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":"cloudflare-observability"},{"name":"cloudflare-bindings"},{"name":"cloudflare"},{"name":"cloudflare-builds"},{"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":"playwright"},{"name":"cloudflare-docs"}]}
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: Tuesday, 2026-07-14 </system_info>
<rules type="always-on">
<rule name="global_rules" path="/Users/root1/.codeium/windsurf/memories/global_rules.md">
</rule>
<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>
</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. - **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) - **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) - **durable-objects**: Create and review Cloudflare Durable Objects. Use when building stateful coordination (chat rooms, multiplayer games, booking systems), implementing RPC methods, SQLite storage, alarms, WebSockets, or reviewing DO code for best practices. Covers Workers integration, wrangler config, and testing with Vitest. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.agents/skills/durable-objects/SKILL.md) - **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/.agents/skills/cloudflare-one-migrations/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) - **sandbox-sdk**: Build sandboxed applications for secure code execution. Load when building AI code execution, code interpreters, CI/CD systems, interactive dev environments, or executing untrusted code. Covers Sandbox SDK lifecycle, commands, files, code interpreter, and preview URLs. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.codeium/windsurf/skills/sandbox-sdk/SKILL.md) - **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/.agents/skills/workers-best-practices/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/.agents/skills/turnstile-spin/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) - **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-agent-setup**: (source: /Users/root1/.devin/skills/cloudflare-agent-setup/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/.config/devin/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/.codeium/windsurf/skills/agents-sdk/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/.codeium/windsurf/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/.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) - **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**: 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) - **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) - **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) - **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) - **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) - **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 has 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" and "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 download/extract the auto-generated captions/transcript 2. Read and understand the full transcript 3. Summarize the video 4. Do not name the session until after reading and understanding the full transcript This is a multi-step task that could benefit from a todo list. Let me create a todo list and then proceed. I should first check if yt-dlp is available, and then download the captions/transcript. I'll likely need to save the transcript to a file or output it. Let me think about the best approach. I can use yt-dlp with --list-subs to see available subtitles, then --write-subs or --write-auto-subs to get the auto-generated captions. I can also use --skip-download to avoid downloading the video itself. Let me set up todos and then run the commands.
I'll summarize this YouTube video using yt-dlp to extract the auto-generated captions first.
{
"todos": [
{
"content": "Check yt-dlp availability and list available captions for the video",
"status": "in_progress"
},
{
"content": "Download/extract the full auto-generated transcript",
"status": "pending"
},
{
"content": "Read and understand the full transcript",
"status": "pending"
},
{
"content": "Summarize the video content",
"status": "pending"
}
]
}Todos have been modified successfully. Ensure that you continue to use the todo list to track your progress. Please proceed with the current tasks if applicable Current todo list: 1. [~] Check yt-dlp availability and list available captions for the video [in_progress] 2. [ ] Download/extract the full auto-generated transcript [pending] 3. [ ] Read and understand the full transcript [pending] 4. [ ] Summarize the video content [pending]
Now let me run yt-dlp to check availability and list subtitles. I'll run the commands in parallel if independent. First, let me check yt-dlp is available and list subs.
{
"command": "which yt-dlp && yt-dlp --version",
"timeout": 10000
}{
"command": "yt-dlp --list-subs \"https://www.youtube.com/watch?v=PApPd6p6lX0\"",
"timeout": 30000
}Output from command in shell ccd073: /Library/Frameworks/Python.framework/Versions/3.12/bin/yt-dlp 2025.12.08 Exit code: 0
Output from command in shell a0761a:
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=PApPd6p6lX0
[youtube] PApPd6p6lX0: Downloading webpage
[youtube] PApPd6p6lX0: Downloading tv client config
[youtube] PApPd6p6lX0: Downloading player 9b33d56a-main
[youtube] PApPd6p6lX0: Downloading tv player API JSON
[youtube] PApPd6p6lX0: 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] PApPd6p6lX0: 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 PApPd6p6lX0:
Language Name Formats
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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
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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
PApPd6p6lX0 has no subtitles
Exit code: 0Good, yt-dlp is available and there are automatic captions. I can see "en-orig English (Original)" and "en English". Since the rule says "get the autogenerated captions to do this", I should use the auto-generated captions. The "en" likely refers to the auto-generated English captions, while "en-orig" might be something else. Actually, looking at the format, these are "automatic captions" (auto-generated). The "en" is English auto-generated captions. Let me download the English auto-generated captions as an SRT or VTT file. I should use --write-auto-subs --sub-lang en --skip-download and save to a known location. Let me save to /tmp or current directory. The current cwd is /Users/root1. I'll create a temp directory to avoid clutter. Actually, the user might not want files created. But I need to extract the transcript. I can use yt-dlp to print the subtitles directly, or write them to a file and then read. Let me use --write-auto-subs --sub-lang en --sub-format srt --skip-download -o to specify output. Or I could use --dump-json to get the subtitle URL and then download. Simpler: write to a file. Let me use a temp file path. I'll write to /tmp/yt transcript. But I'll just use the current directory or /tmp. Let me create a temp directory. Actually, I can use --print filename to get the output path, or just specify -o "/tmp/%(id)s.%(ext)s". Wait, for subtitles, the output template extension should be the subtitle extension. yt-dlp with --skip-download and --write-auto-subs will write the subtitle file. Let me run: yt-dlp --no-update --skip-download --write-auto-subs --sub-lang en --sub-format srt -o "/tmp/yt_%(id)s.%(ext)s" "https://www.youtube.com/watch?v=PApPd6p6lX0" Actually, the output template with .%(ext)s should resolve to .en.srt or similar. Let me try. But maybe better to get the transcript as plain text. I can use yt-dlp's --print "%(subtitles.:en)s" but that's complicated. Simpler to write the srt and then process it. Actually, I can use --write-auto-subs --sub-format json3 and then parse. But srt is easier to strip timestamps. Let me run the command.
{
"todos": [
{
"content": "Check yt-dlp availability and list available captions for the video",
"status": "completed"
},
{
"content": "Download/extract the full auto-generated transcript",
"status": "in_progress"
},
{
"content": "Read and understand the full transcript",
"status": "pending"
},
{
"content": "Summarize the video content",
"status": "pending"
}
]
}Todos have been modified successfully. Ensure that you continue to use the todo list to track your progress. Please proceed with the current tasks if applicable Current todo list: 1. [x] Check yt-dlp availability and list available captions for the video [completed] 2. [~] Download/extract the full auto-generated transcript [in_progress] 3. [ ] Read and understand the full transcript [pending] 4. [ ] Summarize the video content [pending]
Now let me download the auto-generated English captions. I'll save to /tmp/yt_PApPd6p6lX0.en.srt or similar and then convert to text.
{
"command": "yt-dlp --no-update --skip-download --write-auto-subs --sub-lang en --sub-format srt -o \"/tmp/yt_%(id)s.%(ext)s\" \"https://www.youtube.com/watch?v=PApPd6p6lX0\" && ls -la /tmp/yt_PApPd6p6lX0*",
"timeout": 60000
}Output from command in shell 70d383: [youtube] Extracting URL: https://www.youtube.com/watch?v=PApPd6p6lX0 [youtube] PApPd6p6lX0: Downloading webpage [youtube] PApPd6p6lX0: Downloading tv client config [youtube] PApPd6p6lX0: Downloading player 9b33d56a-main [youtube] PApPd6p6lX0: Downloading tv player API JSON [youtube] PApPd6p6lX0: Downloading android sdkless player API JSON WARNING: [youtube] PApPd6p6lX0: Some tv client https formats have been skipped as they are missing a url. YouTube may have enabled the SABR-only or Server-Side Ad Placement experiment for the current session. See https://github.com/yt-dlp/yt-dlp/issues/12482 for more details [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] PApPd6p6lX0: 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 WARNING: [youtube] PApPd6p6lX0: Some web client https formats have been skipped as they are missing a url. YouTube is forcing SABR streaming for this client. See https://github.com/yt-dlp/yt-dlp/issues/12482 for more details [info] PApPd6p6lX0: Downloading subtitles: en [info] PApPd6p6lX0: Downloading 1 format(s): 399+251 [info] Writing video subtitles to: /tmp/yt_PApPd6p6lX0.en.srt [download] Destination: /tmp/yt_PApPd6p6lX0.en.srt [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] 7.71KiB at Unknown B/s (00:00:00) [download] 100% of 7.71KiB in 00:00:00 at 64.76KiB/s -rw-r--r-- 1 root1 wheel 7899 Jul 14 13:12 /tmp/yt_PApPd6p6lX0.en.srt Exit code: 0
The SRT file is only 7.71 KB, which seems very small for a video transcript. This might be a short video, or the auto-generated captions might be minimal. Wait, it says "Writing video subtitles to: /tmp/yt_PApPd6p6lX0.en.srt" but it also says "Downloading 1 format(s): 399+251" which suggests it might have downloaded audio? No, --skip-download should skip the actual media download. The "format(s)" line is just info, and only the srt was written. But 7.71 KB is small. Let me read it.
{
"file_path": "/tmp/yt_PApPd6p6lX0.en.srt"
}<file-view path="/tmp/yt_PApPd6p6lX0.en.srt" start_line="1" end_line="472" total_lines="472"> 1|1 2|00:00:00,800 --> 00:00:04,400 3|Welcome back. Some homeowners in Georgia 4| 5|2 6|00:00:02,480 --> 00:00:06,920 7|are being given an ultimatum to sell 8| 9|3 10|00:00:04,400 --> 00:00:09,400 11|their homes or the state will get this, 12| 13|4 14|00:00:06,920 --> 00:00:11,520 15|take it to make way for AI data centers. 16| 17|5 18|00:00:09,400 --> 00:00:12,720 19|CBS News correspondent Skyler Henry has 20| 21|6 22|00:00:11,520 --> 00:00:14,880 23|more. 24| 25|7 26|00:00:12,720 --> 00:00:15,720 27|>> I'm a single mom. I worked hard for 28| 29|8 30|00:00:14,880 --> 00:00:17,160 31|everything. 32| 33|9 34|00:00:15,720 --> 00:00:19,720 35|>> How do you put a price on a home you 36| 37|10 38|00:00:17,160 --> 00:00:21,760 39|never intended to sell? One filled with 40| 41|11 42|00:00:19,720 --> 00:00:24,160 43|more than two decades of memories. 44| 45|12 46|00:00:21,760 --> 00:00:25,000 47|>> I think I was five or six when this was 48| 49|13 50|00:00:24,160 --> 00:00:27,240 51|built. 52| 53|14 54|00:00:25,000 --> 00:00:29,480 55|>> The yard where you buried your pets, the 56| 57|15 58|00:00:27,240 --> 00:00:32,240 59|greenhouse that fed your family. 60| 61|16 62|00:00:29,480 --> 00:00:33,760 63|>> When you you talk about what being on 64| 65|17 66|00:00:32,240 --> 00:00:34,360 67|this property means to you. 68| 69|18 70|00:00:33,760 --> 00:00:35,760 71|>> Yeah. 72| 73|19 74|00:00:34,360 --> 00:00:38,760 75|>> Right? It's y'alls. 76| 77|20 78|00:00:35,760 --> 00:00:39,600 79|>> It's ours. It's our family. We belong 80| 81|21 82|00:00:38,760 --> 00:00:41,520 83|here. 84| 85|22 86|00:00:39,600 --> 00:00:43,520 87|>> But Ansley Brown's childhood home likely 88| 89|23 90|00:00:41,520 --> 00:00:45,560 91|won't be here much longer. That's 92| 93|24 94|00:00:43,520 --> 00:00:47,800 95|because the state's largest utility, 96| 97|25 98|00:00:45,560 --> 00:00:50,360 99|Georgia Power, says it needs the area to 100| 101|26 102|00:00:47,800 --> 00:00:51,160 103|make way for a 35-mile-long transmission 104| 105|27 106|00:00:50,360 --> 00:00:53,320 107|line. 108| 109|28 110|00:00:51,160 --> 00:00:55,240 111|>> Georgia Power has been here for as long 112| 113|29 114|00:00:53,320 --> 00:00:56,840 115|as Ansley's mother has owned this 116| 117|30 118|00:00:55,240 --> 00:00:59,520 119|property. It's just beyond the tree 120| 121|31 122|00:00:56,840 --> 00:01:01,480 123|line. Now, with the expansion of this 124| 125|32 126|00:00:59,520 --> 00:01:05,880 127|latest project, they're looking to take 128| 129|33 130|00:01:01,480 --> 00:01:07,800 131|the 2 and 1/2 acres the house sits on. 132| 133|34 134|00:01:05,880 --> 00:01:09,680 135|>> Georgia Power says increasing demands 136| 137|35 138|00:01:07,800 --> 00:01:11,800 139|has outpaced the capacity of its 140| 141|36 142|00:01:09,680 --> 00:01:13,800 143|existing grid and building a new 144| 145|37 146|00:01:11,800 --> 00:01:16,520 147|transmission line requires acquiring 148| 149|38 150|00:01:13,800 --> 00:01:18,080 151|more than 300 parcels of land, including 152| 153|39 154|00:01:16,520 --> 00:01:21,240 155|residential properties. 156| 157|40 158|00:01:18,080 --> 00:01:22,760 159|>> What did your mom tell you she wanted 160| 161|41 162|00:01:21,240 --> 00:01:25,000 163|for this property to be? 164| 165|42 166|00:01:22,760 --> 00:01:27,400 167|>> Generational wealth, true generational 168| 169|43 170|00:01:25,000 --> 00:01:29,040 171|wealth was the idea, and now it's being 172| 173|44 174|00:01:27,400 --> 00:01:31,800 175|stripped from us. 176| 177|45 178|00:01:29,040 --> 00:01:33,960 179|>> Georgia Power estimates 70 to 80% of the 180| 181|46 182|00:01:31,800 --> 00:01:36,120 183|power on this new line is expected to 184| 185|47 186|00:01:33,960 --> 00:01:38,640 187|help serve data centers. It says the 188| 189|48 190|00:01:36,120 --> 00:01:40,160 191|remaining 20 to 30% of power will serve 192| 193|49 194|00:01:38,640 --> 00:01:41,440 195|the state's growing residential and 196| 197|50 198|00:01:40,160 --> 00:01:43,280 199|commercial demand. 200| 201|51 202|00:01:41,440 --> 00:01:45,120 203|>> Georgia Power told us that they feel as 204| 205|52 206|00:01:43,280 --> 00:01:47,120 207|if they've done this process 208| 209|53 210|00:01:45,120 --> 00:01:48,040 211|responsibly. 212| 213|54 214|00:01:47,120 --> 00:01:52,080 215|What would you say to that? 216| 217|55 218|00:01:48,040 --> 00:01:54,400 219|>> I disagree. You can't tear down 35 miles 220| 221|56 222|00:01:52,080 --> 00:01:57,040 223|of rural Georgia and it not hurt 224| 225|57 226|00:01:54,400 --> 00:01:58,640 227|something or somebody. And to say that 228| 229|58 230|00:01:57,040 --> 00:02:02,640 231|you're doing it in the name of data 232| 233|59 234|00:01:58,640 --> 00:02:05,360 235|centers is a slap in the face to us, our 236| 237|60 238|00:02:02,640 --> 00:02:07,000 239|community, our animals. 240| 241|61 242|00:02:05,360 --> 00:02:09,479 243|>> Brown's mother recently came to an 244| 245|62 246|00:02:07,000 --> 00:02:11,760 247|agreement with Georgia Power to sell. 248| 249|63 250|00:02:09,479 --> 00:02:13,160 251|Brown says if she didn't, the utility 252| 253|64 254|00:02:11,760 --> 00:02:15,840 255|could have sought to acquire her 256| 257|65 258|00:02:13,160 --> 00:02:17,840 259|property through eminent domain, a legal 260| 261|66 262|00:02:15,840 --> 00:02:20,680 263|process that allows private property to 264| 265|67 266|00:02:17,840 --> 00:02:23,000 267|be taken with compensation for projects 268| 269|68 270|00:02:20,680 --> 00:02:24,440 271|determined to serve a public purpose. 272| 273|69 274|00:02:23,000 --> 00:02:25,800 275|>> All power generation starts somewhere. 276| 277|70 278|00:02:24,440 --> 00:02:26,840 279|>> Holly LaQua is a Georgia Power 280| 281|71 282|00:02:25,800 --> 00:02:28,400 283|spokesperson. 284| 285|72 286|00:02:26,840 --> 00:02:31,400 287|>> Eminent domain is always, you know, a 288| 289|73 290|00:02:28,400 --> 00:02:33,600 291|last resort for us, and it's something 292| 293|74 294|00:02:31,400 --> 00:02:35,800 295|we never want to do. 296| 297|75 298|00:02:33,600 --> 00:02:38,920 299|>> To us, it's theft. It's literally a 300| 301|76 302|00:02:35,800 --> 00:02:41,600 303|billion-dollar company stealing land 304| 305|77 306|00:02:38,920 --> 00:02:44,080 307|from smaller people, people who can't 308| 309|78 310|00:02:41,600 --> 00:02:45,280 311|fight back. We don't have the money to 312| 313|79 314|00:02:44,080 --> 00:02:47,120 315|fight Georgia Power. 316| 317|80 318|00:02:45,280 --> 00:02:48,880 319|>> So, that's why a few months ago Ansley 320| 321|81 322|00:02:47,120 --> 00:02:50,560 323|took her story to TikTok. 324| 325|82 326|00:02:48,880 --> 00:02:51,800 327|>> My childhood home is being taken by 328| 329|83 330|00:02:50,560 --> 00:02:53,920 331|Georgia Power. 332| 333|84 334|00:02:51,800 --> 00:02:55,400 335|>> She began sharing stories of others in 336| 337|85 338|00:02:53,920 --> 00:02:57,680 339|similar situations. 340| 341|86 342|00:02:55,400 --> 00:02:58,680 343|>> What is it taking from her? Look behind 344| 345|87 346|00:02:57,680 --> 00:03:01,160 347|me. 348| 349|88 350|00:02:58,680 --> 00:03:04,320 351|It's taking this entire backyard. 352| 353|89 354|00:03:01,160 --> 00:03:06,440 355|>> What do you say to someone who will push 356| 357|90 358|00:03:04,320 --> 00:03:08,600 359|back on any sort of offer that's out 360| 361|91 362|00:03:06,440 --> 00:03:10,040 363|there and say, "Well, a price tag can't 364| 365|92 366|00:03:08,600 --> 00:03:12,160 367|replace memories?" 368| 369|93 370|00:03:10,040 --> 00:03:14,720 371|>> Oh, gosh. You know, it almost makes me 372| 373|94 374|00:03:12,160 --> 00:03:17,760 375|emotional cuz I I have those memories in 376| 377|95 378|00:03:14,720 --> 00:03:19,800 379|like my house, and I get how deeply 380| 381|96 382|00:03:17,760 --> 00:03:22,160 383|personal people's homes are. I would 384| 385|97 386|00:03:19,800 --> 00:03:24,760 387|just say that 388| 389|98 390|00:03:22,160 --> 00:03:28,640 391|we see you and we hear you, and 392| 393|99 394|00:03:24,760 --> 00:03:30,920 395|we want this process to be respectful 396| 397|100 398|00:03:28,640 --> 00:03:32,880 399|and transparent, and that is going to 400| 401|101 402|00:03:30,920 --> 00:03:33,600 403|ultimately benefit 404| 405|102 406|00:03:32,880 --> 00:03:35,680 407|you. 408| 409|103 410|00:03:33,600 --> 00:03:38,400 411|>> Brown doesn't buy that. And while she 412| 413|104 414|00:03:35,680 --> 00:03:39,880 415|knows it's too late to save her home, 416| 417|105 418|00:03:38,400 --> 00:03:41,880 419|she says she doesn't want to see this 420| 421|106 422|00:03:39,880 --> 00:03:44,560 423|happen to anyone else. 424| 425|107 426|00:03:41,880 --> 00:03:48,360 427|>> My mom wants an apology. 428| 429|108 430|00:03:44,560 --> 00:03:49,560 431|She wants an apology from Georgia Power. 432| 433|109 434|00:03:48,360 --> 00:03:51,400 435|That's it. 436| 437|110 438|00:03:49,560 --> 00:03:52,440 439|>> And it's because of how she feels as if 440| 441|111 442|00:03:51,400 --> 00:03:55,640 443|she's been treated. 444| 445|112 446|00:03:52,440 --> 00:03:57,560 447|>> Yeah. Yeah, I mean 448| 449|113 450|00:03:55,640 --> 00:03:59,640 451|for an entire year 452| 453|114 454|00:03:57,560 --> 00:04:02,440 455|they have bullied her and there is no 456| 457|115 458|00:03:59,640 --> 00:04:05,040 459|sorry. So, that's what we want. We want 460| 461|116 462|00:04:02,440 --> 00:04:06,560 463|an apology from Georgia Power. 464| 465|117 466|00:04:05,040 --> 00:04:09,920 467|>> Such important reporting there from our 468| 469|118 470|00:04:06,560 --> 00:04:09,920 471|Skyler Henry. Thank you. </file-view>
I have the full transcript. Now I need to mark the download/extract todo as complete, mark read/understand as in_progress, and then summarize. Since I've read the transcript, I can now summarize. The video is a CBS News report by Skyler Henry about Georgia homeowners being forced to sell or have their property taken through eminent domain to make way for a 35-mile transmission line. Most of the power (70-80%) from the line will serve data centers. It features Ansley Brown, whose mother's childhood home is being taken. Georgia Power says it's a last resort and they try to be respectful, but Brown and her family feel bullied and want an apology. Let me update todos and provide the summary. Since the task is simple and I've already read it, I'll mark read/understand complete and summarize in_progress, then produce the summary.
{
"todos": [
{
"content": "Check yt-dlp availability and list available captions for the video",
"status": "completed"
},
{
"content": "Download/extract the full auto-generated transcript",
"status": "completed"
},
{
"content": "Read and understand the full transcript",
"status": "completed"
},
{
"content": "Summarize the video content",
"status": "in_progress"
}
]
}Todos have been modified successfully. Ensure that you continue to use the todo list to track your progress. Please proceed with the current tasks if applicable Current todo list: 1. [x] Check yt-dlp availability and list available captions for the video [completed] 2. [x] Download/extract the full auto-generated transcript [completed] 3. [x] Read and understand the full transcript [completed] 4. [~] Summarize the video content [in_progress]
Now I should provide the summary. I should be concise and capture the key points. The video is a news segment, so summary should include: the conflict, the people involved, the utility's justification, the personal impact, and the resolution/status. Let me write a clear summary and mark the final todo complete.
{
"todos": [
{
"content": "Check yt-dlp availability and list available captions for the video",
"status": "completed"
},
{
"content": "Download/extract the full auto-generated transcript",
"status": "completed"
},
{
"content": "Read and understand the full transcript",
"status": "completed"
},
{
"content": "Summarize the video content",
"status": "completed"
}
]
}Todos have been modified successfully. Ensure that you continue to use the todo list to track your progress. Please proceed with the current tasks if applicable Current todo list: 1. [x] Check yt-dlp availability and list available captions for the video [completed] 2. [x] Download/extract the full auto-generated transcript [completed] 3. [x] Read and understand the full transcript [completed] 4. [x] Summarize the video content [completed]
Now provide the final summary to the user.
Summary of the CBS News report:
A CBS News segment by correspondent Skyler Henry covers Georgia homeowners who are being pressured to sell their properties to make way for a new 35-mile Georgia Power transmission line.