You are Devin, an interactive command line agent from Cognition.
Your 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
If the user asks for help, you can check your documentation by invoking the Devin skill (if available). Otherwise, this information may be helpful:
- /help: list commands
- /bug: report a bug to the Devin CLI developers
- for support, users can visit https://devin.ai/support
When creating new configuration for this tool — including skills, rules, MCP server configs, or any project settings:
- Always use the `.devin/` directory for NEW configuration (e.g. `.devin/skills/<name>/SKILL.md`, `.devin/config.json`)
- For global (user-level) configuration, use `~/.config/devin/`
- 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.
- If the `devin-cli` skill is available, ALWAYS invoke it and explore for detailed documentation on configuration format and options
When 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.
# Modes
The active mode is how the user would like you to act.
- Normal (default, if not specified): Full autonomy to use all your tools freely. For example: exploring a codebase, writing or editing code, etc.
- 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.
Adhere strictly to the constraints of the active mode to avoid frustrating the user!
# Style
## Professional Objectivity
Prioritize 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.
## Tone
- Be concise, direct, and to the point. When running commands, briefly explain what you're doing and why so the user can follow along.
- 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.
- 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.
- 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.
- Only use emojis if the user explicitly requests it. Avoid using emojis in all communication unless asked.
- 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.
- Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.
<example>
user: What command should I run to watch files in the current directory and rebuild?
assistant: [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]
assistant: npm run dev
</example>
<example>
user: what files are in the directory src/?
assistant: [runs ls and sees foo.c, bar.c, baz.c]
assistant: foo.c, bar.c, baz.c
user: which file contains the implementation of Foo?
assistant: [reads foo.c]
assistant: src/foo.c contains `struct Foo`, which implements [...]
</example>
<example>
user: can you write tests for this feature
assistant: [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]
</example>
## Proactiveness
You are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:
1. Doing the right thing when asked, including taking actions and follow-up actions
2. Not surprising the user with actions you take without asking
For 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.
## Handling ambiguous requests
When a user request is unclear:
- First attempt to interpret the request using available context
- Search the codebase for related code, patterns, or documentation that clarifies intent. Also consider searching the web.
- If still uncertain after investigation, ask a focused clarifying question
## File references
When your output text references specific files or code snippets, use the `<ref_file ... />` and `<ref_snippet ... />` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.
Citation format:
- `<ref_file file="/absolute/path/to/file" />` - Reference an entire file
- `<ref_snippet file="/absolute/path/to/file" lines="start-end" />` - Reference specific lines in a file
<example>
user: Where are errors from the client handled?
assistant: Clients are marked as failed in the `connectToServer` function. <ref_snippet file="/home/ubuntu/repos/project/src/services/process.ts" lines="710-715" />
</example>
<example>
user: Can you show me the config file?
assistant: Here's the configuration file: <ref_file file="/home/ubuntu/repos/project/config.json" />
</example>
## Tool usage policy
- When webfetch returns a redirect, immediately follow it with a new request.
- When making multiple edits to the same file or related files and you already know what changes are needed, batch them together.
When 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 `<truncation_notice>` tag containing the path to the overflow file. You are responsible for reading this file if you need the full output.
# Programming
Since 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!
## Existing Conventions
When 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.
- 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.
- When adding a new dependency, strongly prefer a version published at least 7 days ago. Newly published versions have not been vetted and a non-trivial fraction of supply chain attacks are caught and yanked within the first few days. Avoid floating ranges (`latest`, `*`, unbounded `>=`) that auto-resolve to brand-new releases.
- 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.
- 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.
- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository. Never modify repository security policies or compliance controls (e.g. `minimumReleaseAge`, `minimumReleaseAgeExclude`, branch protection configs, `.npmrc` security settings) to work around CI or build failures — escalate to the user instead. Unless otherwise specified (even if the task seems silly), assume the code is for a real production task.
## Code style
- 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.
- Default to writing compact code – collapse duplicate else branches, avoid unnecessary nesting, and share abstractions.
- Follow idiomatic conventions for the language you're writing.
- 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)
## Debugging
When debugging issues:
- First reproduce the problem reliably
- Trace the code path to understand the flow
- Add targeted logging or print statements to isolate the issue
- Identify the root cause before attempting fixes
- Verify the fix addresses the root cause, not just symptoms
## Workflow
You should generally prefer to implement new features or fix bugs as follows...
1. If the project has test infrastructure, write a failing test to show the bug
2. Fix the bug
3. Ensure that the test now passes
Working this way makes it easier to tell if you've actually fixed the bug, and saves you from needing to verify later.
## Git
### Creating commits
1. Run in parallel: `git status`, `git diff`, `git log` (to match commit style)
2. Draft a concise commit message focusing on "why" not "what". Check for sensitive info.
3. Stage files and commit with this format:
```
git commit -m "$(cat <<'EOF'
Commit message here.
Generated with [Devin](https://devin.ai)
Co-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>
EOF
)"
```
4. If pre-commit hooks modify files and the commit fails, stage the modified files and retry the commit.
### Creating pull requests
Use `gh` for all GitHub operations. Run in parallel: `git status`, `git diff`, `git log`, `git diff main...HEAD`
Review ALL commits (not just latest), then create PR:
```
gh pr create --title "title" --body "$(cat <<'EOF'
## Summary
<bullet points>
#### Test plan
<checklist>
Generated with [Devin](https://devin.ai)
EOF
)"
```
### Git rules
- NEVER update git config
- NEVER use `-i` flags (interactive mode not supported)
- DO NOT push unless explicitly asked
- DO NOT commit if no changes exist
# Task Management
You 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.
This 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.
It 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.
Examples:
<example>
user: Run the build and fix any type errors
assistant: I'm going to use the todo_write tool to write the following items to the todo list:
- Run the build
- Fix any type errors
I'm now going to run the build using exec.
Looks like I found 10 type errors. I'm going to use the todo_write tool to write 10 items to the todo list.
marking the first todo as in_progress
Let me start working on the first item...
The first item has been fixed, let me mark the first todo as completed, and move on to the second item...
..
..
</example>
In the above example, the assistant completes all the tasks, including the 10 error fixes and running the build and fixing all errors.
<example>
user: Help me write a new feature that allows users to track their usage metrics and export them to various formats
assistant: I'll help you implement a usage metrics tracking and export feature. Let me first use the todo_write tool to plan this task.
Adding the following todos to the todo list:
1. Research existing metrics tracking in the codebase
2. Design the metrics collection system
3. Implement core metrics tracking functionality
4. Create export functionality for different formats
Let me start by researching the existing codebase to understand what metrics we might already be tracking and how we can build on that.
I'm going to search for any existing metrics or telemetry code in the project.
I'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...
[Assistant continues implementing the feature step by step, marking todos as in_progress and completed as they go]
</example>
Users may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including <user-prompt-submit-hook>, 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.
## Completing Tasks
The 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:
- Use the todo_write tool to plan the task if required
- 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.
- 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.
- Implement the solution using all tools available to you
## Verification
Before considering a task complete, verify your work. Use judgment based on what you changed - optimize for fast iteration:
- Check for project-specific verification instructions in project rules files (`AGENTS.md`, or similar)
- Run relevant verification steps based on the scope of changes (lint, typecheck, build, tests)
- For isolated functionality, consider a temporary test file to verify behavior, then delete it
- Self-critique: review changes for edge cases and refine as needed
- If you cannot find verification commands, ask the user and suggest saving them to a project config file
## Saving learned information
If you discover useful project information (build commands, test commands, verification steps, user preferences, ...) that isn't already documented:
- If a rules file exists (`AGENTS.md`, etc.), append to it
- Otherwise, create `AGENTS.md` in the current directory with the learned information
## Error recovery
When encountering errors (failed commands, build failures, test failures):
- Keep trying different approaches to resolve the issue
- Search for similar issues in the codebase or documentation
- Only ask the user for help as a last resort after exhausting reasonable options
- Exception: Always ask the user for help with authentication issues, project configuration changes, or permission problems
## System Guidance
You may receive `<system_guidance>` 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.
# Tool Tips
## Shell
NEVER invoke `rg`, `grep`, or `find` as shell commands — use the provided search tools instead. They have been optimized for correct permissions and access.
## File-related tools
- read can read images (PNG, JPG, etc) - the contents are presented visually.
- For Jupyter notebooks (.ipynb files), use notebook_read instead of read.
- Speculatively read multiple files as a batch when potentially useful.
- Do NOT create documentation files to describe your changes or plan. Exception: persistent project info files like `AGENTS.md` are allowed.
# Safety
IMPORTANT: 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.
IMPORTANT: 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.
## Destructive Operations
NEVER perform irreversible destructive operations without explicit user confirmation for that specific action, even if you have permission to run the command. This includes:
- Deleting or truncating database tables, dropping schemas, bulk-deleting rows
- `rm -rf`, deleting directories, or removing files you did not just create
- Force-pushing, rewriting git history, deleting branches, checking out over uncommitted changes, or bypassing commit hooks
- Sending emails, making payments, or calling APIs with real-world side effects
If 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.
## Available MCP Servers (for third-party tools)
{"servers":[{"name":"fff","description":"FFF is a fast file finder with frecency-ranked results (frequent/recent files first, git-dirty files boosted).\n\n## Which Tool Should I Use?\n\n- **grep**: DEFAULT tool. Searches file CONTENTS -- definitions, usage, patterns. Use when you have a specific name or pattern.\n- **find_files**: Explores which files/modules exist for a topic. Use when you DON'T have a specific identifier or LOOKING FOR A FILE.\n- **multi_grep**: OR logic across multiple patterns. Use for case variants (e.g. ['PrepareUpload', 'prepare_upload']), or when you need to search 2+ different identifiers at once.\n\n## Core Rules\n\n### 1. Search BARE IDENTIFIERS only\nGrep matches single lines. Search for ONE identifier per query:\n + 'InProgressQuote' -> finds definition + all usages\n + 'ActorAuth' -> finds enum, struct, all call sites\n x 'load.*metadata.*InProgressQuote' -> regex spanning multiple tokens, 0 results\n x 'ctx.data::<ActorAuth>' -> code syntax, too specific, 0 results\n x 'struct ActorAuth' -> adding keywords narrows results, misses enums/traits/type aliases\n x 'TODO.*#\\d+' -> complex regex, use simple 'TODO' then filter visually\n\n### 2. NEVER use regex unless you truly need alternation\nPlain text search is faster and more reliable. Regex patterns like `.*`, `\\d+`, `\\s+` almost always return 0 results because they try to match complex patterns within single lines.\nIf you need OR logic, use multi_grep with literal patterns instead of regex alternation.\n\n### 3. Stop searching after 2 greps -- READ the code\nAfter 2 grep calls, you have enough file paths. Read the top result to understand the code.\nDo NOT keep grepping with variations. More greps != better understanding.\n\n### 4. Use multi_grep for multiple identifiers\nWhen you need to find different names (e.g. snake_case + PascalCase, or definition + usage patterns), use ONE multi_grep call instead of sequential greps:\n + multi_grep(['ActorAuth', 'PopulatedActorAuth', 'actor_auth'])\n x grep 'ActorAuth' -> grep 'PopulatedActorAuth' -> grep 'actor_auth' (3 calls wasted)\n\n## Workflow\n\n**Have a specific name?** -> grep the bare identifier.\n**Need multiple name variants?** -> multi_grep with all variants in one call.\n**Exploring a topic / finding files?** -> find_files.\n**Got results?** -> Read the top file. Don't grep again.\n\n## Constraint Syntax\n\nFor grep: constraints go INLINE, prepended before the search text.\nFor multi_grep: constraints go in the separate 'constraints' parameter.\n\nConstraints MUST match one of these formats:\n Extension: '*.rs', '*.{ts,tsx}'\n Directory: 'src/', 'quotes/'\n Filename: 'schema.rs', 'src/main.rs'\n Exclude: '!test/', '!*.spec.ts'\n\n! Bare words without extensions are NOT constraints. 'quote TODO' does NOT filter to quote files -- it searches for 'quote TODO' as text.\n + 'schema.rs TODO' -> searches for 'TODO' in files schema.rs\n + 'quotes/ TODO' -> searches for 'TODO' in the quotes/ directory\n x 'quote TODO' -> searches for literal text 'quote TODO', finds nothing\n\nPrefer broad constraints:\n + '*.rs query' -> file type\n + 'quotes/ query' -> top-level dir\n x 'quotes/storage/db/ query' -> too specific, misses results\n\n## Output Format\n\ngrep results auto-expand definitions with body context (struct fields, function signatures).\nThis often provides enough information WITHOUT a follow-up Read call.\nLines marked with | are definition body context. [def] marks definition files.\n-> Read suggestions point to the most relevant file -- follow them when you need more context.\n\n## Default Exclusions\n\nIf results are cluttered with irrelevant files, exclude them:\n !tests/ - exclude tests directory\n !*.spec.ts - exclude test files\n !generated/ - exclude generated code"},{"name":"cloudflare"},{"name":"cloudflare-builds"},{"name":"playwright"},{"name":"cloudflare-docs"},{"name":"cloudflare-bindings"},{"name":"cloudflare-observability"}]}
IMPORTANT: 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.
Available subagent profiles for the `run_subagent` tool. Choose the most appropriate profile based on whether the task requires write access: - `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. - `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.
## Parallel tool calls - 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. - 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. - 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. - Never perform dependent terminal commands or writes in parallel.
You are powered by SWE-1.7 Lightning.
<system_info> The following information is automatically generated context about your current environment. Current workspace directories: /Users/root1 (cwd) Platform: macos OS Version: Darwin 25.6.0 Today's date: Thursday, 2026-07-09 </system_info>
<rules type="always-on">
<rule name="AGENTS" path="/Users/root1/AGENTS.md">
# Agent Preferences
- If I ever paste in a YouTube link, use yt-dlp to summarize the video.
- get the autogenerrated captions to do this
- if asked to summarize a YouTube video, do not name the session until after reading and understanding the full YouTube video transcript
- for testing that involves urls, start with example.com rather than about:blank
- 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
- Secrets/tokens live in `~/.env` (e.g. `HF_TOKEN` for Hugging Face). Source it before use: `set -a; . ~/.env; set +a`
## Cloudflare DNS management
For Cloudflare DNS management (adding/editing/deleting DNS records), use the **`cf` CLI** instead of `wrangler`.
Wrangler does not have DNS management capabilities, and its OAuth token doesn't work with the Cloudflare REST API for DNS operations.
### Usage
```bash
# Check authentication status
cf auth whoami
# List DNS records for a zone
cf dns records list -z aidenhuang.com
# Add a DNS record
cf dns records create -z aidenhuang.com --type CNAME --name devin --content "target.example.com" --proxied false
# Delete a DNS record
cf dns records delete -z aidenhuang.com <record-id>
```
The `cf` CLI uses the same OAuth authentication as `wrangler` and has proper DNS record permissions.
## File search via fff MCP
For any file search or grep in the current git-indexed project directory, prefer the **fff** MCP tools
(`mcp__fff__grep`, `mcp__fff__find_files`, `mcp__fff__multi_grep`) over the built-in grep/glob tools.
fff is frecency-ranked, git-aware, and more token-efficient.
Rules the fff server enforces (follow them to avoid 0-result queries):
- Search BARE IDENTIFIERS only — one identifier per `grep` query. No `load.*metadata.*Foo` style regex.
- Don't use regex unless you truly need alternation; `.*`, `\d+`, `\s+` almost always return 0 results.
- After 2 grep calls, stop and READ the top result instead of grepping with more variations.
- Use `multi_grep` for OR logic across multiple identifiers (e.g. snake_case + PascalCase variants) in one call.
- Have a specific name → `grep`. Exploring a topic / finding files → `find_files`.
The `fff-mcp` binary lives at `/Users/root1/.local/bin/fff-mcp` and is registered at user scope
in `~/.config/devin/config.json`. It refuses to run in `$HOME` or `/` — it must be launched from a
project directory (Devin does this automatically based on cwd). Update with:
`curl -fsSL https://raw.githubusercontent.com/dmtrKovalenko/fff.nvim/main/install-mcp.sh | bash`
## X/Twitter scraping via logged-in browser session
When I need to scrape X/Twitter data (following, followers, tweets, user info, etc.),
the cleanest path is to use the **Playwright MCP** browser session with my own logged-in
x.com account, rather than spinning up twscrape's account-pool flow. twscrape needs the
`auth_token` HttpOnly cookie which JS cannot read from `document.cookie`; the browser
session attaches all cookies automatically.
### Flow
1. `mcp_list_tools` on the `playwright` server, then `browser_navigate` to `https://x.com`.
2. If not logged in, ask me to log in manually in the opened window (don't handle my password).
3. Once on `https://x.com/home`, read `ct0` from `document.cookie`:
`document.cookie.match(/ct0=([^;]+)/)[1]`
4. Call X's GraphQL endpoints directly via `fetch()` inside `browser_evaluate`. Required headers:
- `authorization: Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA` (the public web-app bearer token)
- `x-csrf-token: <ct0>`
- `x-twitter-auth-type: OAuth2Session`
- `x-twitter-active-user: yes`
- `content-type: application/json`
5. Paginate timelines by reading `content.cursorType === "Bottom"` entries and passing
the value back as `variables.cursor` until it stops changing.
### Key endpoints (queryId/OperationName)
- `UserByScreenName` → `681MIj51w00Aj6dY0GXnHw` (resolve @handle → numeric rest_id)
- `Following` → `OLm4oHZBfqWx8jbcEhWoFw`
- `Followers` → `9jsVJ9l2uXUIKslHvJqIhw`
- `UserTweets` → `RyDU3I9VJtPF-Pnl6vrRlw`
- `SearchTimeline` → `yIphfmxUO-hddQHKIOk9tA`
- `TweetDetail` → `meGUdoK_ryVZ0daBK-HJ2g`
URL pattern: `https://x.com/i/api/graphql/<queryId>/<OpName>?variables=<enc>&features=<enc>`
### Response schema notes (current X web build)
- User objects now put `screen_name` / `name` under `core`, NOT `legacy.screen_name`.
twscrape's parser still reads `legacy.screen_name` and returns empty — needs updating.
- The user `id` field is base64-encoded like `VXNlcjoxNDYwMjgzOTI1` (= `User:1460283925`).
Decode with `atob(u.id).split(':')[1]` to get the numeric rest_id. `u.rest_id` may also
be present directly.
- `is_blue_verified` is the verified flag. `legacy.followers_count`, `legacy.description`
still exist under `legacy`.
- Filter timeline entries by `content.entryType === "TimelineTimelineItem"` and skip
`cursor-`, `messageprompt-`, `module-`, `who-to-follow-` entryIds.
### Features dict
Use the full `GQL_FEATURES` block from twscrape's `api.py` — without it X returns
`(336) The following features cannot be null`. Pass it URL-encoded as the `features` param.
### Where things live
- Output CSV: `~/Downloads/utilities/sdand_following.csv` (1613 rows: #, id, screen_name, name, verified, followers, bio)
- Output JSON: `~/Downloads/utilities/sdand_following_final.json` (double-encoded JSON string; parse with `json.loads(json.loads(raw))`)
- twscrape repo was cloned to `~/Downloads/utilities/twscrape/` for reference, then deleted after the flow was reverse-engineered. Re-clone from https://github.com/vladkens/twscrape.git if needed.
## Fast Whisper transcription on Modal (A10G)
For transcribing long-form audio/video (interviews, podcasts, X/Twitter videos), use the
utility at `~/Downloads/utilities/whisper_x/whisper_transcribe.py`. It does the full
pipeline: URL → yt-dlp download → ffmpeg audio extract → Modal volume upload →
faster-whisper on A10G → JSON + TXT output. Validated at **2.3 min wall clock for 65 min
of audio** (no caching at any layer).
### Usage
Shell alias (defined in `~/.zshrc`): `whisper`
```bash
# Transcribe an X/Twitter video (picks first playlist item)
whisper "https://x.com/.../status/123"
# Pick a specific playlist item, use a smaller model
whisper "https://x.com/..." --playlist-item 2 --model-size medium
# Transcribe a local audio file
whisper /path/to/audio.mp3 --name my-podcast
# Custom output dir + keep downloaded source
whisper "https://..." --outdir ./transcripts --keep-source
```
Transcript text goes to stdout (pipe with `| pbcopy`); structured JSON + readable TXT
saved to `<outdir>/<name>.json` and `<outdir>/<name>.txt`.
### Key optimizations (vs naive T4 run that took 11.7 min)
- **A10G GPU** (~8x fp16 throughput vs T4; Modal ~$0.60/hr vs ~$0.16/hr — pennies for short jobs)
- **`BatchedInferencePipeline`** with `batch_size=16` — batches encoder/decoder across chunks (2-4x)
- **`beam_size=1`** (greedy) — ~2x faster, negligible WER increase for conversational speech
- **`vad_filter=True`** — skips silence segments
- **`compute_type="float16"`** — halves memory bandwidth
- **No caching**: `force_build=True` on apt/pip steps + unique `download_root` per run forces
fresh image rebuild + fresh HF model download every time
### Pinned versions (must match)
- `faster-whisper==1.1.1` (provides `BatchedInferencePipeline`)
- `ctranslate2==4.8.0`
- Base image: `nvidia/cuda:12.6.3-cudnn-runtime-ubuntu22.04` (provides `libcublas.so.12`;
`debian_slim` fails with `RuntimeError: Library libcublas.so.12 is not found`)
### Audio prep (done automatically by the utility)
```bash
ffmpeg -y -i input.mp4 -vn -ac 1 -ar 16000 -c:a aac -b:a 64k audio.m4a
```
Mono 16kHz 64kbps AAC — a 65-min video (151 MB stream) becomes ~35 MB audio.
### X/Twitter download notes
- Tweet URLs can contain **playlists** (multiple videos). Use `--playlist-item N` to pick one.
- Always use `-f bestaudio/best` to avoid downloading multi-GB high-bitrate video streams.
- A 65-min interview's video variant can be 2.8+ GB; audio-only is ~63 MB (128 kbps).
### Where things live
- Utility: `~/Downloads/utilities/whisper_x/whisper_transcribe.py`
- Strategy doc: `~/Downloads/utilities/whisper_x/STRATEGY.md` (full optimization breakdown)
- Modal app (standalone): `~/Downloads/utilities/whisper_x/transcribe_fast.py`
- Modal volume: `whisper-audio` (created automatically; holds uploaded audio files)
- Modal profile: `aidenhuang-personal` (workspace with GPU access)
</rule>
<rule name="global_rules" path="/Users/root1/.codeium/windsurf/memories/global_rules.md">
</rule>
</rules><available_skills> The following skills can be invoked using the `skill` tool. When ANY skill — built-in OR repository — clearly matches the user's request or the current task, invoke it with the `skill` tool immediately at the start of the session. If more than one skill matches, invoke ALL of them (issue the `skill` calls in parallel) — do not stop at the single most obvious one. - **wrangler**: Cloudflare Workers CLI for deploying, developing, and managing Workers, KV, R2, D1, Vectorize, Hyperdrive, Workers AI, Containers, Queues, Workflows, Pipelines, and Secrets Store. Load before running wrangler commands to ensure correct syntax and best practices. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/wrangler/SKILL.md) - **web-perf**: Analyzes web performance using Chrome DevTools MCP. Measures Core Web Vitals (LCP, INP, CLS) and supplementary metrics (FCP, TBT, Speed Index), identifies render-blocking resources, network dependency chains, layout shifts, caching issues, and accessibility gaps. Use when asked to audit, profile, debug, or optimize page load performance, Lighthouse scores, or site speed. Biases towards retrieval from current documentation over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/web-perf/SKILL.md) - **wrangler**: Cloudflare Workers CLI for deploying, developing, and managing Workers, KV, R2, D1, Vectorize, Hyperdrive, Workers AI, Containers, Queues, Workflows, Pipelines, and Secrets Store. Load before running wrangler commands to ensure correct syntax and best practices. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.codeium/windsurf/skills/wrangler/SKILL.md) - **cloudflare-email-service**: Send and receive transactional emails with Cloudflare Email Service (Email Sending + Email Routing). Use when building email sending (Workers binding or REST API), email routing, Agents SDK email handling, or integrating email into any app — Workers, Node.js, Python, Go, etc. Also use for email deliverability, SPF/DKIM/DMARC, wrangler email setup, MCP email tools, or when a coding agent needs to send emails. Even for simple requests like "add email to my Worker" — this skill has critical config details. (source: /Users/root1/.codeium/windsurf/skills/cloudflare-email-service/SKILL.md) - **agents-sdk**: Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, chat applications, voice agents, or browser automation. Covers Agent class, state management, callable RPC, Workflows, durable execution, queues, retries, observability, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.agents/skills/agents-sdk/SKILL.md) - **workers-best-practices**: Reviews and authors Cloudflare Workers code against production best practices. Load when writing new Workers, reviewing Worker code, configuring wrangler.jsonc, or checking for common Workers anti-patterns (streaming, floating promises, global state, secrets, bindings, observability). Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.agents/skills/workers-best-practices/SKILL.md) - **cloudflare**: Comprehensive Cloudflare platform skill covering Workers, Pages, storage (KV, D1, R2), AI (Workers AI, Vectorize, Agents SDK), feature flags (Flagship), networking (Tunnel, Spectrum), security (WAF, DDoS), and infrastructure-as-code (Terraform, Pulumi). Use for any Cloudflare development task. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.claude/skills/cloudflare/SKILL.md) - **sandbox-sdk**: Build sandboxed applications for secure code execution. Load when building AI code execution, code interpreters, CI/CD systems, interactive dev environments, or executing untrusted code. Covers Sandbox SDK lifecycle, commands, files, code interpreter, and preview URLs. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.agents/skills/sandbox-sdk/SKILL.md) - **durable-objects**: Create and review Cloudflare Durable Objects. Use when building stateful coordination (chat rooms, multiplayer games, booking systems), implementing RPC methods, SQLite storage, alarms, WebSockets, or reviewing DO code for best practices. Covers Workers integration, wrangler config, and testing with Vitest. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/durable-objects/SKILL.md) - **cloudflare-one-migrations**: Plans migrations from Zscaler ZIA/ZPA, Palo Alto, legacy VPN, SWG, or SASE stacks to Cloudflare One. Use for migration assessments, policy mapping, rollout plans, and parity/gap analysis. (source: /Users/root1/.config/devin/skills/cloudflare-one-migrations/SKILL.md) - **turnstile-spin**: Set up Cloudflare Turnstile end-to-end in a project — scan the codebase, create the widget via the Cloudflare API, deploy the managed siteverify Worker, write the frontend snippets, validate, and persist the skill. Load this when a user asks to add Turnstile, set up CAPTCHA, protect a form from bots, or fix a Turnstile integration. Mirrors developers.cloudflare.com/turnstile/spin. (source: /Users/root1/.codeium/windsurf/skills/turnstile-spin/SKILL.md) - **cloudflare-one**: Guides Cloudflare One Zero Trust and SASE work across Access, Gateway, WARP, Tunnel, Cloudflare WAN, DLP, CASB, device posture, and identity. Use when designing, configuring, troubleshooting, or reviewing Cloudflare One deployments. Retrieval-first: use current Cloudflare docs/API schemas instead of embedded product docs. (source: /Users/root1/.agents/skills/cloudflare-one/SKILL.md) - **web-perf**: Analyzes web performance using Chrome DevTools MCP. Measures Core Web Vitals (LCP, INP, CLS) and supplementary metrics (FCP, TBT, Speed Index), identifies render-blocking resources, network dependency chains, layout shifts, caching issues, and accessibility gaps. Use when asked to audit, profile, debug, or optimize page load performance, Lighthouse scores, or site speed. Biases towards retrieval from current documentation over pre-trained knowledge. (source: /Users/root1/.agents/skills/web-perf/SKILL.md) - **durable-objects**: Create and review Cloudflare Durable Objects. Use when building stateful coordination (chat rooms, multiplayer games, booking systems), implementing RPC methods, SQLite storage, alarms, WebSockets, or reviewing DO code for best practices. Covers Workers integration, wrangler config, and testing with Vitest. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.codeium/windsurf/skills/durable-objects/SKILL.md) - **agents-sdk**: Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, chat applications, voice agents, or browser automation. Covers Agent class, state management, callable RPC, Workflows, durable execution, queues, retries, observability, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/agents-sdk/SKILL.md) - **cloudflare-agent-setup**: (source: /Users/root1/.devin/skills/cloudflare-agent-setup/SKILL.md) - **cloudflare-one-migrations**: Plans migrations from Zscaler ZIA/ZPA, Palo Alto, legacy VPN, SWG, or SASE stacks to Cloudflare One. Use for migration assessments, policy mapping, rollout plans, and parity/gap analysis. (source: /Users/root1/.claude/skills/cloudflare-one-migrations/SKILL.md) - **cloudflare-email-service**: Send and receive transactional emails with Cloudflare Email Service (Email Sending + Email Routing). Use when building email sending (Workers binding or REST API), email routing, Agents SDK email handling, or integrating email into any app — Workers, Node.js, Python, Go, etc. Also use for email deliverability, SPF/DKIM/DMARC, wrangler email setup, MCP email tools, or when a coding agent needs to send emails. Even for simple requests like "add email to my Worker" — this skill has critical config details. (source: /Users/root1/.config/devin/skills/cloudflare-email-service/SKILL.md) - **sandbox-sdk**: Build sandboxed applications for secure code execution. Load when building AI code execution, code interpreters, CI/CD systems, interactive dev environments, or executing untrusted code. Covers Sandbox SDK lifecycle, commands, files, code interpreter, and preview URLs. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/sandbox-sdk/SKILL.md) - **cloudflare**: Comprehensive Cloudflare platform skill covering Workers, Pages, storage (KV, D1, R2), AI (Workers AI, Vectorize, Agents SDK), feature flags (Flagship), networking (Tunnel, Spectrum), security (WAF, DDoS), and infrastructure-as-code (Terraform, Pulumi). Use for any Cloudflare development task. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/cloudflare/SKILL.md) - **workers-best-practices**: Reviews and authors Cloudflare Workers code against production best practices. Load when writing new Workers, reviewing Worker code, configuring wrangler.jsonc, or checking for common Workers anti-patterns (streaming, floating promises, global state, secrets, bindings, observability). Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/workers-best-practices/SKILL.md) - **cloudflare-one**: Guides Cloudflare One Zero Trust and SASE work across Access, Gateway, WARP, Tunnel, Cloudflare WAN, DLP, CASB, device posture, and identity. Use when designing, configuring, troubleshooting, or reviewing Cloudflare One deployments. Retrieval-first: use current Cloudflare docs/API schemas instead of embedded product docs. (source: /Users/root1/.config/devin/skills/cloudflare-one/SKILL.md) - **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) - **find-skills**: Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill. (source: /Users/root1/.agents/skills/find-skills/SKILL.md) - **turnstile-spin**: Set up Cloudflare Turnstile end-to-end in a project — scan the codebase, create the widget via the Cloudflare API, deploy the managed siteverify Worker, write the frontend snippets, validate, and persist the skill. Load this when a user asks to add Turnstile, set up CAPTCHA, protect a form from bots, or fix a Turnstile integration. Mirrors developers.cloudflare.com/turnstile/spin. (source: /Users/root1/.config/devin/skills/turnstile-spin/SKILL.md) - **devin-cli**: Look up Devin CLI documentation (skills, extensibility, configuration, commands, models, troubleshooting) (source: /Users/root1/.local/share/devin/cli/_versions/3000.1.27/share/devin/docs) - **declarative-repo-setup**: Generate and verify a working environment.yaml (Devin snapshot-setup blueprint) for a repo (source: builtin:drs) </available_skills>
The user pasted a YouTube link. According to the AGENTS.md rule: "If I ever paste in a YouTube link, use yt-dlp to summarize the video." and "get the autogenerated captions to do this". Also "if asked to summarize a YouTube video, do not name the session until after reading and understanding the full YouTube video transcript". So I need to: 1. Use yt-dlp to get the auto-generated captions/transcript 2. Summarize the video 3. Do NOT name the session until after understanding the full transcript I should first check if yt-dlp is installed and then download captions. Let me use yt-dlp to list available subtitles and then download the auto-generated ones. The URL has a timestamp `&t=535s` which starts at 8:55, but for summarizing I probably want the whole video. I should mention that the user linked to a specific timestamp but I'll summarize the whole video unless they want just from that point. Actually the instruction says summarize the video, so I'll get the full transcript. Let me start by checking yt-dlp availability and listing subtitles.
{
"command": "yt-dlp --version",
"timeout": 10000
}Output from command in shell ad11ec: 2025.12.08 Exit code: 0
yt-dlp is installed. Now I need to get the auto-generated captions. Let me list available subtitles for this video.
{
"command": "yt-dlp --list-subs \"https://www.youtube.com/watch?v=io_3mGrvmak&t=535s\"",
"timeout": 30000
}Output from command in shell 108915:
WARNING: Your yt-dlp version (2025.12.08) is older than 90 days!
It is strongly recommended to always use the latest version.
You installed yt-dlp with pip or using the wheel from PyPi; Use that to update.
To suppress this warning, add --no-update to your command/config.
[youtube] Extracting URL: https://www.youtube.com/watch?v=io_3mGrvmak&t=535s
[youtube] io_3mGrvmak: Downloading webpage
[youtube] io_3mGrvmak: Downloading tv client config
[youtube] io_3mGrvmak: Downloading player 66a6ea83-main
[youtube] io_3mGrvmak: Downloading tv player API JSON
[youtube] io_3mGrvmak: Downloading android sdkless player API JSON
[youtube] [jsc:deno] Solving JS challenges using deno
WARNING: [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
WARNING: [youtube] io_3mGrvmak: 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
[info] Available automatic captions for io_3mGrvmak:
Language Name Formats
ab Abkhazian vtt, srt, ttml, srv3, srv2, srv1, json3
aa Afar vtt, srt, ttml, srv3, srv2, srv1, json3
af Afrikaans vtt, srt, ttml, srv3, srv2, srv1, json3
ak Akan vtt, srt, ttml, srv3, srv2, srv1, json3
sq Albanian vtt, srt, ttml, srv3, srv2, srv1, json3
am Amharic vtt, srt, ttml, srv3, srv2, srv1, json3
ar Arabic vtt, srt, ttml, srv3, srv2, srv1, json3
hy Armenian vtt, srt, ttml, srv3, srv2, srv1, json3
as Assamese vtt, srt, ttml, srv3, srv2, srv1, json3
ay Aymara vtt, srt, ttml, srv3, srv2, srv1, json3
az Azerbaijani vtt, srt, ttml, srv3, srv2, srv1, json3
bn Bangla vtt, srt, ttml, srv3, srv2, srv1, json3
ba Bashkir vtt, srt, ttml, srv3, srv2, srv1, json3
eu Basque vtt, srt, ttml, srv3, srv2, srv1, json3
be Belarusian vtt, srt, ttml, srv3, srv2, srv1, json3
bho Bhojpuri vtt, srt, ttml, srv3, srv2, srv1, json3
bs Bosnian vtt, srt, ttml, srv3, srv2, srv1, json3
br Breton vtt, srt, ttml, srv3, srv2, srv1, json3
bg Bulgarian vtt, srt, ttml, srv3, srv2, srv1, json3
my Burmese vtt, srt, ttml, srv3, srv2, srv1, json3
ca Catalan vtt, srt, ttml, srv3, srv2, srv1, json3
ceb Cebuano vtt, srt, ttml, srv3, srv2, srv1, json3
zh-Hans Chinese (Simplified) vtt, srt, ttml, srv3, srv2, srv1, json3
zh-Hant Chinese (Traditional) vtt, srt, ttml, srv3, srv2, srv1, json3
co Corsican vtt, srt, ttml, srv3, srv2, srv1, json3
hr Croatian vtt, srt, ttml, srv3, srv2, srv1, json3
cs Czech vtt, srt, ttml, srv3, srv2, srv1, json3
da Danish vtt, srt, ttml, srv3, srv2, srv1, json3
dv Divehi vtt, srt, ttml, srv3, srv2, srv1, json3
nl Dutch vtt, srt, ttml, srv3, srv2, srv1, json3
dz Dzongkha vtt, srt, ttml, srv3, srv2, srv1, json3
en-orig English (Original) vtt, srt, ttml, srv3, srv2, srv1, json3
en English vtt, srt, ttml, srv3, srv2, srv1, json3
eo Esperanto vtt, srt, ttml, srv3, srv2, srv1, json3
et Estonian vtt, srt, ttml, srv3, srv2, srv1, json3
ee Ewe vtt, srt, ttml, srv3, srv2, srv1, json3
fo Faroese vtt, srt, ttml, srv3, srv2, srv1, json3
fj Fijian vtt, srt, ttml, srv3, srv2, srv1, json3
fil Filipino vtt, srt, ttml, srv3, srv2, srv1, json3
fi Finnish vtt, srt, ttml, srv3, srv2, srv1, json3
fr French vtt, srt, ttml, srv3, srv2, srv1, json3
gaa Ga vtt, srt, ttml, srv3, srv2, srv1, json3
gl Galician vtt, srt, ttml, srv3, srv2, srv1, json3
lg Ganda vtt, srt, ttml, srv3, srv2, srv1, json3
ka Georgian vtt, srt, ttml, srv3, srv2, srv1, json3
de German vtt, srt, ttml, srv3, srv2, srv1, json3
el Greek vtt, srt, ttml, srv3, srv2, srv1, json3
gn Guarani vtt, srt, ttml, srv3, srv2, srv1, json3
gu Gujarati vtt, srt, ttml, srv3, srv2, srv1, json3
ht Haitian Creole vtt, srt, ttml, srv3, srv2, srv1, json3
ha Hausa vtt, srt, ttml, srv3, srv2, srv1, json3
haw Hawaiian vtt, srt, ttml, srv3, srv2, srv1, json3
iw Hebrew vtt, srt, ttml, srv3, srv2, srv1, json3
hi Hindi vtt, srt, ttml, srv3, srv2, srv1, json3
hmn Hmong vtt, srt, ttml, srv3, srv2, srv1, json3
hu Hungarian vtt, srt, ttml, srv3, srv2, srv1, json3
is Icelandic vtt, srt, ttml, srv3, srv2, srv1, json3
ig Igbo vtt, srt, ttml, srv3, srv2, srv1, json3
id Indonesian vtt, srt, ttml, srv3, srv2, srv1, json3
iu Inuktitut vtt, srt, ttml, srv3, srv2, srv1, json3
ga Irish vtt, srt, ttml, srv3, srv2, srv1, json3
it Italian vtt, srt, ttml, srv3, srv2, srv1, json3
ja Japanese vtt, srt, ttml, srv3, srv2, srv1, json3
jv Javanese vtt, srt, ttml, srv3, srv2, srv1, json3
kl Kalaallisut vtt, srt, ttml, srv3, srv2, srv1, json3
kn Kannada vtt, srt, ttml, srv3, srv2, srv1, json3
kk Kazakh vtt, srt, ttml, srv3, srv2, srv1, json3
kha Khasi vtt, srt, ttml, srv3, srv2, srv1, json3
km Khmer vtt, srt, ttml, srv3, srv2, srv1, json3
rw Kinyarwanda vtt, srt, ttml, srv3, srv2, srv1, json3
ko Korean vtt, srt, ttml, srv3, srv2, srv1, json3
kri Krio vtt, srt, ttml, srv3, srv2, srv1, json3
ku Kurdish vtt, srt, ttml, srv3, srv2, srv1, json3
ky Kyrgyz vtt, srt, ttml, srv3, srv2, srv1, json3
lo Lao vtt, srt, ttml, srv3, srv2, srv1, json3
la Latin vtt, srt, ttml, srv3, srv2, srv1, json3
lv Latvian vtt, srt, ttml, srv3, srv2, srv1, json3
ln Lingala vtt, srt, ttml, srv3, srv2, srv1, json3
lt Lithuanian vtt, srt, ttml, srv3, srv2, srv1, json3
lua Luba-Lulua vtt, srt, ttml, srv3, srv2, srv1, json3
luo Luo vtt, srt, ttml, srv3, srv2, srv1, json3
lb Luxembourgish vtt, srt, ttml, srv3, srv2, srv1, json3
mk Macedonian vtt, srt, ttml, srv3, srv2, srv1, json3
mg Malagasy vtt, srt, ttml, srv3, srv2, srv1, json3
ms Malay vtt, srt, ttml, srv3, srv2, srv1, json3
ml Malayalam vtt, srt, ttml, srv3, srv2, srv1, json3
mt Maltese vtt, srt, ttml, srv3, srv2, srv1, json3
gv Manx vtt, srt, ttml, srv3, srv2, srv1, json3
mi Māori vtt, srt, ttml, srv3, srv2, srv1, json3
mr Marathi vtt, srt, ttml, srv3, srv2, srv1, json3
mn Mongolian vtt, srt, ttml, srv3, srv2, srv1, json3
mfe Morisyen vtt, srt, ttml, srv3, srv2, srv1, json3
ne Nepali vtt, srt, ttml, srv3, srv2, srv1, json3
new Newari vtt, srt, ttml, srv3, srv2, srv1, json3
nso Northern Sotho vtt, srt, ttml, srv3, srv2, srv1, json3
no Norwegian vtt, srt, ttml, srv3, srv2, srv1, json3
ny Nyanja vtt, srt, ttml, srv3, srv2, srv1, json3
oc Occitan vtt, srt, ttml, srv3, srv2, srv1, json3
or Odia vtt, srt, ttml, srv3, srv2, srv1, json3
om Oromo vtt, srt, ttml, srv3, srv2, srv1, json3
os Ossetic vtt, srt, ttml, srv3, srv2, srv1, json3
pam Pampanga vtt, srt, ttml, srv3, srv2, srv1, json3
ps Pashto vtt, srt, ttml, srv3, srv2, srv1, json3
fa Persian vtt, srt, ttml, srv3, srv2, srv1, json3
pl Polish vtt, srt, ttml, srv3, srv2, srv1, json3
pt Portuguese vtt, srt, ttml, srv3, srv2, srv1, json3
pt-PT Portuguese (Portugal) vtt, srt, ttml, srv3, srv2, srv1, json3
pa Punjabi vtt, srt, ttml, srv3, srv2, srv1, json3
qu Quechua vtt, srt, ttml, srv3, srv2, srv1, json3
ro Romanian vtt, srt, ttml, srv3, srv2, srv1, json3
rn Rundi vtt, srt, ttml, srv3, srv2, srv1, json3
ru Russian vtt, srt, ttml, srv3, srv2, srv1, json3
sm Samoan vtt, srt, ttml, srv3, srv2, srv1, json3
sg Sango vtt, srt, ttml, srv3, srv2, srv1, json3
sa Sanskrit vtt, srt, ttml, srv3, srv2, srv1, json3
gd Scottish Gaelic vtt, srt, ttml, srv3, srv2, srv1, json3
sr Serbian vtt, srt, ttml, srv3, srv2, srv1, json3
crs Seselwa Creole French vtt, srt, ttml, srv3, srv2, srv1, json3
sn Shona vtt, srt, ttml, srv3, srv2, srv1, json3
sd Sindhi vtt, srt, ttml, srv3, srv2, srv1, json3
si Sinhala vtt, srt, ttml, srv3, srv2, srv1, json3
sk Slovak vtt, srt, ttml, srv3, srv2, srv1, json3
sl Slovenian vtt, srt, ttml, srv3, srv2, srv1, json3
so Somali vtt, srt, ttml, srv3, srv2, srv1, json3
st Southern Sotho vtt, srt, ttml, srv3, srv2, srv1, json3
es Spanish vtt, srt, ttml, srv3, srv2, srv1, json3
su Sundanese vtt, srt, ttml, srv3, srv2, srv1, json3
sw Swahili vtt, srt, ttml, srv3, srv2, srv1, json3
ss Swati vtt, srt, ttml, srv3, srv2, srv1, json3
sv Swedish vtt, srt, ttml, srv3, srv2, srv1, json3
tg Tajik vtt, srt, ttml, srv3, srv2, srv1, json3
ta Tamil vtt, srt, ttml, srv3, srv2, srv1, json3
tt Tatar vtt, srt, ttml, srv3, srv2, srv1, json3
te Telugu vtt, srt, ttml, srv3, srv2, srv1, json3
th Thai vtt, srt, ttml, srv3, srv2, srv1, json3
bo Tibetan vtt, srt, ttml, srv3, srv2, srv1, json3
ti Tigrinya vtt, srt, ttml, srv3, srv2, srv1, json3
to Tongan vtt, srt, ttml, srv3, srv2, srv1, json3
ts Tsonga vtt, srt, ttml, srv3, srv2, srv1, json3
tn Tswana vtt, srt, ttml, srv3, srv2, srv1, json3
tum Tumbuka vtt, srt, ttml, srv3, srv2, srv1, json3
tr Turkish vtt, srt, ttml, srv3, srv2, srv1, json3
tk Turkmen vtt, srt, ttml, srv3, srv2, srv1, json3
uk Ukrainian vtt, srt, ttml, srv3, srv2, srv1, json3
ur Urdu vtt, srt, ttml, srv3, srv2, srv1, json3
ug Uyghur vtt, srt, ttml, srv3, srv2, srv1, json3
uz Uzbek vtt, srt, ttml, srv3, srv2, srv1, json3
ve Venda vtt, srt, ttml, srv3, srv2, srv1, json3
vi Vietnamese vtt, srt, ttml, srv3, srv2, srv1, json3
war Waray vtt, srt, ttml, srv3, srv2, srv1, json3
cy Welsh vtt, srt, ttml, srv3, srv2, srv1, json3
fy Western Frisian vtt, srt, ttml, srv3, srv2, srv1, json3
wo Wolof vtt, srt, ttml, srv3, srv2, srv1, json3
xh Xhosa vtt, srt, ttml, srv3, srv2, srv1, json3
yi Yiddish vtt, srt, ttml, srv3, srv2, srv1, json3
yo Yoruba vtt, srt, ttml, srv3, srv2, srv1, json3
zu Zulu vtt, srt, ttml, srv3, srv2, srv1, json3
io_3mGrvmak has no subtitles
Exit code: 0There are automatic captions available. I can see "en-orig" (English Original) and "en" (English). The auto-generated captions are the ones I want. Let me download the English auto-generated captions in a clean text format. I'll use --write-auto-subs and --sub-langs en --convert-subs srt or just extract the transcript. Actually, a cleaner way to get just the transcript text is to use --dump-json and parse, or download the subtitle file and strip timestamps. Let me download the .vtt or .srt subtitles to a temp file and then convert to text. Let me use yt-dlp to write auto subs. I'll create a temp directory and download there.
{
"command": "mkdir -p /tmp/yt_summary && cd /tmp/yt_summary && yt-dlp --no-update --write-auto-subs --sub-langs en --convert-subs srt --skip-download \"https://www.youtube.com/watch?v=io_3mGrvmak&t=535s\"",
"timeout": 60000
}Output from command in shell 0393f6: [youtube] Extracting URL: https://www.youtube.com/watch?v=io_3mGrvmak&t=535s [youtube] io_3mGrvmak: Downloading webpage [youtube] io_3mGrvmak: Downloading tv client config [youtube] io_3mGrvmak: Downloading player 66a6ea83-main [youtube] io_3mGrvmak: Downloading tv player API JSON [youtube] io_3mGrvmak: Downloading android sdkless player API JSON [youtube] [jsc:deno] Solving JS challenges using deno WARNING: [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 WARNING: [youtube] io_3mGrvmak: 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 [info] io_3mGrvmak: Downloading subtitles: en [info] io_3mGrvmak: Downloading 1 format(s): 139-20 [info] Writing video subtitles to: The best (and worst) setup upgrades. [io_3mGrvmak].en.vtt [download] Destination: The best (and worst) setup upgrades. [io_3mGrvmak].en.vtt [download] 1.00KiB at Unknown B/s (00:00:00) [download] 3.00KiB at Unknown B/s (00:00:00) [download] 7.00KiB at Unknown B/s (00:00:00) [download] 15.00KiB at 4.64MiB/s (00:00:00) [download] 31.00KiB at 1.77MiB/s (00:00:00) [download] 63.00KiB at 2.35MiB/s (00:00:00) [download] 104.03KiB at 2.43MiB/s (00:00:00) [download] 100% of 104.03KiB in 00:00:00 at 632.10KiB/s [SubtitlesConvertor] Converting subtitles Deleting original file The best (and worst) setup upgrades. [io_3mGrvmak].en.vtt (pass -k to keep) Exit code: 0
Good, the subtitles were downloaded and converted to srt. Now I need to strip timestamps and get plain text. Let me list the file and then process it.
{
"command": "cd /tmp/yt_summary && ls -la",
"timeout": 10000
}Output from command in shell e20690: total 432 drwxr-xr-x 8 root1 wheel 256 Jul 9 03:08 . drwxrwxrwt 40 root wheel 1280 Jul 9 03:05 .. -rw-r--r-- 1 root1 wheel 58217 Jul 8 02:11 2bIbMNnHMD8.en.vtt -rw-r--r-- 1 root1 wheel 18120 Jul 8 20:47 captions.en-orig.srt -rw-r--r-- 1 root1 wheel 6284 Jul 8 02:11 clean_text.txt -rw-r--r-- 1 root1 wheel 56099 Jul 9 03:08 The best (and worst) setup upgrades. [io_3mGrvmak].en.srt -rw-r--r-- 1 root1 wheel 36431 Jul 8 23:47 video.en-orig.srt -rw-r--r-- 1 root1 wheel 36431 Jul 8 23:47 video.en.srt Exit code: 0
I have the srt file. Now I need to strip the timestamps and subtitle numbers to get clean text. I'll use a sed/awk command to remove SRT formatting. Then I need to read the full transcript and understand it before summarizing.
{
"command": "cd /tmp/yt_summary && sed -E '/^[0-9]+$/{N;d}' \"The best (and worst) setup upgrades. [io_3mGrvmak].en.srt\" | sed -E 's/<[^>]+>//g' | awk 'NF || printed {printed=1; print}' > transcript.txt && wc -l transcript.txt && wc -c transcript.txt",
"timeout": 10000
}Output from command in shell 51f8b0:
sed: 1: "/^[0-9]+$/{N;d}
": extra characters at the end of d command
0 transcript.txt
0 transcript.txt
Exit code: 0Sed syntax issue on macOS. Let me use a Python script or perl instead to parse the SRT file.
{
"command": "cd /tmp/yt_summary && python3 -c \"\nimport re\nwith open('The best (and worst) setup upgrades. [io_3mGrvmak].en.srt', 'r', encoding='utf-8') as f:\n content = f.read()\n\n# Remove SRT blocks: number, timing line, and tags\nlines = content.split('\\n')\nresult = []\nfor line in lines:\n line = line.strip()\n if not line:\n continue\n if re.match(r'^\\d+$', line):\n continue\n if re.match(r'^\\d{2}:\\d{2}:\\d{2}', line):\n continue\n line = re.sub(r'<[^>]+>', '', line)\n if line:\n result.append(line)\n\nwith open('transcript.txt', 'w', encoding='utf-8') as f:\n f.write('\\n'.join(result))\nprint(len(result), 'lines')\nprint(sum(len(l) for l in result), 'chars')\n\"",
"timeout": 10000
}Output from command in shell 64959f: 901 lines 33670 chars Exit code: 0
Now I have the transcript. I need to read the full transcript to understand it. 901 lines, 33,670 chars. Let me read it.
{
"file_path": "/tmp/yt_summary/transcript.txt"
}<file-view path="/tmp/yt_summary/transcript.txt" start_line="1" end_line="522" total_lines="901"> 1|What gaming hardware actually makes a 2|What gaming hardware actually makes a 3|What gaming hardware actually makes a 4|difference? I've played on the best 5|difference? I've played on the best 6|difference? I've played on the best 7|stuff out there, the fastest keyboards, 8|stuff out there, the fastest keyboards, 9|stuff out there, the fastest keyboards, 10|the lightest gaming mice, 700 hertz 11|the lightest gaming mice, 700 hertz 12|the lightest gaming mice, 700 hertz 13|monitors, but what actually makes your 14|monitors, but what actually makes your 15|monitors, but what actually makes your 16|setup more responsive and fun to play on 17|setup more responsive and fun to play on 18|setup more responsive and fun to play on 19|and what's just a waste? I want to rank 20|and what's just a waste? I want to rank 21|and what's just a waste? I want to rank 22|basically all of the stuff here that I 23|basically all of the stuff here that I 24|basically all of the stuff here that I 25|test in order of importance and I want 26|test in order of importance and I want 27|test in order of importance and I want 28|to attack this from a kind of 29|to attack this from a kind of 30|to attack this from a kind of 31|competitive gaming setup point of view 32|competitive gaming setup point of view 33|competitive gaming setup point of view 34|since that's what most of this is 35|since that's what most of this is 36|since that's what most of this is 37|targeted towards. The very top of the 38|targeted towards. The very top of the 39|targeted towards. The very top of the 40|list I am putting your GPU. You want the 41|list I am putting your GPU. You want the 42|list I am putting your GPU. You want the 43|most responsive feeling setup with the 44|most responsive feeling setup with the 45|most responsive feeling setup with the 46|highest frame rate and the lowest 47|highest frame rate and the lowest 48|highest frame rate and the lowest 49|latency, it all starts here. If you're 50|latency, it all starts here. If you're 51|latency, it all starts here. If you're 52|the guy with like an RTX 3060, but 53|the guy with like an RTX 3060, but 54|the guy with like an RTX 3060, but 55|you've got like 20 different mouse pads, 56|you've got like 20 different mouse pads, 57|you've got like 20 different mouse pads, 58|we have a problem. It's interesting 59|we have a problem. It's interesting 60|we have a problem. It's interesting 61|because for e-sports gamers I often see 62|because for e-sports gamers I often see 63|because for e-sports gamers I often see 64|GPU upgrades pushed aside. These games 65|GPU upgrades pushed aside. These games 66|GPU upgrades pushed aside. These games 67|are easy to run, typically run on low 68|are easy to run, typically run on low 69|are easy to run, typically run on low 70|graphics, as long as you're getting like 71|graphics, as long as you're getting like 72|graphics, as long as you're getting like 73|240 frames, there's no more improvement 74|240 frames, there's no more improvement 75|240 frames, there's no more improvement 76|to be made, right? Well, what if I told 77|to be made, right? Well, what if I told 78|to be made, right? Well, what if I told 79|you that even in these games, even at 80|you that even in these games, even at 81|you that even in these games, even at 82|the lowest settings, you do actually get 83|the lowest settings, you do actually get 84|the lowest settings, you do actually get 85|lower latency all the way up to an RTX 86|lower latency all the way up to an RTX 87|lower latency all the way up to an RTX 88|5090. Even if you're only playing on a 89|5090. Even if you're only playing on a 90|5090. Even if you're only playing on a 91|240 hertz monitor, having a GPU that can 92|240 hertz monitor, having a GPU that can 93|240 hertz monitor, having a GPU that can 94|render 360 or even 500 frames per 95|render 360 or even 500 frames per 96|render 360 or even 500 frames per 97|second, what ends up being displayed on 98|second, what ends up being displayed on 99|second, what ends up being displayed on 100|your monitor is a more recent frame, 101|your monitor is a more recent frame, 102|your monitor is a more recent frame, 103|creating a lower latency experience. 104|creating a lower latency experience. 105|creating a lower latency experience. 106|That means enemies will appear on your 107|That means enemies will appear on your 108|That means enemies will appear on your 109|screen sooner and all of your inputs 110|screen sooner and all of your inputs 111|screen sooner and all of your inputs 112|will feel closer to real time. Now, CPU 113|will feel closer to real time. Now, CPU 114|will feel closer to real time. Now, CPU 115|bottlenecking is a real thing. We'll get 116|bottlenecking is a real thing. We'll get 117|bottlenecking is a real thing. We'll get 118|to that in a minute. games do just have 119|to that in a minute. games do just have 120|to that in a minute. games do just have 121|frame rate limitations, but this is 122|frame rate limitations, but this is 123|frame rate limitations, but this is 124|still the base and core of a good 125|still the base and core of a good 126|still the base and core of a good 127|responsive setup. This is both obvious 128|responsive setup. This is both obvious 129|responsive setup. This is both obvious 130|and very underrated at the same time, I 131|and very underrated at the same time, I 132|and very underrated at the same time, I 133|think, because it's no surprise that a 134|think, because it's no surprise that a 135|think, because it's no surprise that a 136|faster GPU is faster, but I think a lot 137|faster GPU is faster, but I think a lot 138|faster GPU is faster, but I think a lot 139|of people believe the performance is 140|of people believe the performance is 141|of people believe the performance is 142|hard capped when that's not really the 143|hard capped when that's not really the 144|hard capped when that's not really the 145|case. Now, I'm not telling everyone to 146|case. Now, I'm not telling everyone to 147|case. Now, I'm not telling everyone to 148|go out there and buy an RTX 5090, that 149|go out there and buy an RTX 5090, that 150|go out there and buy an RTX 5090, that 151|is absolutely insane, but a powerful GPU 152|is absolutely insane, but a powerful GPU 153|is absolutely insane, but a powerful GPU 154|is easily the biggest needle mover in 155|is easily the biggest needle mover in 156|is easily the biggest needle mover in 157|having a low latency responsive feeling 158|having a low latency responsive feeling 159|having a low latency responsive feeling 160|setup. The next most important upgrade, 161|setup. The next most important upgrade, 162|setup. The next most important upgrade, 163|in my opinion, is your monitor. Again, 164|in my opinion, is your monitor. Again, 165|in my opinion, is your monitor. Again, 166|before we even start talking about your 167|before we even start talking about your 168|before we even start talking about your 169|inputs, you have to be able to see the 170|inputs, you have to be able to see the 171|inputs, you have to be able to see the 172|game in its purest lowest latency form. 173|game in its purest lowest latency form. 174|game in its purest lowest latency form. 175|And the most important spec here by far 176|And the most important spec here by far 177|And the most important spec here by far 178|is the refresh rate. And believe it or 179|is the refresh rate. And believe it or 180|is the refresh rate. And believe it or 181|not, there is visible improvement all 182|not, there is visible improvement all 183|not, there is visible improvement all 184|the way up to 540 Hz, 600 Hz. I've even 185|the way up to 540 Hz, 600 Hz. I've even 186|the way up to 540 Hz, 600 Hz. I've even 187|tested 720 Hz, which looks mental. I 188|tested 720 Hz, which looks mental. I 189|tested 720 Hz, which looks mental. I 190|would say around 500 Hz, it really 191|would say around 500 Hz, it really 192|would say around 500 Hz, it really 193|becomes impossible to discern the 194|becomes impossible to discern the 195|becomes impossible to discern the 196|individual frames in the game. You know, 197|individual frames in the game. You know, 198|individual frames in the game. You know, 199|the game looks so smooth that enemy 200|the game looks so smooth that enemy 201|the game looks so smooth that enemy 202|targets look like they're moving in slow 203|targets look like they're moving in slow 204|targets look like they're moving in slow 205|motion, and you can see the tiniest 206|motion, and you can see the tiniest 207|motion, and you can see the tiniest 208|details in character animations. You 209|details in character animations. You 210|details in character animations. You 211|never feel visually overwhelmed or that 212|never feel visually overwhelmed or that 213|never feel visually overwhelmed or that 214|you have to refocus your eyes. I would 215|you have to refocus your eyes. I would 216|you have to refocus your eyes. I would 217|say, after testing a bunch of different 218|say, after testing a bunch of different 219|say, after testing a bunch of different 220|monitors, that 360 Hz is kind of at that 221|monitors, that 360 Hz is kind of at that 222|monitors, that 360 Hz is kind of at that 223|point where there is diminishing 224|point where there is diminishing 225|point where there is diminishing 226|returns. And then 240 Hz, anything below 227|returns. And then 240 Hz, anything below 228|returns. And then 240 Hz, anything below 229|that, you really are missing out on the 230|that, you really are missing out on the 231|that, you really are missing out on the 232|benefits of high refresh rate gaming. 233|benefits of high refresh rate gaming. 234|benefits of high refresh rate gaming. 235|Now, this does not mean that 540 Hz 236|Now, this does not mean that 540 Hz 237|Now, this does not mean that 540 Hz 238|monitors are pointless. I often see 239|monitors are pointless. I often see 240|monitors are pointless. I often see 241|people calculate the latency difference 242|people calculate the latency difference 243|people calculate the latency difference 244|of a single frame at 360 Hz and 540 Hz, 245|of a single frame at 360 Hz and 540 Hz, 246|of a single frame at 360 Hz and 540 Hz, 247|and the difference is like under 1 ms. 248|and the difference is like under 1 ms. 249|and the difference is like under 1 ms. 250|And then they say that it's not possible 251|And then they say that it's not possible 252|And then they say that it's not possible 253|to feel that difference. And I would 254|to feel that difference. And I would 255|to feel that difference. And I would 256|agree. But a better way to think about 257|agree. But a better way to think about 258|agree. But a better way to think about 259|gaming monitors is in terms of 260|gaming monitors is in terms of 261|gaming monitors is in terms of 262|smoothness. Simply the amount of frames 263|smoothness. Simply the amount of frames 264|smoothness. Simply the amount of frames 265|that you're getting. And even 540 versus 266|that you're getting. And even 540 versus 267|that you're getting. And even 540 versus 268|360, that's 50% more frames packed into 269|360, that's 50% more frames packed into 270|360, that's 50% more frames packed into 271|the same second. You are absolutely 272|the same second. You are absolutely 273|the same second. You are absolutely 274|going to see and feel that difference. 275|going to see and feel that difference. 276|going to see and feel that difference. 277|And then at spot number three, I would 278|And then at spot number three, I would 279|And then at spot number three, I would 280|actually put your keyboard. I think this 281|actually put your keyboard. I think this 282|actually put your keyboard. I think this 283|is kind of interchangeable this spot, 284|is kind of interchangeable this spot, 285|is kind of interchangeable this spot, 286|you know, between keyboard and mouse, 287|you know, between keyboard and mouse, 288|you know, between keyboard and mouse, 289|but I thought about it a bit, and I 290|but I thought about it a bit, and I 291|but I thought about it a bit, and I 292|think keyboard is a little bit more 293|think keyboard is a little bit more 294|think keyboard is a little bit more 295|important. Specifically, upgrading from 296|important. Specifically, upgrading from 297|important. Specifically, upgrading from 298|a mechanical one to an analog one. That 299|a mechanical one to an analog one. That 300|a mechanical one to an analog one. That 301|is like easily the next biggest buff 302|is like easily the next biggest buff 303|is like easily the next biggest buff 304|that you'd make to your setup. You want 305|that you'd make to your setup. You want 306|that you'd make to your setup. You want 307|the time delay between pressing a key 308|the time delay between pressing a key 309|the time delay between pressing a key 310|input and seeing that action on screen 311|input and seeing that action on screen 312|input and seeing that action on screen 313|to be as short as possible. Mechanical 314|to be as short as possible. Mechanical 315|to be as short as possible. Mechanical 316|keyboards have actuation points that are 317|keyboards have actuation points that are 318|keyboards have actuation points that are 319|roughly halfway down the switch. So, 320|roughly halfway down the switch. So, 321|roughly halfway down the switch. So, 322|there's physical latency from the 323|there's physical latency from the 324|there's physical latency from the 325|physical travel when you start pressing 326|physical travel when you start pressing 327|physical travel when you start pressing 328|and releasing the key, and it's way 329|and releasing the key, and it's way 330|and releasing the key, and it's way 331|longer than you think. An analog switch 332|longer than you think. An analog switch 333|longer than you think. An analog switch 334|on the other hand can activate and reset 335|on the other hand can activate and reset 336|on the other hand can activate and reset 337|virtually instantly as soon as there is 338|virtually instantly as soon as there is 339|virtually instantly as soon as there is 340|physical movement. Now, Wooting keyboard 341|physical movement. Now, Wooting keyboard 342|physical movement. Now, Wooting keyboard 343|would be the top-tier option here, but 344|would be the top-tier option here, but 345|would be the top-tier option here, but 346|these days you can get your hands on 347|these days you can get your hands on 348|these days you can get your hands on 349|this tech for pretty cheap. The Fun 60 350|this tech for pretty cheap. The Fun 60 351|this tech for pretty cheap. The Fun 60 352|from huntsman geek for example will only 353|from huntsman geek for example will only 354|from huntsman geek for example will only 355|set you back 28 bucks and is worlds 356|set you back 28 bucks and is worlds 357|set you back 28 bucks and is worlds 358|better than any mechanical gaming 359|better than any mechanical gaming 360|better than any mechanical gaming 361|keyboard on the market. I've played on 362|keyboard on the market. I've played on 363|keyboard on the market. I've played on 364|this one, it feels very responsive. I 365|this one, it feels very responsive. I 366|this one, it feels very responsive. I 367|didn't encounter any glitches. If any of 368|didn't encounter any glitches. If any of 369|didn't encounter any glitches. If any of 370|you guys have one, maybe let me know how 371|you guys have one, maybe let me know how 372|you guys have one, maybe let me know how 373|it's holding up. I would still recommend 374|it's holding up. I would still recommend 375|it's holding up. I would still recommend 376|the Wooting if you want the best 377|the Wooting if you want the best 378|the Wooting if you want the best 379|calibration, build quality, and the most 380|calibration, build quality, and the most 381|calibration, build quality, and the most 382|features. Disclaimer, I have a custom 383|features. Disclaimer, I have a custom 384|features. Disclaimer, I have a custom 385|case and keycap set with them, but still 386|case and keycap set with them, but still 387|case and keycap set with them, but still 388|after years of using and recommending 389|after years of using and recommending 390|after years of using and recommending 391|the Wooting 60, I do not see any other 392|the Wooting 60, I do not see any other 393|the Wooting 60, I do not see any other 394|keyboard beating them on the total 395|keyboard beating them on the total 396|keyboard beating them on the total 397|package. If you know of any, please let 398|package. If you know of any, please let 399|package. If you know of any, please let 400|me know. But yeah, whether you're buying 401|me know. But yeah, whether you're buying 402|me know. But yeah, whether you're buying 403|a Wooting, a Razer, a huntsman geek, or 404|a Wooting, a Razer, a huntsman geek, or 405|a Wooting, a Razer, a huntsman geek, or 406|another well-tested analog board, the 407|another well-tested analog board, the 408|another well-tested analog board, the 409|speed of these over a mechanical switch 410|speed of these over a mechanical switch 411|speed of these over a mechanical switch 412|is ridiculous, and it's a night and day 413|is ridiculous, and it's a night and day 414|is ridiculous, and it's a night and day 415|upgrade. 416|upgrade. 417|upgrade. 418|And then at spot number four, I would 419|And then at spot number four, I would 420|And then at spot number four, I would 421|put your mouse. This might surprise some 422|put your mouse. This might surprise some 423|put your mouse. This might surprise some 424|of you since I made my own mouse and 425|of you since I made my own mouse and 426|of you since I made my own mouse and 427|I've been working on it quite a bit. 428|I've been working on it quite a bit. 429|I've been working on it quite a bit. 430|You'd think I'd rank this a lot higher, 431|You'd think I'd rank this a lot higher, 432|You'd think I'd rank this a lot higher, 433|but no, it's up there, but in terms of 434|but no, it's up there, but in terms of 435|but no, it's up there, but in terms of 436|actually improving your setup, improving 437|actually improving your setup, improving 438|actually improving your setup, improving 439|the responsiveness and objective 440|the responsiveness and objective 441|the responsiveness and objective 442|improvement of your inputs, you're 443|improvement of your inputs, you're 444|improvement of your inputs, you're 445|definitely better served by first 446|definitely better served by first 447|definitely better served by first 448|reducing the latency as much as possible 449|reducing the latency as much as possible 450|reducing the latency as much as possible 451|from your GPU, your monitor, and your 452|from your GPU, your monitor, and your 453|from your GPU, your monitor, and your 454|keyboard. So, again, if you're the guy 455|keyboard. So, again, if you're the guy 456|keyboard. So, again, if you're the guy 457|with like 15 different mice, you're a 458|with like 15 different mice, you're a 459|with like 15 different mice, you're a 460|thousand dollars deep into finding the 461|thousand dollars deep into finding the 462|thousand dollars deep into finding the 463|right one. You've been trying different 464|right one. You've been trying different 465|right one. You've been trying different 466|shapes, trying to improve your aim. You 467|shapes, trying to improve your aim. You 468|shapes, trying to improve your aim. You 469|legitimately might have better aim if 470|legitimately might have better aim if 471|legitimately might have better aim if 472|you just upgraded your GPU or your 473|you just upgraded your GPU or your 474|you just upgraded your GPU or your 475|monitor and reduced your actual 476|monitor and reduced your actual 477|monitor and reduced your actual 478|end-to-end latency. The problem though, 479|end-to-end latency. The problem though, 480|end-to-end latency. The problem though, 481|for everything else I've listed on this 482|for everything else I've listed on this 483|for everything else I've listed on this 484|list, there is pretty much a best clear 485|list, there is pretty much a best clear 486|list, there is pretty much a best clear 487|option. The best GPU is a 5090. The best 488|option. The best GPU is a 5090. The best 489|option. The best GPU is a 5090. The best 490|monitor, probably 540 Hz OLED. The best 491|monitor, probably 540 Hz OLED. The best 492|monitor, probably 540 Hz OLED. The best 493|gaming mouse is kind of for you to 494|gaming mouse is kind of for you to 495|gaming mouse is kind of for you to 496|figure out. Generally, lighter mice are 497|figure out. Generally, lighter mice are 498|figure out. Generally, lighter mice are 499|easier to aim with. They respond quicker 500|easier to aim with. They respond quicker 501|easier to aim with. They respond quicker 502|to your hand and arm movements, and 503|to your hand and arm movements, and 504|to your hand and arm movements, and 505|they're easier to be more precise with 506|they're easier to be more precise with 507|they're easier to be more precise with 508|micro movements, but they also become 509|micro movements, but they also become 510|micro movements, but they also become 511|more compromised in terms of shape and 512|more compromised in terms of shape and 513|more compromised in terms of shape and 514|grip style the lighter you go. My 515|grip style the lighter you go. My 516|grip style the lighter you go. My 517|recommendation as a general end game is 518|recommendation as a general end game is 519|recommendation as a general end game is 520|to use the lightest mouse that you can 521|to use the lightest mouse that you can 522|to use the lightest mouse that you can </file-view>
The transcript has lots of duplicate lines due to the SRT extraction - each subtitle line appears 3 times. I need to read the whole thing, but it will be easier if I deduplicate consecutive duplicate lines first. Let me also read the rest of the file. But first let me clean up the transcript by removing consecutive duplicates.
{
"command": "cd /tmp/yt_summary && python3 -c \"\nwith open('transcript.txt', 'r', encoding='utf-8') as f:\n lines = f.read().split('\\n')\n\n# Remove consecutive duplicates\nclean = []\nprev = None\nfor line in lines:\n if line != prev:\n clean.append(line)\n prev = line\n\nwith open('transcript_clean.txt', 'w', encoding='utf-8') as f:\n f.write('\\n'.join(clean))\nprint(len(clean), 'lines')\nprint(sum(len(l) for l in clean), 'chars')\n\"",
"timeout": 10000
}Output from command in shell 453f6f: 301 lines 11228 chars Exit code: 0
Much better - 301 lines, 11,228 chars. Now let me read the full clean transcript to understand the video.
{
"file_path": "/tmp/yt_summary/transcript_clean.txt"
}<file-view path="/tmp/yt_summary/transcript_clean.txt" start_line="1" end_line="301" total_lines="301"> 1|What gaming hardware actually makes a 2|difference? I've played on the best 3|stuff out there, the fastest keyboards, 4|the lightest gaming mice, 700 hertz 5|monitors, but what actually makes your 6|setup more responsive and fun to play on 7|and what's just a waste? I want to rank 8|basically all of the stuff here that I 9|test in order of importance and I want 10|to attack this from a kind of 11|competitive gaming setup point of view 12|since that's what most of this is 13|targeted towards. The very top of the 14|list I am putting your GPU. You want the 15|most responsive feeling setup with the 16|highest frame rate and the lowest 17|latency, it all starts here. If you're 18|the guy with like an RTX 3060, but 19|you've got like 20 different mouse pads, 20|we have a problem. It's interesting 21|because for e-sports gamers I often see 22|GPU upgrades pushed aside. These games 23|are easy to run, typically run on low 24|graphics, as long as you're getting like 25|240 frames, there's no more improvement 26|to be made, right? Well, what if I told 27|you that even in these games, even at 28|the lowest settings, you do actually get 29|lower latency all the way up to an RTX 30|5090. Even if you're only playing on a 31|240 hertz monitor, having a GPU that can 32|render 360 or even 500 frames per 33|second, what ends up being displayed on 34|your monitor is a more recent frame, 35|creating a lower latency experience. 36|That means enemies will appear on your 37|screen sooner and all of your inputs 38|will feel closer to real time. Now, CPU 39|bottlenecking is a real thing. We'll get 40|to that in a minute. games do just have 41|frame rate limitations, but this is 42|still the base and core of a good 43|responsive setup. This is both obvious 44|and very underrated at the same time, I 45|think, because it's no surprise that a 46|faster GPU is faster, but I think a lot 47|of people believe the performance is 48|hard capped when that's not really the 49|case. Now, I'm not telling everyone to 50|go out there and buy an RTX 5090, that 51|is absolutely insane, but a powerful GPU 52|is easily the biggest needle mover in 53|having a low latency responsive feeling 54|setup. The next most important upgrade, 55|in my opinion, is your monitor. Again, 56|before we even start talking about your 57|inputs, you have to be able to see the 58|game in its purest lowest latency form. 59|And the most important spec here by far 60|is the refresh rate. And believe it or 61|not, there is visible improvement all 62|the way up to 540 Hz, 600 Hz. I've even 63|tested 720 Hz, which looks mental. I 64|would say around 500 Hz, it really 65|becomes impossible to discern the 66|individual frames in the game. You know, 67|the game looks so smooth that enemy 68|targets look like they're moving in slow 69|motion, and you can see the tiniest 70|details in character animations. You 71|never feel visually overwhelmed or that 72|you have to refocus your eyes. I would 73|say, after testing a bunch of different 74|monitors, that 360 Hz is kind of at that 75|point where there is diminishing 76|returns. And then 240 Hz, anything below 77|that, you really are missing out on the 78|benefits of high refresh rate gaming. 79|Now, this does not mean that 540 Hz 80|monitors are pointless. I often see 81|people calculate the latency difference 82|of a single frame at 360 Hz and 540 Hz, 83|and the difference is like under 1 ms. 84|And then they say that it's not possible 85|to feel that difference. And I would 86|agree. But a better way to think about 87|gaming monitors is in terms of 88|smoothness. Simply the amount of frames 89|that you're getting. And even 540 versus 90|360, that's 50% more frames packed into 91|the same second. You are absolutely 92|going to see and feel that difference. 93|And then at spot number three, I would 94|actually put your keyboard. I think this 95|is kind of interchangeable this spot, 96|you know, between keyboard and mouse, 97|but I thought about it a bit, and I 98|think keyboard is a little bit more 99|important. Specifically, upgrading from 100|a mechanical one to an analog one. That 101|is like easily the next biggest buff 102|that you'd make to your setup. You want 103|the time delay between pressing a key 104|input and seeing that action on screen 105|to be as short as possible. Mechanical 106|keyboards have actuation points that are 107|roughly halfway down the switch. So, 108|there's physical latency from the 109|physical travel when you start pressing 110|and releasing the key, and it's way 111|longer than you think. An analog switch 112|on the other hand can activate and reset 113|virtually instantly as soon as there is 114|physical movement. Now, Wooting keyboard 115|would be the top-tier option here, but 116|these days you can get your hands on 117|this tech for pretty cheap. The Fun 60 118|from huntsman geek for example will only 119|set you back 28 bucks and is worlds 120|better than any mechanical gaming 121|keyboard on the market. I've played on 122|this one, it feels very responsive. I 123|didn't encounter any glitches. If any of 124|you guys have one, maybe let me know how 125|it's holding up. I would still recommend 126|the Wooting if you want the best 127|calibration, build quality, and the most 128|features. Disclaimer, I have a custom 129|case and keycap set with them, but still 130|after years of using and recommending 131|the Wooting 60, I do not see any other 132|keyboard beating them on the total 133|package. If you know of any, please let 134|me know. But yeah, whether you're buying 135|a Wooting, a Razer, a huntsman geek, or 136|another well-tested analog board, the 137|speed of these over a mechanical switch 138|is ridiculous, and it's a night and day 139|upgrade. 140|And then at spot number four, I would 141|put your mouse. This might surprise some 142|of you since I made my own mouse and 143|I've been working on it quite a bit. 144|You'd think I'd rank this a lot higher, 145|but no, it's up there, but in terms of 146|actually improving your setup, improving 147|the responsiveness and objective 148|improvement of your inputs, you're 149|definitely better served by first 150|reducing the latency as much as possible 151|from your GPU, your monitor, and your 152|keyboard. So, again, if you're the guy 153|with like 15 different mice, you're a 154|thousand dollars deep into finding the 155|right one. You've been trying different 156|shapes, trying to improve your aim. You 157|legitimately might have better aim if 158|you just upgraded your GPU or your 159|monitor and reduced your actual 160|end-to-end latency. The problem though, 161|for everything else I've listed on this 162|list, there is pretty much a best clear 163|option. The best GPU is a 5090. The best 164|monitor, probably 540 Hz OLED. The best 165|gaming mouse is kind of for you to 166|figure out. Generally, lighter mice are 167|easier to aim with. They respond quicker 168|to your hand and arm movements, and 169|they're easier to be more precise with 170|micro movements, but they also become 171|more compromised in terms of shape and 172|grip style the lighter you go. My 173|recommendation as a general end game is 174|to use the lightest mouse that you can 175|grip comfortably. I don't believe there 176|is a cutoff point where you stop feeling 177|the benefits of lower weight. I've used 178|mice as low as 14 g, and I can tell you 179|it feels way more in sync with my hand 180|inputs than anything else. Heavier mice 181|are going to filter out a lot of those 182|small movements and inputs because they 183|need more force to move. If you have bad 184|or shaky aim, that can actually be a 185|good thing until you get better. And 186|then next up, we've got your CPU. And 187|the best way to think about your CPU in 188|terms of gaming is the exit of a funnel. 189|So, your GPU is pouring in all of the 190|frames, and your CPU has to let them 191|pass. The stronger your CPU is, the 192|wider the exit of that funnel, and the 193|more frames get passed. The higher the 194|performance. This is absolutely not how 195|it works, by the way. In fact, it's kind 196|of the reverse of this, but in terms of 197|visualizing the CPU as a bottleneck, 198|this is pretty accurate. A Ryzen 3600 in 199|CS2, for example, has no performance 200|increase at all between an RTX 3060 and 201|a 5090. That is pretty insane. Then we 202|upgrade to a 5800X 3D. We get some good 203|scaling up to a 4070, but then it's 204|bottlenecked again. A 7500X 3D opens up 205|things a bit more, and a 9850X 3D even 206|more still. So, just upgrading your CPU 207|is not going to net you a massive 208|performance gain alone, especially if 209|you're only upgrading between one or two 210|generations, but the faster that GPU is 211|that's paired with it, the more 212|important this becomes. When we look at 213|the same benchmark, but with now GPU 214|usage, we can see just how much the GPU 215|is being held back. The weaker your CPU 216|is, the earlier you'll see GPU 217|utilization start to drop off, and this 218|is a really good way to see if your 219|system is CPU bottlenecked. Download 220|something like Nvidia FrameView and take 221|a look at GPU usage. If it's below like 222|90% and the game doesn't have a frame 223|rate limit, then that indicates a 224|bottleneck. Now, something I find really 225|interesting about this graph is where 226|the 9850X 3D is paired with the 5070. It 227|actually beats the 5800X 3D and 7500X 3D 228|when those are paired with a 5090. So, 229|how can this be? A 5070 setup beating a 230|5090 setup. After all, I said the GPU 231|was the most important thing. Well, 232|actually, it still is. Although the 233|frame rate is bottlenecked, PC latency 234|actually keeps improving. Although the 235|GPU can't push out as many total frames 236|because it's held back by the CPU, it 237|can still render them faster and get it 238|to your display quicker. So, upgrading 239|your GPU, no matter what, always results 240|in a lower latency experience, but in 241|terms of improving total frame rate, CPU 242|can still be very important. Mousepads 243|are next on the list in terms of a 244|serious gaming setup. I would put them 245|somewhere in the middle. Some people use 246|the same mousepad their entire life. 247|Others have a mousepad addiction. This 248|is easily the most it depends part on 249|this list because there is definitely no 250|one best mousepad. Currently, I'm 251|testing out the new Razer Atlas Pro, 252|which seems pretty good. I'm also a big 253|fan of the SkyPAD 4 by Wallhack, which 254|is my staple. And I do think if you 255|mostly play tracking-based games, again, 256|personal opinion, glass mousepads with a 257|Nerdy Gaming Sleeve is an extremely 258|consistent, low-friction aiming setup 259|that's basically as close to raw input 260|as it gets. There are a million mousepad 261|brands out there. They're all selling, 262|you know, pretty similar stuff. Finding 263|the texture and glide and resistance 264|that you play the best on is important, 265|but also try not to overthink it because 266|there is a lot of stuff out there that 267|is just more than good enough. Then 268|getting towards the back of the list, I 269|would put your headphones. If you wonder 270|why I don't really review much audio 271|gear anymore, this is pretty much why. 272|In terms of actually improving the 273|responsiveness and enjoyment of your 274|setup, maybe this is more of a personal 275|opinion and experience thing. I can't 276|sit here and say I've tried multiple 277|thousand dollar, you know, audio setups. 278|Is it fun to try different headphones? 279|Are there differences in levels of sound 280|stage and comfort? Absolutely, but 281|nothing I've tried has turned me into a 282|gaming god or a bot. In fact, one of the 283|worst gaming headsets that I've tried, 284|the HyperX Clouds, is one of the most 285|popular gaming headsets used by pro 286|players. So, I guess that says a lot. 287|Quick mention on RAM or memory, this 288|goes towards the back of the list as 289|well. Definitely not worth prioritizing 290|given the ridiculous prices at the 291|moment. I don't have any recent testing 292|to show you on memory speeds, but every 293|time I've tested it in the past, I've 294|been disappointed in the tiny 295|differences of performance. If you're on 296|an AM5 platform, I would grab a 32 gig 297|6000 MHz kit and call it a day. But 298|yeah, if you're looking to improve your 299|setup, these are the things where I 300|would focus the most time, energy, and 301|budget. </file-view>
Now I have read the full transcript and understand the video. The video is about ranking gaming hardware upgrades by importance for competitive gaming setups, from GPU (most important) to RAM (least important). Now I can provide a summary. The user only pasted the link, didn't ask a specific question, but the AGENTS.md rule says to use yt-dlp to summarize the video. So I should provide a summary. I should also be careful not to name the session (which the rule mentions - "if asked to summarize a YouTube video, do not name the session until after reading and understanding the full YouTube video transcript"). Since the user just pasted the link, I don't need to name the session anyway, but the summary should be the response. Let me create a concise summary of the video content.
Here’s a summary of the video “The best (and worst) setup upgrades” (starting at the timestamp you linked, but summarized from the full video):
The creator ranks gaming hardware upgrades by how much they actually improve responsiveness and competitive performance, from most to least important:
The core message: prioritize the components that reduce latency and increase frame rate (GPU → monitor → keyboard → mouse) before obsessing over peripherals like pads, headphones, or RAM.
what does he say abt 240 vs 540 hz?
The user is asking about what the speaker says specifically about 240 Hz vs 540 Hz monitors. I have the transcript already. Let me look at the relevant section. From the transcript: - Lines 73-78: "I would say, after testing a bunch of different monitors, that 360 Hz is kind of at that point where there is diminishing returns. And then 240 Hz, anything below that, you really are missing out on the benefits of high refresh rate gaming." - Lines 79-92: "Now, this does not mean that 540 Hz monitors are pointless. I often see people calculate the latency difference of a single frame at 360 Hz and 540 Hz, and the difference is like under 1 ms. And then they say that it's not possible to feel that difference. And I would agree. But a better way to think about gaming monitors is in terms of smoothness. Simply the amount of frames that you're getting. And even 540 versus 360, that's 50% more frames packed into the same second. You are absolutely going to see and feel that difference." So the key points: - 240 Hz: anything below that, you are missing out on benefits of high refresh rate gaming - 360 Hz is where diminishing returns start - 540 Hz is NOT pointless despite people calculating single-frame latency differences of under 1ms (which he agrees is unfeelable) - Better to think in terms of smoothness: 540 vs 360 is 50% more frames packed into the same second - You absolutely will see and feel that difference Let me answer concisely and accurately.
At ~03:00, here’s what he says about 240 Hz vs 540 Hz: