55.759 align:start position:0%\n498|cannot see. The performance gap exists\n499| \n500|\n501|00:01:55.759 --> 00:01:58.630 align:start position:0%\n502|cannot see. The performance gap exists\n503|on<00:01:55.920> paper.<00:01:56.399> The<00:01:56.560> usage<00:01:57.280> gap<00:01:57.600> is<00:01:57.840> simply<00:01:58.159> zero.\n504|\n505|00:01:58.630 --> 00:01:58.640 align:start position:0%\n506|on paper. The usage gap is simply zero.\n507| \n508|\n509|00:01:58.640 --> 00:02:01.030 align:start position:0%\n510|on paper. The usage gap is simply zero.\n511|Now<00:01:58.880> look<00:01:59.040> at<00:01:59.200> where<00:01:59.520> GPU<00:02:00.079> actually<00:02:00.479> matters.\n512|\n513|00:02:01.030 --> 00:02:01.040 align:start position:0%\n514|Now look at where GPU actually matters.\n515| \n516|\n517|00:02:01.040 --> 00:02:03.190 align:start position:0%\n518|Now look at where GPU actually matters.\n519|The<00:02:01.280> 5090<00:02:01.920> handles<00:02:02.320> encoding<00:02:02.880> without\n520|\n521|00:02:03.190 --> 00:02:03.200 align:start position:0%\n522|The 5090 handles encoding without\n523| \n524|\n525|00:02:03.200 --> 00:02:05.190 align:start position:0%\n526|The 5090 handles encoding without\n527|dropping<00:02:03.600> frames,<00:02:04.000> while<00:02:04.159> the<00:02:04.399> 4070\n528|\n529|00:02:05.190 --> 00:02:05.200 align:start position:0%\n530|dropping frames, while the 4070\n531| \n532|\n533|00:02:05.200 --> 00:02:07.109 align:start position:0%\n534|dropping frames, while the 4070\n535|struggles.<00:02:05.920> That's<00:02:06.159> a<00:02:06.320> real<00:02:06.560> gap<00:02:06.880> for\n536|\n537|00:02:07.109 --> 00:02:07.119 align:start position:0%\n538|struggles. That's a real gap for\n539| \n540|\n541|00:02:07.119 --> 00:02:08.949 align:start position:0%\n542|struggles. That's a real gap for\n543|specific<00:02:07.520> use<00:02:07.759> case.<00:02:08.160> If<00:02:08.319> you<00:02:08.479> stream,<00:02:08.800> play\n544|\n545|00:02:08.949 --> 00:02:08.959 align:start position:0%\n546|specific use case. If you stream, play\n547| \n548|\n549|00:02:08.959 --> 00:02:10.469 align:start position:0%\n550|specific use case. If you stream, play\n551|single<00:02:09.280> player<00:02:09.520> games<00:02:09.759> at<00:02:09.920> like<00:02:10.080> 4K\n552|\n553|00:02:10.469 --> 00:02:10.479 align:start position:0%\n554|single player games at like 4K\n555| \n556|\n557|00:02:10.479 --> 00:02:12.790 align:start position:0%\n558|single player games at like 4K\n559|resolution<00:02:11.039> or<00:02:11.280> any<00:02:11.599> task<00:02:12.000> demanding<00:02:12.560> a\n560|\n561|00:02:12.790 --> 00:02:12.800 align:start position:0%\n562|resolution or any task demanding a\n563| \n564|\n565|00:02:12.800 --> 00:02:14.869 align:start position:0%\n566|resolution or any task demanding a\n567|really<00:02:13.040> good<00:02:13.200> GPU.<00:02:13.760> The<00:02:14.000> price<00:02:14.239> makes<00:02:14.400> sense.\n568|\n569|00:02:14.869 --> 00:02:14.879 align:start position:0%\n570|really good GPU. The price makes sense.\n571| \n572|\n573|00:02:14.879 --> 00:02:16.470 align:start position:0%\n574|really good GPU. The price makes sense.\n575|If<00:02:14.959> you<00:02:15.120> don't,<00:02:15.360> you're<00:02:15.680> buying<00:02:15.920> headroom\n576|\n577|00:02:16.470 --> 00:02:16.480 align:start position:0%\n578|If you don't, you're buying headroom\n579| \n580|\n581|00:02:16.480 --> 00:02:18.390 align:start position:0%\n582|If you don't, you're buying headroom\n583|you'll<00:02:16.720> never<00:02:16.879> use.<00:02:17.280> No<00:02:17.520> monitors<00:02:18.000> tell<00:02:18.160> a\n584|\n585|00:02:18.390 --> 00:02:18.400 align:start position:0%\n586|you'll never use. No monitors tell a\n587| \n588|\n589|00:02:18.400 --> 00:02:20.070 align:start position:0%\n590|you'll never use. No monitors tell a\n591|similar<00:02:18.720> story.<00:02:19.040> I<00:02:19.200> look<00:02:19.360> at<00:02:19.520> response<00:02:19.840> data\n592|\n593|00:02:20.070 --> 00:02:20.080 align:start position:0%\n594|similar story. I look at response data\n595| \n596|\n597|00:02:20.080 --> 00:02:21.750 align:start position:0%\n598|similar story. I look at response data\n599|from<00:02:20.319> hardware<00:02:20.720> run<00:02:20.959> box<00:02:21.120> and<00:02:21.280> also<00:02:21.599> our\n600|\n601|00:02:21.750 --> 00:02:21.760 align:start position:0%\n602|from hardware run box and also our\n603| \n604|\n605|00:02:21.760 --> 00:02:23.750 align:start position:0%\n606|from hardware run box and also our\n607|things<00:02:22.080> across<00:02:22.560> 30<00:02:22.879> panels<00:02:23.200> when<00:02:23.360> I<00:02:23.520> try<00:02:23.599> to\n608|\n609|00:02:23.750 --> 00:02:23.760 align:start position:0%\n610|things across 30 panels when I try to\n611| \n612|\n613|00:02:23.760 --> 00:02:25.030 align:start position:0%\n614|things across 30 panels when I try to\n615|get<00:02:23.840> a<00:02:24.000> new<00:02:24.160> monitor.<00:02:24.640> The<00:02:24.800> difference\n616|\n617|00:02:25.030 --> 00:02:25.040 align:start position:0%\n618|get a new monitor. The difference\n619| \n620|\n621|00:02:25.040 --> 00:02:27.750 align:start position:0%\n622|get a new monitor. The difference\n623|between<00:02:25.280> a<00:02:25.520> $300<00:02:26.160> IPS<00:02:26.640> gaming<00:02:27.040> monitor<00:02:27.360> and<00:02:27.520> a\n624|\n625|00:02:27.750 --> 00:02:27.760 align:start position:0%\n626|between a $300 IPS gaming monitor and a\n627| \n628|\n629|00:02:27.760 --> 00:02:30.070 align:start position:0%\n630|between a $300 IPS gaming monitor and a\n631|$600<00:02:28.400> one,<00:02:28.640> it's<00:02:28.879> around<00:02:29.200> half<00:02:29.360> a<00:02:29.599> millisecond\n632|\n633|00:02:30.070 --> 00:02:30.080 align:start position:0%\n634|$600 one, it's around half a millisecond\n635| \n636|\n637|00:02:30.080 --> 00:02:31.670 align:start position:0%\n638|$600 one, it's around half a millisecond\n639|in<00:02:30.319> response<00:02:30.640> time.<00:02:30.959> Meanwhile,<00:02:31.280> the<00:02:31.520> jump\n640|\n641|00:02:31.670 --> 00:02:31.680 align:start position:0%\n642|in response time. Meanwhile, the jump\n643| \n644|\n645|00:02:31.680 --> 00:02:34.470 align:start position:0%\n646|in response time. Meanwhile, the jump\n647|from<00:02:31.840> a<00:02:32.080> 60<00:02:32.239> Hz<00:02:32.560> office<00:02:32.879> monitor<00:02:33.200> to<00:02:33.440> that<00:02:33.760> $300\n648|\n649|00:02:34.470 --> 00:02:34.480 align:start position:0%\n650|from a 60 Hz office monitor to that $300\n651| \n","created_at":"2026-06-20T04:08:39.689741Z","finish_reason":null,"metrics":null},{"message_id":"57c56da5-f4c1-481a-979b-340d6cef76d2","node_id":36,"role":"assistant","content":"","tool_calls":[{"id":"fc5528c07","name":"read","arguments":{"file_path":"/Users/root1/The Only Upgrade Order That Makes Sense [fV4s5dwxYnw].en.vtt","limit":200,"offset":652}}],"thinking":"Let me continue reading more of the file to get a better understanding of the full content. The video seems to be about gaming gear upgrades and the speaker is discussing a framework for making smart purchasing decisions. Let me read more sections.","created_at":"2026-06-20T04:08:40.619414Z","finish_reason":"tool_calls","metrics":{"ttft_ms":716,"total_time_ms":928,"input_tokens":4681,"output_tokens":94,"cache_read_tokens":25856,"cache_creation_tokens":null,"tpot_ms":2.25531914893617,"tokens_per_sec":443.39622641509436}},{"message_id":"c80c91be-f01f-4de3-b188-c157b8486f60","node_id":37,"role":"tool","content":"\n652|\n653|00:02:34.480 --> 00:02:36.470 align:start position:0%\n654|from a 60 Hz office monitor to that $300\n655|gaming<00:02:34.879> monitor<00:02:35.280> is<00:02:35.599> like<00:02:35.840> 8<00:02:36.080> to<00:02:36.239> 10\n656|\n657|00:02:36.470 --> 00:02:36.480 align:start position:0%\n658|gaming monitor is like 8 to 10\n659| \n660|\n661|00:02:36.480 --> 00:02:38.229 align:start position:0%\n662|gaming monitor is like 8 to 10\n663|milliseconds<00:02:37.040> saved.<00:02:37.519> 20<00:02:37.760> times<00:02:38.000> more\n664|\n665|00:02:38.229 --> 00:02:38.239 align:start position:0%\n666|milliseconds saved. 20 times more\n667| \n668|\n669|00:02:38.239 --> 00:02:40.070 align:start position:0%\n670|milliseconds saved. 20 times more\n671|improvement<00:02:38.800> for<00:02:39.120> half<00:02:39.280> the<00:02:39.519> price.<00:02:39.920> So,\n672|\n673|00:02:40.070 --> 00:02:40.080 align:start position:0%\n674|improvement for half the price. So,\n675| \n676|\n677|00:02:40.080 --> 00:02:41.750 align:start position:0%\n678|improvement for half the price. So,\n679|there's<00:02:40.319> a<00:02:40.480> pattern<00:02:40.720> in<00:02:40.959> these<00:02:41.120> numbers.<00:02:41.519> I'll\n680|\n681|00:02:41.750 --> 00:02:41.760 align:start position:0%\n682|there's a pattern in these numbers. I'll\n683| \n684|\n685|00:02:41.760 --> 00:02:43.350 align:start position:0%\n686|there's a pattern in these numbers. I'll\n687|show<00:02:41.920> you<00:02:42.080> exactly<00:02:42.400> what<00:02:42.560> it<00:02:42.800> is<00:02:42.959> when<00:02:43.120> we<00:02:43.280> get\n688|\n689|00:02:43.350 --> 00:02:43.360 align:start position:0%\n690|show you exactly what it is when we get\n691| \n692|\n693|00:02:43.360 --> 00:02:45.110 align:start position:0%\n694|show you exactly what it is when we get\n695|to<00:02:43.519> the<00:02:43.680> real<00:02:43.920> gear<00:02:44.239> recommendation.<00:02:44.879> But\n696|\n697|00:02:45.110 --> 00:02:45.120 align:start position:0%\n698|to the real gear recommendation. But\n699| \n700|\n701|00:02:45.120 --> 00:02:46.869 align:start position:0%\n702|to the real gear recommendation. But\n703|first,<00:02:45.440> there's<00:02:45.680> a<00:02:45.840> third<00:02:46.160> question.<00:02:46.640> Because\n704|\n705|00:02:46.869 --> 00:02:46.879 align:start position:0%\n706|first, there's a third question. Because\n707| \n708|\n709|00:02:46.879 --> 00:02:48.790 align:start position:0%\n710|first, there's a third question. Because\n711|even<00:02:47.120> with<00:02:47.280> a<00:02:47.519> real<00:02:47.760> problem<00:02:48.000> and<00:02:48.239> on<00:02:48.400> a<00:02:48.560> real\n712|\n713|00:02:48.790 --> 00:02:48.800 align:start position:0%\n714|even with a real problem and on a real\n715| \n716|\n717|00:02:48.800 --> 00:02:50.710 align:start position:0%\n718|even with a real problem and on a real\n719|gap,<00:02:49.120> I<00:02:49.280> still<00:02:49.440> wasted<00:02:49.840> money.<00:02:50.160> So,<00:02:50.400> here<00:02:50.640> is\n720|\n721|00:02:50.710 --> 00:02:50.720 align:start position:0%\n722|gap, I still wasted money. So, here is\n723| \n724|\n725|00:02:50.720 --> 00:02:52.630 align:start position:0%\n726|gap, I still wasted money. So, here is\n727|the<00:02:50.959> third<00:02:51.120> question.<00:02:51.519> Am<00:02:51.680> I<00:02:51.840> fixing<00:02:52.160> what's\n728|\n729|00:02:52.630 --> 00:02:52.640 align:start position:0%\n730|the third question. Am I fixing what's\n731| \n732|\n733|00:02:52.640 --> 00:02:54.550 align:start position:0%\n734|the third question. Am I fixing what's\n735|actually<00:02:53.120> limiting<00:02:53.519> me?<00:02:53.840> This<00:02:53.920> is<00:02:54.080> where<00:02:54.239> real\n736|\n737|00:02:54.550 --> 00:02:54.560 align:start position:0%\n738|actually limiting me? This is where real\n739| \n740|\n741|00:02:54.560 --> 00:02:56.470 align:start position:0%\n742|actually limiting me? This is where real\n743|money<00:02:54.800> gets<00:02:55.040> wasted.<00:02:55.440> The<00:02:55.599> problem<00:02:55.840> is<00:02:56.080> real.\n744|\n745|00:02:56.470 --> 00:02:56.480 align:start position:0%\n746|money gets wasted. The problem is real.\n747| \n748|\n749|00:02:56.480 --> 00:02:58.630 align:start position:0%\n750|money gets wasted. The problem is real.\n751|The<00:02:56.640> gap<00:02:57.040> again<00:02:57.360> is<00:02:57.599> real,<00:02:57.840> but<00:02:58.080> you're<00:02:58.319> fixing\n752|\n753|00:02:58.630 --> 00:02:58.640 align:start position:0%\n754|The gap again is real, but you're fixing\n755| \n756|\n757|00:02:58.640 --> 00:02:59.990 align:start position:0%\n758|The gap again is real, but you're fixing\n759|the<00:02:58.879> wrong<00:02:59.040> thing.<00:02:59.440> And<00:02:59.519> I<00:02:59.680> see<00:02:59.760> this\n760|\n761|00:02:59.990 --> 00:03:00.000 align:start position:0%\n762|the wrong thing. And I see this\n763| \n764|\n765|00:03:00.000 --> 00:03:01.750 align:start position:0%\n766|the wrong thing. And I see this\n767|constantly,<00:03:00.720> especially<00:03:01.040> on<00:03:01.280> my<00:03:01.360> Discord\n768|\n769|00:03:01.750 --> 00:03:01.760 align:start position:0%\n770|constantly, especially on my Discord\n771| \n772|\n773|00:03:01.760 --> 00:03:02.949 align:start position:0%\n774|constantly, especially on my Discord\n775|channel.<00:03:02.080> There's<00:03:02.319> a<00:03:02.480> bunch<00:03:02.560> of<00:03:02.720> people\n776|\n777|00:03:02.949 --> 00:03:02.959 align:start position:0%\n778|channel. There's a bunch of people\n779| \n780|\n781|00:03:02.959 --> 00:03:05.509 align:start position:0%\n782|channel. There's a bunch of people\n783|spending<00:03:03.280> like<00:03:03.599> $200<00:03:04.239> on<00:03:04.480> a<00:03:04.720> new<00:03:04.879> mouse<00:03:05.200> and<00:03:05.360> a\n784|\n785|00:03:05.509 --> 00:03:05.519 align:start position:0%\n786|spending like $200 on a new mouse and a\n787| \n788|\n789|00:03:05.519 --> 00:03:07.589 align:start position:0%\n790|spending like $200 on a new mouse and a\n791|mouse<00:03:05.840> pad<00:03:06.000> combo.<00:03:06.480> Premium<00:03:06.959> stuff<00:03:07.200> in<00:03:07.440> their\n792|\n793|00:03:07.589 --> 00:03:07.599 align:start position:0%\n794|mouse pad combo. Premium stuff in their\n795| \n796|\n797|00:03:07.599 --> 00:03:09.509 align:start position:0%\n798|mouse pad combo. Premium stuff in their\n799|eyes.<00:03:07.920> A<00:03:08.080> real<00:03:08.319> upgrade<00:03:08.720> from<00:03:08.959> what<00:03:09.120> they<00:03:09.280> had,\n800|\n801|00:03:09.509 --> 00:03:09.519 align:start position:0%\n802|eyes. A real upgrade from what they had,\n803| \n804|\n805|00:03:09.519 --> 00:03:11.589 align:start position:0%\n806|eyes. A real upgrade from what they had,\n807|but<00:03:09.760> their<00:03:09.920> desk<00:03:10.159> is<00:03:10.319> like<00:03:10.560> 3<00:03:10.720> in<00:03:11.040> too<00:03:11.200> high.\n808|\n809|00:03:11.589 --> 00:03:11.599 align:start position:0%\n810|but their desk is like 3 in too high.\n811| \n812|\n813|00:03:11.599 --> 00:03:14.070 align:start position:0%\n814|but their desk is like 3 in too high.\n815|Their<00:03:11.840> elbows<00:03:12.319> floats<00:03:12.720> around.<00:03:13.280> their<00:03:13.680> wrist\n816|\n817|00:03:14.070 --> 00:03:14.080 align:start position:0%\n818|Their elbows floats around. their wrist\n819| \n820|\n821|00:03:14.080 --> 00:03:16.149 align:start position:0%\n822|Their elbows floats around. their wrist\n823|anchors<00:03:14.560> weird<00:03:14.879> and<00:03:15.040> after<00:03:15.280> like<00:03:15.519> 4<00:03:15.760> hours\n824|\n825|00:03:16.149 --> 00:03:16.159 align:start position:0%\n826|anchors weird and after like 4 hours\n827| \n828|\n829|00:03:16.159 --> 00:03:18.070 align:start position:0%\n830|anchors weird and after like 4 hours\n831|their<00:03:16.400> micro<00:03:16.720> adjustments<00:03:17.200> just<00:03:17.440> fall<00:03:17.599> apart.\n832|\n833|00:03:18.070 --> 00:03:18.080 align:start position:0%\n834|their micro adjustments just fall apart.\n835| \n836|\n837|00:03:18.080 --> 00:03:19.589 align:start position:0%\n838|their micro adjustments just fall apart.\n839|Not<00:03:18.319> because<00:03:18.480> of<00:03:18.640> the<00:03:18.800> mouse,<00:03:19.120> because<00:03:19.280> of<00:03:19.440> the\n840|\n841|00:03:19.589 --> 00:03:19.599 align:start position:0%\n842|Not because of the mouse, because of the\n843| \n844|\n845|00:03:19.599 --> 00:03:21.190 align:start position:0%\n846|Not because of the mouse, because of the\n847|desk.<00:03:19.920> To<00:03:20.159> back<00:03:20.319> this<00:03:20.480> up,<00:03:20.720> there's<00:03:20.879> a<00:03:21.040> bunch\n848|\n849|00:03:21.190 --> 00:03:21.200 align:start position:0%\n850|desk. To back this up, there's a bunch\n851| \n","created_at":"2026-06-20T04:08:40.660468Z","finish_reason":null,"metrics":null},{"message_id":"50538c53-4987-4528-85df-a2ce148d9861","node_id":39,"role":"assistant","content":"","tool_calls":[{"id":"29c9b6ffa","name":"read","arguments":{"file_path":"/Users/root1/The Only Upgrade Order That Makes Sense [fV4s5dwxYnw].en.vtt","limit":200,"offset":1050}}],"thinking":"Let me continue reading more sections to get a complete understanding of the video content. I want to see what the three questions framework is and what the actual recommendations are.","created_at":"2026-06-20T04:08:41.537506Z","finish_reason":"tool_calls","metrics":{"ttft_ms":742,"total_time_ms":876,"input_tokens":4803,"output_tokens":81,"cache_read_tokens":30464,"cache_creation_tokens":null,"tpot_ms":1.654320987654321,"tokens_per_sec":604.4776119402985}},{"message_id":"5019e36a-b58c-477f-8989-09fd0c89251c","node_id":40,"role":"tool","content":"\n1050|the weakest link? If everything else was\n1051| \n1052|\n1053|00:04:07.200 --> 00:04:09.110 align:start position:0%\n1054|the weakest link? If everything else was\n1055|perfect.<00:04:07.519> Now,<00:04:07.760> most<00:04:07.920> people<00:04:08.159> skip<00:04:08.480> this.<00:04:08.879> I\n1056|\n1057|00:04:09.110 --> 00:04:09.120 align:start position:0%\n1058|perfect. Now, most people skip this. I\n1059| \n1060|\n1061|00:04:09.120 --> 00:04:11.509 align:start position:0%\n1062|perfect. Now, most people skip this. I\n1063|did.<00:04:09.439> And<00:04:09.599> I<00:04:09.760> always<00:04:10.159> upgraded<00:04:10.799> the<00:04:10.959> excited\n1064|\n1065|00:04:11.509 --> 00:04:11.519 align:start position:0%\n1066|did. And I always upgraded the excited\n1067| \n1068|\n1069|00:04:11.519 --> 00:04:13.190 align:start position:0%\n1070|did. And I always upgraded the excited\n1071|stuff<00:04:11.760> first.<00:04:12.000> and<00:04:12.319> wondered<00:04:12.640> why<00:04:12.879> nothing\n1072|\n1073|00:04:13.190 --> 00:04:13.200 align:start position:0%\n1074|stuff first. and wondered why nothing\n1075| \n1076|\n1077|00:04:13.200 --> 00:04:14.710 align:start position:0%\n1078|stuff first. and wondered why nothing\n1079|felt<00:04:13.439> different.<00:04:13.840> Now,<00:04:14.080> let<00:04:14.239> me<00:04:14.319> show<00:04:14.400> you<00:04:14.560> how\n1080|\n1081|00:04:14.710 --> 00:04:14.720 align:start position:0%\n1082|felt different. Now, let me show you how\n1083| \n1084|\n1085|00:04:14.720 --> 00:04:16.949 align:start position:0%\n1086|felt different. Now, let me show you how\n1087|this<00:04:14.959> plays<00:04:15.200> out<00:04:15.439> on<00:04:15.840> real<00:04:16.079> gear.<00:04:16.560> So,<00:04:16.720> let's\n1088|\n1089|00:04:16.949 --> 00:04:16.959 align:start position:0%\n1090|this plays out on real gear. So, let's\n1091| \n1092|\n1093|00:04:16.959 --> 00:04:18.789 align:start position:0%\n1094|this plays out on real gear. So, let's\n1095|start<00:04:17.040> with<00:04:17.280> mice.<00:04:17.680> A<00:04:17.759> real<00:04:18.000> a<00:04:18.160> problem<00:04:18.400> or<00:04:18.639> a\n1096|\n1097|00:04:18.789 --> 00:04:18.799 align:start position:0%\n1098|start with mice. A real a problem or a\n1099| \n1100|\n1101|00:04:18.799 --> 00:04:20.710 align:start position:0%\n1102|start with mice. A real a problem or a\n1103|feeling?<00:04:19.199> A<00:04:19.359> shape<00:04:19.600> issue?<00:04:20.079> Is<00:04:20.239> it<00:04:20.400> real?\n1104|\n1105|00:04:20.710 --> 00:04:20.720 align:start position:0%\n1106|feeling? A shape issue? Is it real?\n1107| \n1108|\n1109|00:04:20.720 --> 00:04:22.550 align:start position:0%\n1110|feeling? A shape issue? Is it real?\n1111|Cramps,<00:04:21.199> unstable<00:04:21.759> grip,<00:04:22.079> those<00:04:22.320> actually\n1112|\n1113|00:04:22.550 --> 00:04:22.560 align:start position:0%\n1114|Cramps, unstable grip, those actually\n1115| \n1116|\n1117|00:04:22.560 --> 00:04:24.230 align:start position:0%\n1118|Cramps, unstable grip, those actually\n1119|matter.<00:04:22.960> Wanting<00:04:23.360> lighter<00:04:23.759> because<00:04:23.919> you<00:04:24.080> saw\n1120|\n1121|00:04:24.230 --> 00:04:24.240 align:start position:0%\n1122|matter. Wanting lighter because you saw\n1123| \n1124|\n1125|00:04:24.240 --> 00:04:26.150 align:start position:0%\n1126|matter. Wanting lighter because you saw\n1127|a<00:04:24.400> review<00:04:24.800> is<00:04:24.960> just<00:04:25.040> a<00:04:25.280> feeling.<00:04:25.600> Now,<00:04:25.840> what's\n1128|\n1129|00:04:26.150 --> 00:04:26.160 align:start position:0%\n1130|a review is just a feeling. Now, what's\n1131| \n1132|\n1133|00:04:26.160 --> 00:04:28.230 align:start position:0%\n1134|a review is just a feeling. Now, what's\n1135|actually<00:04:26.320> the<00:04:26.560> gap?<00:04:26.960> Sensors<00:04:27.520> are<00:04:27.759> all<00:04:27.919> in<00:04:28.080> the\n1136|\n1137|00:04:28.230 --> 00:04:28.240 align:start position:0%\n1138|actually the gap? Sensors are all in the\n1139| \n1140|\n1141|00:04:28.240 --> 00:04:29.749 align:start position:0%\n1142|actually the gap? Sensors are all in the\n1143|same<00:04:28.400> performance<00:04:28.880> class.<00:04:29.120> Now,<00:04:29.360> the<00:04:29.520> real\n1144|\n1145|00:04:29.749 --> 00:04:29.759 align:start position:0%\n1146|same performance class. Now, the real\n1147| \n1148|\n1149|00:04:29.759 --> 00:04:31.270 align:start position:0%\n1150|same performance class. Now, the real\n1151|gap<00:04:29.919> is<00:04:30.160> shape<00:04:30.400> and<00:04:30.639> weight.<00:04:30.880> And<00:04:31.040> also\n1152|\n1153|00:04:31.270 --> 00:04:31.280 align:start position:0%\n1154|gap is shape and weight. And also\n1155| \n1156|\n1157|00:04:31.280 --> 00:04:33.030 align:start position:0%\n1158|gap is shape and weight. And also\n1159|wireless.<00:04:31.759> It<00:04:31.840> really<00:04:32.080> depends<00:04:32.320> on<00:04:32.720> what<00:04:32.880> you\n1160|\n1161|00:04:33.030 --> 00:04:33.040 align:start position:0%\n1162|wireless. It really depends on what you\n1163| \n1164|\n1165|00:04:33.040 --> 00:04:35.430 align:start position:0%\n1166|wireless. It really depends on what you\n1167|need<00:04:33.280> wireless<00:04:33.680> for.<00:04:34.000> 90<00:04:34.240> g<00:04:34.479> to<00:04:34.720> 60,<00:04:35.120> you<00:04:35.280> will\n1168|\n1169|00:04:35.430 --> 00:04:35.440 align:start position:0%\n1170|need wireless for. 90 g to 60, you will\n1171| \n1172|\n1173|00:04:35.440 --> 00:04:38.870 align:start position:0%\n1174|need wireless for. 90 g to 60, you will\n1175|feel<00:04:35.600> that<00:04:36.080> 55<00:04:36.560> to<00:04:36.880> 47<00:04:37.680> is<00:04:37.919> just<00:04:38.000> a<00:04:38.160> placebo<00:04:38.720> for\n1176|\n1177|00:04:38.870 --> 00:04:38.880 align:start position:0%\n1178|feel that 55 to 47 is just a placebo for\n1179| \n1180|\n1181|00:04:38.880 --> 00:04:40.629 align:start position:0%\n1182|feel that 55 to 47 is just a placebo for\n1183|most<00:04:39.040> people.<00:04:39.280> Now,<00:04:39.520> is<00:04:39.680> this<00:04:39.840> your<00:04:40.000> ceiling?\n1184|\n1185|00:04:40.629 --> 00:04:40.639 align:start position:0%\n1186|most people. Now, is this your ceiling?\n1187| \n1188|\n1189|00:04:40.639 --> 00:04:42.629 align:start position:0%\n1190|most people. Now, is this your ceiling?\n1191|Almost<00:04:40.960> never.<00:04:41.440> Nobody's<00:04:41.840> stuck<00:04:42.080> in<00:04:42.240> plat\n1192|\n1193|00:04:42.629 --> 00:04:42.639 align:start position:0%\n1194|Almost never. Nobody's stuck in plat\n1195| \n1196|\n1197|00:04:42.639 --> 00:04:44.150 align:start position:0%\n1198|Almost never. Nobody's stuck in plat\n1199|because<00:04:42.800> of<00:04:42.960> their<00:04:43.199> mouse.<00:04:43.520> Get<00:04:43.680> a<00:04:43.840> shape<00:04:44.000> that\n1200|\n1201|00:04:44.150 --> 00:04:44.160 align:start position:0%\n1202|because of their mouse. Get a shape that\n1203| \n1204|\n1205|00:04:44.160 --> 00:04:45.749 align:start position:0%\n1206|because of their mouse. Get a shape that\n1207|fits<00:04:44.400> and<00:04:44.639> just<00:04:44.800> move<00:04:44.960> on.<00:04:45.280> Next,<00:04:45.440> we<00:04:45.680> have\n1208|\n1209|00:04:45.749 --> 00:04:45.759 align:start position:0%\n1210|fits and just move on. Next, we have\n1211| \n1212|\n1213|00:04:45.759 --> 00:04:47.749 align:start position:0%\n1214|fits and just move on. Next, we have\n1215|GPU.<00:04:46.320> Now,<00:04:46.560> be<00:04:46.720> honest.<00:04:47.120> What<00:04:47.280> problem<00:04:47.600> are\n1216|\n1217|00:04:47.749 --> 00:04:47.759 align:start position:0%\n1218|GPU. Now, be honest. What problem are\n1219| \n1220|\n1221|00:04:47.759 --> 00:04:50.150 align:start position:0%\n1222|GPU. Now, be honest. What problem are\n1223|you<00:04:47.919> solving?<00:04:48.479> For<00:04:48.639> competitive<00:04:49.199> gaming,<00:04:49.680> GPU\n1224|\n1225|00:04:50.150 --> 00:04:50.160 align:start position:0%\n1226|you solving? For competitive gaming, GPU\n1227| \n1228|\n1229|00:04:50.160 --> 00:04:52.150 align:start position:0%\n1230|you solving? For competitive gaming, GPU\n1231|is<00:04:50.400> almost<00:04:50.639> never<00:04:50.960> your<00:04:51.199> ceiling.<00:04:51.600> Valorant\n1232|\n1233|00:04:52.150 --> 00:04:52.160 align:start position:0%\n1234|is almost never your ceiling. Valorant\n1235| \n1236|\n1237|00:04:52.160 --> 00:04:54.230 align:start position:0%\n1238|is almost never your ceiling. Valorant\n1239|CPU<00:04:52.560> bound,<00:04:52.880> for<00:04:52.960> example,<00:04:53.280> and<00:04:53.520> CS2<00:04:54.080> also\n1240|\n1241|00:04:54.230 --> 00:04:54.240 align:start position:0%\n1242|CPU bound, for example, and CS2 also\n1243| \n1244|\n1245|00:04:54.240 --> 00:04:56.230 align:start position:0%\n1246|CPU bound, for example, and CS2 also\n1247|cares<00:04:54.560> more<00:04:54.720> about<00:04:54.880> CPU<00:04:55.280> and<00:04:55.520> your<00:04:55.680> RAM<00:04:55.919> speed.\n1248|\n1249|00:04:56.230 --> 00:04:56.240 align:start position:0%\n","created_at":"2026-06-20T04:08:41.572931Z","finish_reason":null,"metrics":null},{"message_id":"75492b15-e9c8-4f8b-b5a3-9c178c1e6bbb","node_id":42,"role":"assistant","content":"None","tool_calls":[{"id":"033b43cf0","name":"read","arguments":{"file_path":"/Users/root1/The Only Upgrade Order That Makes Sense [fV4s5dwxYnw].en.vtt","limit":200,"offset":1450}}],"thinking":"Let me read more sections to understand the complete recommendations and the upgrade order that the video is proposing.","created_at":"2026-06-20T04:08:42.714421Z","finish_reason":"tool_calls","metrics":{"ttft_ms":997,"total_time_ms":1140,"input_tokens":4830,"output_tokens":69,"cache_read_tokens":35200,"cache_creation_tokens":null,"tpot_ms":2.072463768115942,"tokens_per_sec":482.5174825174825}},{"message_id":"0bc6afb6-2371-401e-a519-b43ffff0a659","node_id":43,"role":"tool","content":"\n1450|missing information other players react\n1451| \n1452|\n1453|00:05:44.560 --> 00:05:46.469 align:start position:0%\n1454|missing information other players react\n1455|to,<00:05:44.880> nothing<00:05:45.120> else<00:05:45.360> fixes<00:05:45.759> that.<00:05:46.000> This<00:05:46.160> is<00:05:46.320> the\n1456|\n1457|00:05:46.469 --> 00:05:46.479 align:start position:0%\n1458|to, nothing else fixes that. This is the\n1459| \n1460|\n1461|00:05:46.479 --> 00:05:47.909 align:start position:0%\n1462|to, nothing else fixes that. This is the\n1463|exception<00:05:46.800> to<00:05:46.960> the<00:05:47.120> pattern.<00:05:47.520> The<00:05:47.680> gap\n1464|\n1465|00:05:47.909 --> 00:05:47.919 align:start position:0%\n1466|exception to the pattern. The gap\n1467| \n1468|\n1469|00:05:47.919 --> 00:05:50.070 align:start position:0%\n1470|exception to the pattern. The gap\n1471|between<00:05:48.160> bad<00:05:48.479> audio<00:05:48.800> and<00:05:49.039> good<00:05:49.280> audio<00:05:49.680> stays\n1472|\n1473|00:05:50.070 --> 00:05:50.080 align:start position:0%\n1474|between bad audio and good audio stays\n1475| \n1476|\n1477|00:05:50.080 --> 00:05:52.070 align:start position:0%\n1478|between bad audio and good audio stays\n1479|super<00:05:50.400> big.<00:05:50.720> And<00:05:50.880> actually<00:05:51.120> getting<00:05:51.440> a<00:05:51.600> fix<00:05:51.840> is\n1480|\n1481|00:05:52.070 --> 00:05:52.080 align:start position:0%\n1482|super big. And actually getting a fix is\n1483| \n1484|\n1485|00:05:52.080 --> 00:05:54.550 align:start position:0%\n1486|super big. And actually getting a fix is\n1487|super<00:05:52.400> cheap.<00:05:52.800> $50<00:05:52.960> to<00:05:53.280> $80<00:05:53.840> and<00:05:54.080> that's<00:05:54.240> it.\n1488|\n1489|00:05:54.550 --> 00:05:54.560 align:start position:0%\n1490|super cheap. $50 to $80 and that's it.\n1491| \n1492|\n1493|00:05:54.560 --> 00:05:56.070 align:start position:0%\n1494|super cheap. $50 to $80 and that's it.\n1495|And<00:05:54.720> this<00:05:54.880> change<00:05:55.199> how<00:05:55.360> I<00:05:55.520> think<00:05:55.680> about<00:05:55.840> the\n1496|\n1497|00:05:56.070 --> 00:05:56.080 align:start position:0%\n1498|And this change how I think about the\n1499| \n1500|\n1501|00:05:56.080 --> 00:05:58.070 align:start position:0%\n1502|And this change how I think about the\n1503|whole<00:05:56.240> priority<00:05:56.720> order.<00:05:57.199> Now,<00:05:57.520> the<00:05:57.840> last\n1504|\n1505|00:05:58.070 --> 00:05:58.080 align:start position:0%\n1506|whole priority order. Now, the last\n1507| \n1508|\n1509|00:05:58.080 --> 00:06:00.469 align:start position:0%\n1510|whole priority order. Now, the last\n1511|thing<00:05:58.320> is<00:05:58.560> premium<00:05:59.039> stuff<00:05:59.360> is<00:05:59.600> not<00:05:59.759> a<00:06:00.000> scam,\n1512|\n1513|00:06:00.469 --> 00:06:00.479 align:start position:0%\n1514|thing is premium stuff is not a scam,\n1515| \n1516|\n1517|00:06:00.479 --> 00:06:02.070 align:start position:0%\n1518|thing is premium stuff is not a scam,\n1519|just<00:06:00.720> not<00:06:00.880> what<00:06:01.199> people<00:06:01.440> think.<00:06:01.840> You're\n1520|\n1521|00:06:02.070 --> 00:06:02.080 align:start position:0%\n1522|just not what people think. You're\n1523| \n1524|\n1525|00:06:02.080 --> 00:06:04.230 align:start position:0%\n1526|just not what people think. You're\n1527|buying<00:06:02.400> refinement,<00:06:03.199> better<00:06:03.600> materials,\n1528|\n1529|00:06:04.230 --> 00:06:04.240 align:start position:0%\n1530|buying refinement, better materials,\n1531| \n1532|\n1533|00:06:04.240 --> 00:06:06.150 align:start position:0%\n1534|buying refinement, better materials,\n1535|cleaner<00:06:04.720> build,<00:06:04.960> and<00:06:05.199> that<00:06:05.360> has<00:06:05.600> value<00:06:05.840> if<00:06:06.000> you\n1536|\n1537|00:06:06.150 --> 00:06:06.160 align:start position:0%\n1538|cleaner build, and that has value if you\n1539| \n1540|\n1541|00:06:06.160 --> 00:06:08.390 align:start position:0%\n1542|cleaner build, and that has value if you\n1543|actually<00:06:06.880> value<00:06:07.199> it<00:06:07.440> yourself.<00:06:07.840> Just<00:06:08.080> don't\n1544|\n1545|00:06:08.390 --> 00:06:08.400 align:start position:0%\n1546|actually value it yourself. Just don't\n1547| \n1548|\n1549|00:06:08.400 --> 00:06:10.629 align:start position:0%\n1550|actually value it yourself. Just don't\n1551|expect<00:06:08.720> your<00:06:08.960> rank<00:06:09.280> to<00:06:09.520> change.<00:06:10.160> Buy<00:06:10.319> it<00:06:10.479> if\n1552|\n1553|00:06:10.629 --> 00:06:10.639 align:start position:0%\n1554|expect your rank to change. Buy it if\n1555| \n1556|\n1557|00:06:10.639 --> 00:06:12.550 align:start position:0%\n1558|expect your rank to change. Buy it if\n1559|you<00:06:10.720> want<00:06:10.880> it,<00:06:11.120> just<00:06:11.280> buy<00:06:11.520> with<00:06:11.759> clear<00:06:12.080> eyes.\n1560|\n1561|00:06:12.550 --> 00:06:12.560 align:start position:0%\n1562|you want it, just buy with clear eyes.\n1563| \n1564|\n1565|00:06:12.560 --> 00:06:14.230 align:start position:0%\n1566|you want it, just buy with clear eyes.\n1567|So,<00:06:12.720> after<00:06:13.039> running<00:06:13.360> those<00:06:13.680> three<00:06:13.919> questions\n1568|\n1569|00:06:14.230 --> 00:06:14.240 align:start position:0%\n1570|So, after running those three questions\n1571| \n1572|\n1573|00:06:14.240 --> 00:06:16.070 align:start position:0%\n1574|So, after running those three questions\n1575|on<00:06:14.479> everything,<00:06:14.960> here<00:06:15.120> is<00:06:15.280> the<00:06:15.520> priority\n1576|\n1577|00:06:16.070 --> 00:06:16.080 align:start position:0%\n1578|on everything, here is the priority\n1579| \n1580|\n1581|00:06:16.080 --> 00:06:18.309 align:start position:0%\n1582|on everything, here is the priority\n1583|order<00:06:16.560> that<00:06:16.880> actually<00:06:17.280> makes<00:06:17.520> sense.<00:06:17.919> First,\n1584|\n1585|00:06:18.309 --> 00:06:18.319 align:start position:0%\n1586|order that actually makes sense. First,\n1587| \n1588|\n1589|00:06:18.319 --> 00:06:19.830 align:start position:0%\n1590|order that actually makes sense. First,\n1591|you<00:06:18.560> always<00:06:18.800> have<00:06:18.960> to<00:06:19.120> prioritize<00:06:19.600> the\n1592|\n1593|00:06:19.830 --> 00:06:19.840 align:start position:0%\n1594|you always have to prioritize the\n1595| \n1596|\n1597|00:06:19.840 --> 00:06:21.590 align:start position:0%\n1598|you always have to prioritize the\n1599|frames.<00:06:20.240> If<00:06:20.400> your<00:06:20.560> PC<00:06:20.880> drops<00:06:21.120> below<00:06:21.440> your\n1600|\n1601|00:06:21.590 --> 00:06:21.600 align:start position:0%\n1602|frames. If your PC drops below your\n1603| \n1604|\n1605|00:06:21.600 --> 00:06:23.590 align:start position:0%\n1606|frames. If your PC drops below your\n1607|monitor<00:06:22.080> refresh<00:06:22.400> rate<00:06:22.639> in<00:06:22.800> fights,<00:06:23.360> nothing\n1608|\n1609|00:06:23.590 --> 00:06:23.600 align:start position:0%\n1610|monitor refresh rate in fights, nothing\n1611| \n1612|\n1613|00:06:23.600 --> 00:06:25.189 align:start position:0%\n1614|monitor refresh rate in fights, nothing\n1615|else<00:06:23.919> matters.<00:06:24.400> Doesn't<00:06:24.639> matter<00:06:24.880> how<00:06:25.039> good\n1616|\n1617|00:06:25.189 --> 00:06:25.199 align:start position:0%\n1618|else matters. Doesn't matter how good\n1619| \n1620|\n1621|00:06:25.199 --> 00:06:27.029 align:start position:0%\n1622|else matters. Doesn't matter how good\n1623|your<00:06:25.440> mouse<00:06:25.680> is.<00:06:25.919> If<00:06:26.160> your<00:06:26.319> game<00:06:26.560> stutters\n1624|\n1625|00:06:27.029 --> 00:06:27.039 align:start position:0%\n1626|your mouse is. If your game stutters\n1627| \n1628|\n1629|00:06:27.039 --> 00:06:29.749 align:start position:0%\n1630|your mouse is. If your game stutters\n1631|when<00:06:27.199> you<00:06:27.360> pick<00:06:27.680> CPU<00:06:28.080> and<00:06:28.319> RAM,<00:06:28.720> usually<00:06:29.280> GPU\n1632|\n1633|00:06:29.749 --> 00:06:29.759 align:start position:0%\n1634|when you pick CPU and RAM, usually GPU\n1635| \n1636|\n1637|00:06:29.759 --> 00:06:31.590 align:start position:0%\n1638|when you pick CPU and RAM, usually GPU\n1639|only<00:06:30.000> if<00:06:30.160> you're<00:06:30.319> like<00:06:30.639> GPU<00:06:31.039> bottleneck,\n1640|\n1641|00:06:31.590 --> 00:06:31.600 align:start position:0%\n1642|only if you're like GPU bottleneck,\n1643| \n1644|\n1645|00:06:31.600 --> 00:06:33.110 align:start position:0%\n1646|only if you're like GPU bottleneck,\n1647|which<00:06:31.840> in<00:06:32.080> competitive<00:06:32.479> games,<00:06:32.800> you're\n1648|\n1649|00:06:33.110 --> 00:06:33.120 align:start position:0%\n","created_at":"2026-06-20T04:08:42.753455Z","finish_reason":null,"metrics":null},{"message_id":"6d40f8b7-486a-4986-92bb-a0743dc49251","node_id":45,"role":"assistant","content":"None","tool_calls":[{"id":"82e0f8794","name":"read","arguments":{"file_path":"/Users/root1/The Only Upgrade Order That Makes Sense [fV4s5dwxYnw].en.vtt","limit":200,"offset":1650}}],"thinking":"Let me continue reading to get the complete priority order and recommendations.","created_at":"2026-06-20T04:08:43.832084Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1019,"total_time_ms":1077,"input_tokens":4592,"output_tokens":62,"cache_read_tokens":39936,"cache_creation_tokens":null,"tpot_ms":0.9354838709677419,"tokens_per_sec":1068.9655172413793}},{"message_id":"d4e3566a-0042-41d2-b518-d62af1a21cea","node_id":46,"role":"tool","content":"\n1650|which in competitive games, you're\n1651| \n1652|\n1653|00:06:33.120 --> 00:06:35.510 align:start position:0%\n1654|which in competitive games, you're\n1655|probably<00:06:33.600> not.<00:06:34.000> Next,<00:06:34.240> we<00:06:34.479> have<00:06:34.639> consistency.\n1656|\n1657|00:06:35.510 --> 00:06:35.520 align:start position:0%\n1658|probably not. Next, we have consistency.\n1659| \n1660|\n1661|00:06:35.520 --> 00:06:37.270 align:start position:0%\n1662|probably not. Next, we have consistency.\n1663|Your<00:06:35.759> surface<00:06:36.160> and<00:06:36.319> your<00:06:36.560> setting.<00:06:36.880> If<00:06:37.120> your\n1664|\n1665|00:06:37.270 --> 00:06:37.280 align:start position:0%\n1666|Your surface and your setting. If your\n1667| \n1668|\n1669|00:06:37.280 --> 00:06:39.029 align:start position:0%\n1670|Your surface and your setting. If your\n1671|pad<00:06:37.600> changes<00:06:37.919> how<00:06:38.160> they<00:06:38.319> feel<00:06:38.560> every<00:06:38.880> few\n1672|\n1673|00:06:39.029 --> 00:06:39.039 align:start position:0%\n1674|pad changes how they feel every few\n1675| \n1676|\n1677|00:06:39.039 --> 00:06:41.270 align:start position:0%\n1678|pad changes how they feel every few\n1679|weeks<00:06:39.280> from<00:06:39.600> humidity<00:06:40.080> or<00:06:40.400> wear,<00:06:40.960> you're\n1680|\n1681|00:06:41.270 --> 00:06:41.280 align:start position:0%\n1682|weeks from humidity or wear, you're\n1683| \n1684|\n1685|00:06:41.280 --> 00:06:42.870 align:start position:0%\n1686|weeks from humidity or wear, you're\n1687|building<00:06:41.520> muscle<00:06:41.919> memory<00:06:42.160> on<00:06:42.400> something<00:06:42.639> that\n1688|\n1689|00:06:42.870 --> 00:06:42.880 align:start position:0%\n1690|building muscle memory on something that\n1691| \n1692|\n1693|00:06:42.880 --> 00:06:44.390 align:start position:0%\n1694|building muscle memory on something that\n1695|keeps<00:06:43.120> shifting.<00:06:43.600> If<00:06:43.759> you're<00:06:43.919> still<00:06:44.080> tweaking\n1696|\n1697|00:06:44.390 --> 00:06:44.400 align:start position:0%\n1698|keeps shifting. If you're still tweaking\n1699| \n1700|\n1701|00:06:44.400 --> 00:06:46.230 align:start position:0%\n1702|keeps shifting. If you're still tweaking\n1703|sensitivity<00:06:44.960> every<00:06:45.280> other<00:06:45.520> day,<00:06:45.919> same\n1704|\n1705|00:06:46.230 --> 00:06:46.240 align:start position:0%\n1706|sensitivity every other day, same\n1707| \n1708|\n1709|00:06:46.240 --> 00:06:48.230 align:start position:0%\n1710|sensitivity every other day, same\n1711|problem.<00:06:46.639> Lock<00:06:46.880> it<00:06:47.039> down.<00:06:47.360> Stop<00:06:47.759> changing\n1712|\n1713|00:06:48.230 --> 00:06:48.240 align:start position:0%\n1714|problem. Lock it down. Stop changing\n1715| \n1716|\n1717|00:06:48.240 --> 00:06:50.150 align:start position:0%\n1718|problem. Lock it down. Stop changing\n1719|things.<00:06:48.880> Also,<00:06:49.199> if<00:06:49.440> you<00:06:49.600> don't<00:06:49.680> have<00:06:49.840> like<00:06:50.000> a\n1720|\n1721|00:06:50.150 --> 00:06:50.160 align:start position:0%\n1722|things. Also, if you don't have like a\n1723| \n1724|\n1725|00:06:50.160 --> 00:06:51.590 align:start position:0%\n1726|things. Also, if you don't have like a\n1727|mouse<00:06:50.400> bungee,<00:06:50.880> just<00:06:51.039> get<00:06:51.199> something\n1728|\n1729|00:06:51.590 --> 00:06:51.600 align:start position:0%\n1730|mouse bungee, just get something\n1731| \n1732|\n1733|00:06:51.600 --> 00:06:53.430 align:start position:0%\n1734|mouse bungee, just get something\n1735|wireless.<00:06:52.240> Wireless<00:06:52.720> at<00:06:52.880> this<00:06:53.039> point<00:06:53.199> is\n1736|\n1737|00:06:53.430 --> 00:06:53.440 align:start position:0%\n1738|wireless. Wireless at this point is\n1739| \n1740|\n1741|00:06:53.440 --> 00:06:55.110 align:start position:0%\n1742|wireless. Wireless at this point is\n1743|cheap<00:06:53.680> and<00:06:53.840> good<00:06:54.080> quality.<00:06:54.479> So,<00:06:54.720> get<00:06:54.880> rid<00:06:55.039> of\n1744|\n1745|00:06:55.110 --> 00:06:55.120 align:start position:0%\n1746|cheap and good quality. So, get rid of\n1747| \n1748|\n1749|00:06:55.120 --> 00:06:56.790 align:start position:0%\n1750|cheap and good quality. So, get rid of\n1751|the<00:06:55.280> friction<00:06:55.680> from<00:06:55.840> the<00:06:56.000> cable.<00:06:56.400> Next,<00:06:56.560> we\n1752|\n1753|00:06:56.790 --> 00:06:56.800 align:start position:0%\n1754|the friction from the cable. Next, we\n1755| \n1756|\n1757|00:06:56.800 --> 00:06:58.710 align:start position:0%\n1758|the friction from the cable. Next, we\n1759|have<00:06:56.960> information<00:06:57.759> audio.<00:06:58.240> If<00:06:58.479> you<00:06:58.560> can't\n1760|\n1761|00:06:58.710 --> 00:06:58.720 align:start position:0%\n1762|have information audio. If you can't\n1763| \n1764|\n1765|00:06:58.720 --> 00:07:00.710 align:start position:0%\n1766|have information audio. If you can't\n1767|hear<00:06:58.960> what<00:06:59.199> other<00:06:59.440> players<00:06:59.919> react<00:07:00.160> to,<00:07:00.400> you're\n1768|\n1769|00:07:00.710 --> 00:07:00.720 align:start position:0%\n1770|hear what other players react to, you're\n1771| \n1772|\n1773|00:07:00.720 --> 00:07:02.790 align:start position:0%\n1774|hear what other players react to, you're\n1775|making<00:07:00.960> decisions<00:07:01.440> with<00:07:01.759> incomplete<00:07:02.319> data.\n1776|\n1777|00:07:02.790 --> 00:07:02.800 align:start position:0%\n1778|making decisions with incomplete data.\n1779| \n1780|\n1781|00:07:02.800 --> 00:07:05.029 align:start position:0%\n1782|making decisions with incomplete data.\n1783|This<00:07:02.960> is<00:07:03.039> where<00:07:03.360> $50<00:07:03.599> to<00:07:03.840> $80<00:07:04.400> makes<00:07:04.639> a<00:07:04.880> real\n1784|\n1785|00:07:05.029 --> 00:07:05.039 align:start position:0%\n1786|This is where $50 to $80 makes a real\n1787| \n1788|\n1789|00:07:05.039 --> 00:07:07.589 align:start position:0%\n1790|This is where $50 to $80 makes a real\n1791|difference.<00:07:05.520> IM,<00:07:06.160> maybe<00:07:06.319> even<00:07:06.479> a<00:07:06.720> DAC<00:07:07.280> for\n1792|\n1793|00:07:07.589 --> 00:07:07.599 align:start position:0%\n1794|difference. IM, maybe even a DAC for\n1795| \n1796|\n1797|00:07:07.599 --> 00:07:09.189 align:start position:0%\n1798|difference. IM, maybe even a DAC for\n1799|better<00:07:07.919> input.<00:07:08.479> This<00:07:08.639> is<00:07:08.720> where<00:07:08.880> you'll\n1800|\n1801|00:07:09.189 --> 00:07:09.199 align:start position:0%\n1802|better input. This is where you'll\n1803| \n1804|\n1805|00:07:09.199 --> 00:07:10.469 align:start position:0%\n1806|better input. This is where you'll\n1807|understand<00:07:09.520> what<00:07:09.759> you're<00:07:10.000> actually<00:07:10.319> been\n1808|\n1809|00:07:10.469 --> 00:07:10.479 align:start position:0%\n1810|understand what you're actually been\n1811| \n1812|\n1813|00:07:10.479 --> 00:07:11.830 align:start position:0%\n1814|understand what you're actually been\n1815|missing<00:07:10.720> all<00:07:10.880> along.<00:07:11.280> Next,<00:07:11.440> we<00:07:11.680> have\n1816|\n1817|00:07:11.830 --> 00:07:11.840 align:start position:0%\n1818|missing all along. Next, we have\n1819| \n1820|\n1821|00:07:11.840 --> 00:07:13.510 align:start position:0%\n1822|missing all along. Next, we have\n1823|refinement.<00:07:12.479> Premium<00:07:12.880> builds,<00:07:13.280> weight\n1824|\n1825|00:07:13.510 --> 00:07:13.520 align:start position:0%\n1826|refinement. Premium builds, weight\n1827| \n1828|\n1829|00:07:13.520 --> 00:07:15.670 align:start position:0%\n1830|refinement. Premium builds, weight\n1831|optimization,<00:07:14.240> aesthetics,<00:07:14.880> all<00:07:15.039> valid,<00:07:15.440> all\n1832|\n1833|00:07:15.670 --> 00:07:15.680 align:start position:0%\n1834|optimization, aesthetics, all valid, all\n1835| \n1836|\n1837|00:07:15.680 --> 00:07:17.589 align:start position:0%\n1838|optimization, aesthetics, all valid, all\n1839|nice<00:07:15.840> to<00:07:16.080> have.<00:07:16.319> None<00:07:16.560> of<00:07:16.720> it<00:07:16.960> actually<00:07:17.280> helps\n1840|\n1841|00:07:17.589 --> 00:07:17.599 align:start position:0%\n1842|nice to have. None of it actually helps\n1843| \n1844|\n1845|00:07:17.599 --> 00:07:19.749 align:start position:0%\n1846|nice to have. None of it actually helps\n1847|you<00:07:17.919> get<00:07:18.080> a<00:07:18.319> better<00:07:18.560> rank.<00:07:18.960> None.<00:07:19.280> Now,<00:07:19.520> most\n1848|\n1849|00:07:19.749 --> 00:07:19.759 align:start position:0%\n","created_at":"2026-06-20T04:08:43.863290Z","finish_reason":null,"metrics":null},{"message_id":"f599e681-0955-4c0d-9e89-0a74ca3b36fc","node_id":48,"role":"assistant","content":"None","tool_calls":[{"id":"c52df306a","name":"read","arguments":{"file_path":"/Users/root1/The Only Upgrade Order That Makes Sense [fV4s5dwxYnw].en.vtt","limit":150,"offset":1850}}],"thinking":"Let me read the final section to get the complete conclusion and summary.","created_at":"2026-06-20T04:08:44.788227Z","finish_reason":"tool_calls","metrics":{"ttft_ms":842,"total_time_ms":924,"input_tokens":4492,"output_tokens":63,"cache_read_tokens":44416,"cache_creation_tokens":null,"tpot_ms":1.3015873015873016,"tokens_per_sec":768.2926829268292}},{"message_id":"b221555e-9a9d-46d1-8cf1-0a33b3842e0b","node_id":49,"role":"tool","content":"\n1850|you get a better rank. None. Now, most\n1851| \n1852|\n1853|00:07:19.759 --> 00:07:21.110 align:start position:0%\n1854|you get a better rank. None. Now, most\n1855|people<00:07:19.919> go<00:07:20.160> straight<00:07:20.319> to<00:07:20.479> refinement<00:07:20.960> because\n1856|\n1857|00:07:21.110 --> 00:07:21.120 align:start position:0%\n1858|people go straight to refinement because\n1859| \n1860|\n1861|00:07:21.120 --> 00:07:22.790 align:start position:0%\n1862|people go straight to refinement because\n1863|it's<00:07:21.360> the<00:07:21.440> fun<00:07:21.680> part,<00:07:22.080> then<00:07:22.319> wonder<00:07:22.560> why\n1864|\n1865|00:07:22.790 --> 00:07:22.800 align:start position:0%\n1866|it's the fun part, then wonder why\n1867| \n1868|\n1869|00:07:22.800 --> 00:07:24.309 align:start position:0%\n1870|it's the fun part, then wonder why\n1871|nothing<00:07:23.120> feels<00:07:23.440> different.<00:07:23.759> They<00:07:24.000> decide<00:07:24.160> to\n1872|\n1873|00:07:24.309 --> 00:07:24.319 align:start position:0%\n1874|nothing feels different. They decide to\n1875| \n1876|\n1877|00:07:24.319 --> 00:07:26.870 align:start position:0%\n1878|nothing feels different. They decide to\n1879|buy<00:07:24.400> a<00:07:24.560> final<00:07:24.800> mouse<00:07:25.039> on<00:07:25.280> like<00:07:25.840> 120<00:07:26.160> fps<00:07:26.479> with<00:07:26.639> a\n1880|\n1881|00:07:26.870 --> 00:07:26.880 align:start position:0%\n1882|buy a final mouse on like 120 fps with a\n1883| \n1884|\n1885|00:07:26.880 --> 00:07:29.029 align:start position:0%\n1886|buy a final mouse on like 120 fps with a\n1887|12-year-old<00:07:27.520> Steel<00:07:27.759> Series<00:07:28.080> QCK<00:07:28.639> Plus<00:07:28.800> and\n1888|\n1889|00:07:29.029 --> 00:07:29.039 align:start position:0%\n1890|12-year-old Steel Series QCK Plus and\n1891| \n1892|\n1893|00:07:29.039 --> 00:07:30.790 align:start position:0%\n1894|12-year-old Steel Series QCK Plus and\n1895|wonder<00:07:29.280> why<00:07:29.520> they<00:07:29.759> still<00:07:30.000> stuck<00:07:30.240> in<00:07:30.400> gold.\n1896|\n1897|00:07:30.790 --> 00:07:30.800 align:start position:0%\n1898|wonder why they still stuck in gold.\n1899| \n1900|\n1901|00:07:30.800 --> 00:07:32.950 align:start position:0%\n1902|wonder why they still stuck in gold.\n1903|Now,<00:07:31.120> here<00:07:31.280> is<00:07:31.440> what<00:07:31.599> I<00:07:31.840> want<00:07:32.000> you<00:07:32.240> to<00:07:32.319> do.<00:07:32.720> Drop\n1904|\n1905|00:07:32.950 --> 00:07:32.960 align:start position:0%\n1906|Now, here is what I want you to do. Drop\n1907| \n1908|\n1909|00:07:32.960 --> 00:07:34.550 align:start position:0%\n1910|Now, here is what I want you to do. Drop\n1911|your<00:07:33.199> setup<00:07:33.440> in<00:07:33.599> the<00:07:33.759> comments,<00:07:34.160> current\n1912|\n1913|00:07:34.550 --> 00:07:34.560 align:start position:0%\n1914|your setup in the comments, current\n1915| \n1916|\n1917|00:07:34.560 --> 00:07:35.990 align:start position:0%\n1918|your setup in the comments, current\n1919|specs,<00:07:34.960> what<00:07:35.199> you're<00:07:35.440> thinking<00:07:35.759> about\n1920|\n1921|00:07:35.990 --> 00:07:36.000 align:start position:0%\n1922|specs, what you're thinking about\n1923| \n1924|\n1925|00:07:36.000 --> 00:07:37.830 align:start position:0%\n1926|specs, what you're thinking about\n1927|upgrading,<00:07:36.720> and<00:07:36.960> your<00:07:37.120> budget.<00:07:37.520> I'll<00:07:37.680> go\n1928|\n1929|00:07:37.830 --> 00:07:37.840 align:start position:0%\n1930|upgrading, and your budget. I'll go\n1931| \n1932|\n1933|00:07:37.840 --> 00:07:39.270 align:start position:0%\n1934|upgrading, and your budget. I'll go\n1935|through<00:07:38.000> them<00:07:38.160> and<00:07:38.400> tell<00:07:38.560> you<00:07:38.639> what<00:07:38.960> actually\n1936|\n1937|00:07:39.270 --> 00:07:39.280 align:start position:0%\n1938|through them and tell you what actually\n1939| \n1940|\n1941|00:07:39.280 --> 00:07:41.350 align:start position:0%\n1942|through them and tell you what actually\n1943|makes<00:07:39.520> sense,<00:07:39.840> what<00:07:40.160> order,<00:07:40.639> what<00:07:40.800> to<00:07:40.960> skip.\n1944|\n1945|00:07:41.350 --> 00:07:41.360 align:start position:0%\n1946|makes sense, what order, what to skip.\n1947| \n1948|\n1949|00:07:41.360 --> 00:07:43.110 align:start position:0%\n1950|makes sense, what order, what to skip.\n1951|Real<00:07:41.680> answer<00:07:42.000> based<00:07:42.160> on<00:07:42.319> what<00:07:42.479> you<00:07:42.639> got,<00:07:42.960> not\n1952|\n1953|00:07:43.110 --> 00:07:43.120 align:start position:0%\n1954|Real answer based on what you got, not\n1955| \n1956|\n1957|00:07:43.120 --> 00:07:44.629 align:start position:0%\n1958|Real answer based on what you got, not\n1959|generic<00:07:43.520> advice.<00:07:43.919> And<00:07:44.000> if<00:07:44.160> you<00:07:44.240> want<00:07:44.319> to<00:07:44.479> learn\n1960|\n1961|00:07:44.629 --> 00:07:44.639 align:start position:0%\n1962|generic advice. And if you want to learn\n1963| \n1964|\n1965|00:07:44.639 --> 00:07:46.150 align:start position:0%\n1966|generic advice. And if you want to learn\n1967|even<00:07:44.960> more<00:07:45.120> about<00:07:45.360> what<00:07:45.599> are<00:07:45.759> the<00:07:46.000> most\n1968|\n1969|00:07:46.150 --> 00:07:46.160 align:start position:0%\n1970|even more about what are the most\n1971| \n1972|\n1973|00:07:46.160 --> 00:07:48.070 align:start position:0%\n1974|even more about what are the most\n1975|useless<00:07:46.720> upgrades<00:07:47.120> for<00:07:47.360> your<00:07:47.520> setup,<00:07:47.919> check\n1976|\n1977|00:07:48.070 --> 00:07:48.080 align:start position:0%\n1978|useless upgrades for your setup, check\n1979| \n1980|\n1981|00:07:48.080 --> 00:07:51.199 align:start position:0%\n1982|useless upgrades for your setup, check\n1983|out<00:07:48.240> this<00:07:48.400> next<00:07:48.639> video.\n","created_at":"2026-06-20T04:08:44.824216Z","finish_reason":null,"metrics":null},{"message_id":"b97fd38f-533a-4add-a90e-296fa8ae2cca","node_id":51,"role":"assistant","content":"","tool_calls":[{"id":"1d79f0400","name":"exec","arguments":{"command":"rm \"/Users/root1/The Only Upgrade Order That Makes Sense [fV4s5dwxYnw].en.vtt\""}}],"thinking":"Now I have a good understanding of the video content. Let me also clean up the downloaded caption file and then provide a comprehensive summary. \n\nThe video is about gaming gear upgrades and provides a framework for making smart purchasing decisions. Let me summarize the key points:\n\n1. **Three Questions Framework**: The speaker presents three questions to ask before any purchase:\n - Is this solving a real problem or just a feeling?\n - What's the actual gap between what I have and what I'm buying?\n - Am I fixing what's actually limiting me?\n\n2. **Key Insights**:\n - Real problems affect performance, feelings just affect your wallet\n - Most people waste money on upgrades that don't address their actual bottlenecks\n - The upgrade order matters more than the specific products\n\n3. **Priority Order for Upgrades**:\n - First: Frames (CPU, RAM, then GPU only if bottlenecked)\n - Second: Consistency (surface, settings, mouse bungee/wireless)\n - Third: Information audio (hearing what other players react to)\n - Fourth: Refinement (premium builds, weight optimization, aesthetics)\n\n4. **Specific Examples**:\n - GPU upgrades often wasted for competitive gaming since most games are CPU-bound\n - Monitor upgrades from 60Hz to gaming monitors provide 20x more improvement than going from mid-range to high-end gaming monitors\n - Audio upgrades are cheap ($50-80) but provide huge competitive advantage\n - Mouse sensor differences are minimal; shape and weight matter more\n\n5. **Common Mistakes**:\n - People upgrade the \"exciting stuff\" first without addressing fundamentals\n - Buying premium gear when basic setup issues (like desk height) are the real problem\n - Focusing on refinement before addressing core performance issues\n\nLet me delete the caption file and provide the summary.","created_at":"2026-06-20T04:08:46.755687Z","finish_reason":"tool_calls","metrics":{"ttft_ms":811,"total_time_ms":1930,"input_tokens":3160,"output_tokens":421,"cache_read_tokens":48896,"cache_creation_tokens":null,"tpot_ms":2.657957244655582,"tokens_per_sec":376.2287756925827}},{"message_id":"33967716-b507-4da3-9d67-ec24a4cb2fdf","node_id":52,"role":"tool","content":"Output from command in shell 120240:\n\n\nExit code: 0","created_at":"2026-06-20T04:08:46.781311Z","finish_reason":null,"metrics":null},{"message_id":"e30042b4-299d-4990-b894-719c20c232b5","node_id":54,"role":"assistant","content":"Based on the video captions, here's a summary of \"The Only Upgrade Order That Makes Sense\":\n\n## Overview\nThe speaker shares lessons from spending thousands on unnecessary gaming gear over 8,000 hours of tactical shooters, presenting a framework for smart upgrade decisions.\n\n## Three Questions Before Any Purchase\n\n**1. Is this solving a real problem or just a feeling?**\n- Real problems: Mouse skips on pad, hand cramps after sessions, can't hear footsteps other players react to\n- Feelings: Wanting something \"better\" because you saw a review or your setup looks outdated\n- Test: Can you describe the problem in one sentence without using the word \"better\"?\n\n**2. What's the actual gap between what I have and what I'm buying?**\n- Not the imagined gap, but the measurable gap\n- Example: RTX 5090 vs RTX 4070 in Valorant - both push 400+ FPS at 1080p low, but monitors cap at 240-360 Hz. You're paying 3x for frames you can't see\n- Real gap exists for streaming/4K gaming, but not for competitive play\n\n**3. Am I fixing what's actually limiting me?**\n- Common mistake: People spend $200 on premium mouse/mousepad while their desk is 3 inches too high, causing poor ergonomics\n- The problem and gap are real, but you're fixing the wrong thing\n\n## Priority Order for Upgrades\n\n**1. Frames (First Priority)**\n- If your PC drops below monitor refresh rate in fights, nothing else matters\n- Upgrade CPU and RAM first, GPU only if actually bottlenecked (rare in competitive games)\n\n**2. Consistency (Second Priority)**\n- Surface: Get a quality mousepad that doesn't change with humidity/wear\n- Settings: Lock down sensitivity, stop tweaking constantly\n- Get wireless mouse or mouse bungee to eliminate cable friction\n\n**3. Information Audio (Third Priority)**\n- If you can't hear what other players react to, you're making decisions with incomplete data\n- $50-80 for decent audio makes a huge competitive difference\n- This is the exception where the gap between bad and good stays large\n\n**4. Refinement (Last Priority)**\n- Premium builds, weight optimization, aesthetics\n- Valid for personal enjoyment, but won't improve your rank\n- Buy with clear eyes if you want it, but don't expect performance gains\n\n## Key Insights\n- Most people go straight to refinement because it's fun, then wonder why nothing feels different\n- Premium gear isn't a scam, but you're buying refinement/materials, not performance\n- The upgrade order matters more than specific products\n- Nobody is stuck in platinum because of their mouse sensor\n\nThe video emphasizes addressing fundamental issues before spending on premium upgrades, and provides a systematic approach to identifying what actually limits your performance.","tool_calls":[],"thinking":"Now let me provide a comprehensive summary of the video based on the captions I read.","created_at":"2026-06-20T04:08:49.516402Z","finish_reason":"stop","metrics":{"ttft_ms":788,"total_time_ms":2732,"input_tokens":528,"output_tokens":619,"cache_read_tokens":51968,"cache_creation_tokens":null,"tpot_ms":3.1405492730210014,"tokens_per_sec":318.4156378600823}}]}