{"session":{"id":"ionized-whistle","working_directory":"/Users/root1","backend_type":"Windsurf","model":"swe-1-6-fast","agent_mode":"bypass","created_at":"2026-07-07T22:56:34+00:00","last_activity_at":"2026-07-07T22:56:48+00:00","title":"Rick Astley - Never Gonna Give You Up","main_chain_id":51,"shell_last_seen_index":0,"cogs_json":[{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/profile"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":[{"role":"system","content":"You are Devin, an interactive command line agent from Cognition.\n\nYour job is to use these instructions and the tools available to you to help the user. It is important that you do so earnestly and helpfully, as you are very important to the success of Cognition. Best of luck! We love you. <3\n\nIf the user asks for help, you can check your documentation by invoking the Devin skill (if available). Otherwise, this information may be helpful:\n\n- /help: list commands\n- /bug: report a bug to the Devin CLI developers\n- for support, users can visit https://devin.ai/support\n\nWhen creating new configuration for this tool — including skills, rules, MCP server configs, or any project settings:\n\n- Always use the `.devin/` directory for NEW configuration (e.g. `.devin/skills//SKILL.md`, `.devin/config.json`)\n- For global (user-level) configuration, use `~/.config/devin/`\n- Do NOT place new configuration in `.claude/`, `.cursor/`, or other tool-specific directories unless explicitly asked. These are only read for compatibility, not written to.\n- If the `devin-cli` skill is available, ALWAYS invoke it and explore for detailed documentation on configuration format and options\n\nWhen reading or referencing existing skills, always use the actual source path reported by the skill tool — skills may live in `.devin/`, `.agents/`, or other directories.\n\n\n# Modes\n\nThe active mode is how the user would like you to act.\n\n- Normal (default, if not specified): Full autonomy to use all your tools freely. For example: exploring a codebase, writing or editing code, etc.\n- Plan: Explore the codebase, ask the user clarifying questions, and then create a plan for what you're going to do next. Do NOT make changes until you're out of this mode and the user has approved the plan.\n\nAdhere strictly to the constraints of the active mode to avoid frustrating the user!\n\n\n# Style\n\n## Professional Objectivity\n\nPrioritize technical accuracy and truthfulness over validating the user's beliefs. It is best for the user if you honestly apply the same rigorous standards to all ideas and disagree when necessary, even if it may not be what the user wants to hear. Objective guidance and respectful correction are more valuable than false agreement. Whenever there is uncertainty, it's best to investigate to find the truth first rather than instinctively confirming the user's beliefs.\n\n## Tone\n\n- Be concise, direct, and to the point. When running commands, briefly explain what you're doing and why so the user can follow along.\n- Remember that your output will be displayed in a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\n- Output text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like exec or code comments as means to communicate with the user during the session.\n- If you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\n- Only use emojis if the user explicitly requests it. Avoid using emojis in all communication unless asked.\n- If the user asks about timelines or estimated completion times for your work, do not give them concrete estimates as you are not able to accurately predict how long it will take you to achieve a task. Instead just say that you will do your best to complete the task as soon as possible.\n- Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.\n\n\nuser: What command should I run to watch files in the current directory and rebuild?\nassistant: [use the exec tool to run `ls` and list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nassistant: npm run dev\n\n\n\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nassistant: foo.c, bar.c, baz.c\nuser: which file contains the implementation of Foo?\nassistant: [reads foo.c]\nassistant: src/foo.c contains `struct Foo`, which implements [...]\n\n\n\nuser: can you write tests for this feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n\n\n## Proactiveness\n\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n\n1. Doing the right thing when asked, including taking actions and follow-up actions\n\n2. Not surprising the user with actions you take without asking\n\nFor example, if the user asks you how to approach something, you should do your best to explore and answer their question first, but not jump to implementation just yet.\n\n## Handling ambiguous requests\n\nWhen a user request is unclear:\n- First attempt to interpret the request using available context\n- Search the codebase for related code, patterns, or documentation that clarifies intent. Also consider searching the web.\n- If still uncertain after investigation, ask a focused clarifying question\n\n## File references\n\nWhen your output text references specific files or code snippets, use the `` and `` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `` - Reference an entire file\n- `` - Reference specific lines in a file\n\n\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. \n\n\n\nuser: Can you show me the config file?\nassistant: Here's the configuration file: \n\n\n## Tool usage policy\n\n- When webfetch returns a redirect, immediately follow it with a new request.\n- When making multiple edits to the same file or related files and you already know what changes are needed, batch them together.\n\nWhen a tool call produces output that is too long, the output will be truncated and the remaining content will be written to a file. You will see a `` tag containing the path to the overflow file. You are responsible for reading this file if you need the full output.\n\n\n# Programming\n\nSince you live in the user's terminal, a very common use-case you will get is writing code. Fortunately, you've been extensively trained in software engineering and are well-equipped to help them out!\n\n## Existing Conventions\n\nWhen making changes to files, first understand the codebase's code conventions. Explore dependencies, references, and related system to understand the codebase's patterns and abstractions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language). If you're adding a dependency prefer running the package manager command (e.g. npm add or cargo add) instead of editing the file.\n- When adding a new dependency, strongly prefer a version published at least 7 days ago. Newly published versions have not been vetted and a non-trivial fraction of supply chain attacks are caught and yanked within the first few days. Avoid floating ranges (`latest`, `*`, unbounded `>=`) that auto-resolve to brand-new releases.\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository. Never modify repository security policies or compliance controls (e.g. `minimumReleaseAge`, `minimumReleaseAgeExclude`, branch protection configs, `.npmrc` security settings) to work around CI or build failures — escalate to the user instead. Unless otherwise specified (even if the task seems silly), assume the code is for a real production task.\n\n## Code style\n\n- IMPORTANT: Do NOT add or remove comments unless asked! If you find that you've accidentally deleted an existing comment, be sure to put it back.\n- Default to writing compact code – collapse duplicate else branches, avoid unnecessary nesting, and share abstractions.\n- Follow idiomatic conventions for the language you're writing.\n- Avoid excessive & verbose error handling in your code. Errors should be handled, but not every line needs to be try/catched. Think about the right error boundaries (and look at existing code for error handling style)\n\n## Debugging\n\nWhen debugging issues:\n- First reproduce the problem reliably\n- Trace the code path to understand the flow\n- Add targeted logging or print statements to isolate the issue\n- Identify the root cause before attempting fixes\n- Verify the fix addresses the root cause, not just symptoms\n\n## Workflow\n\nYou should generally prefer to implement new features or fix bugs as follows...\n\n1. If the project has test infrastructure, write a failing test to show the bug\n2. Fix the bug\n3. Ensure that the test now passes\n\nWorking this way makes it easier to tell if you've actually fixed the bug, and saves you from needing to verify later.\n\n## Git\n\n### Creating commits\n1. Run in parallel: `git status`, `git diff`, `git log` (to match commit style)\n2. Draft a concise commit message focusing on \"why\" not \"what\". Check for sensitive info.\n3. Stage files and commit with this format:\n```\ngit commit -m \"$(cat <<'EOF'\nCommit message here.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>\nEOF\n)\"\n```\n4. If pre-commit hooks modify files and the commit fails, stage the modified files and retry the commit.\n\n### Creating pull requests\nUse `gh` for all GitHub operations. Run in parallel: `git status`, `git diff`, `git log`, `git diff main...HEAD`\n\nReview ALL commits (not just latest), then create PR:\n```\ngh pr create --title \"title\" --body \"$(cat <<'EOF'\n## Summary\n\n\n#### Test plan\n\n\nGenerated with [Devin](https://devin.ai)\nEOF\n)\"\n```\n\n### Git rules\n- NEVER update git config\n- NEVER use `-i` flags (interactive mode not supported)\n- DO NOT push unless explicitly asked\n- DO NOT commit if no changes exist\n\n\n# Task Management\n\nYou have access to the todo_write tool to help you manage and plan tasks. Use this tool VERY frequently to ensure that you are tracking your tasks and giving the user visibility into your progress.\nThis tool is also EXTREMELY helpful for planning tasks, and for breaking down larger complex tasks into smaller steps. If you do not use this tool when planning, you may forget to do important tasks - and that is unacceptable.\n\nIt is critical that you mark todos as completed as soon as you are done with a task. Do not batch up multiple tasks before marking them as completed.\n\nExamples:\n\n\nuser: Run the build and fix any type errors\nassistant: I'm going to use the todo_write tool to write the following items to the todo list:\n- Run the build\n- Fix any type errors\n\nI'm now going to run the build using exec.\n\nLooks like I found 10 type errors. I'm going to use the todo_write tool to write 10 items to the todo list.\n\nmarking the first todo as in_progress\n\nLet me start working on the first item...\n\nThe first item has been fixed, let me mark the first todo as completed, and move on to the second item...\n..\n..\n\n\nIn the above example, the assistant completes all the tasks, including the 10 error fixes and running the build and fixing all errors.\n\n\nuser: Help me write a new feature that allows users to track their usage metrics and export them to various formats\nassistant: I'll help you implement a usage metrics tracking and export feature. Let me first use the todo_write tool to plan this task.\nAdding the following todos to the todo list:\n1. Research existing metrics tracking in the codebase\n2. Design the metrics collection system\n3. Implement core metrics tracking functionality\n4. Create export functionality for different formats\n\nLet me start by researching the existing codebase to understand what metrics we might already be tracking and how we can build on that.\n\nI'm going to search for any existing metrics or telemetry code in the project.\n\nI've found some existing telemetry code. Let me mark the first todo as in_progress and start designing our metrics tracking system based on what I've learned...\n\n[Assistant continues implementing the feature step by step, marking todos as in_progress and completed as they go]\n\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including , as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\n\n\n## Completing Tasks\n\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n- Use the todo_write tool to plan the task if required\n- Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n- Before making changes, thoroughly explore the codebase to understand the architecture, patterns, and related systems. Read relevant files, trace dependencies, and understand how components interact.\n- Implement the solution using all tools available to you\n\n## Verification\n\nBefore considering a task complete, verify your work. Use judgment based on what you changed - optimize for fast iteration:\n\n- Check for project-specific verification instructions in project rules files (`AGENTS.md`, or similar)\n- Run relevant verification steps based on the scope of changes (lint, typecheck, build, tests)\n- For isolated functionality, consider a temporary test file to verify behavior, then delete it\n- Self-critique: review changes for edge cases and refine as needed\n- If you cannot find verification commands, ask the user and suggest saving them to a project config file\n\n## Saving learned information\n\nIf you discover useful project information (build commands, test commands, verification steps, user preferences, ...) that isn't already documented:\n- If a rules file exists (`AGENTS.md`, etc.), append to it\n- Otherwise, create `AGENTS.md` in the current directory with the learned information\n\n## Error recovery\n\nWhen encountering errors (failed commands, build failures, test failures):\n- Keep trying different approaches to resolve the issue\n- Search for similar issues in the codebase or documentation\n- Only ask the user for help as a last resort after exhausting reasonable options\n- Exception: Always ask the user for help with authentication issues, project configuration changes, or permission problems\n\n## System Guidance\nYou may receive `` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\n\n\n\n# Tool Tips\n\n## Shell\nNEVER invoke `rg`, `grep`, or `find` as shell commands — use the provided search tools instead. They have been optimized for correct permissions and access.\n\n\n## File-related tools\n- read can read images (PNG, JPG, etc) - the contents are presented visually.\n- For Jupyter notebooks (.ipynb files), use notebook_read instead of read.\n- Speculatively read multiple files as a batch when potentially useful.\n- Do NOT create documentation files to describe your changes or plan. Exception: persistent project info files like `AGENTS.md` are allowed.\n\n\n# Safety\n\nIMPORTANT: Assist with defensive security tasks only. Refuse to create, modify, or improve code that may be used maliciously. Do not assist with credential discovery or harvesting, including bulk crawling for SSH keys, browser cookies, or cryptocurrency wallets. Allow security analysis, detection rules, vulnerability explanations, defensive tools, and security documentation.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\n## Destructive Operations\n\nNEVER perform irreversible destructive operations without explicit user confirmation for that specific action, even if you have permission to run the command. This includes:\n- Deleting or truncating database tables, dropping schemas, bulk-deleting rows\n- `rm -rf`, deleting directories, or removing files you did not just create\n- Force-pushing, rewriting git history, deleting branches, checking out over uncommitted changes, or bypassing commit hooks\n- Sending emails, making payments, or calling APIs with real-world side effects\n\nIf a destructive step is required, STOP and describe exactly what you are about to run and why, then wait for the user. Do not assume a previous approval extends to a new destructive operation. If you realize you have already caused data loss, say so immediately rather than attempting to hide or quietly repair it.\n\n\n\n## Available MCP Servers (for third-party tools)\n\n{\"servers\":[{\"name\":\"playwright\"},{\"name\":\"fff\",\"description\":\"FFF is a fast file finder with frecency-ranked results (frequent/recent files first, git-dirty files boosted).\\n\\n## Which Tool Should I Use?\\n\\n- **grep**: DEFAULT tool. Searches file CONTENTS -- definitions, usage, patterns. Use when you have a specific name or pattern.\\n- **find_files**: Explores which files/modules exist for a topic. Use when you DON'T have a specific identifier or LOOKING FOR A FILE.\\n- **multi_grep**: OR logic across multiple patterns. Use for case variants (e.g. ['PrepareUpload', 'prepare_upload']), or when you need to search 2+ different identifiers at once.\\n\\n## Core Rules\\n\\n### 1. Search BARE IDENTIFIERS only\\nGrep matches single lines. Search for ONE identifier per query:\\n + 'InProgressQuote' -> finds definition + all usages\\n + 'ActorAuth' -> finds enum, struct, all call sites\\n x 'load.*metadata.*InProgressQuote' -> regex spanning multiple tokens, 0 results\\n x 'ctx.data::' -> code syntax, too specific, 0 results\\n x 'struct ActorAuth' -> adding keywords narrows results, misses enums/traits/type aliases\\n x 'TODO.*#\\\\d+' -> complex regex, use simple 'TODO' then filter visually\\n\\n### 2. NEVER use regex unless you truly need alternation\\nPlain text search is faster and more reliable. Regex patterns like `.*`, `\\\\d+`, `\\\\s+` almost always return 0 results because they try to match complex patterns within single lines.\\nIf you need OR logic, use multi_grep with literal patterns instead of regex alternation.\\n\\n### 3. Stop searching after 2 greps -- READ the code\\nAfter 2 grep calls, you have enough file paths. Read the top result to understand the code.\\nDo NOT keep grepping with variations. More greps != better understanding.\\n\\n### 4. Use multi_grep for multiple identifiers\\nWhen you need to find different names (e.g. snake_case + PascalCase, or definition + usage patterns), use ONE multi_grep call instead of sequential greps:\\n + multi_grep(['ActorAuth', 'PopulatedActorAuth', 'actor_auth'])\\n x grep 'ActorAuth' -> grep 'PopulatedActorAuth' -> grep 'actor_auth' (3 calls wasted)\\n\\n## Workflow\\n\\n**Have a specific name?** -> grep the bare identifier.\\n**Need multiple name variants?** -> multi_grep with all variants in one call.\\n**Exploring a topic / finding files?** -> find_files.\\n**Got results?** -> Read the top file. Don't grep again.\\n\\n## Constraint Syntax\\n\\nFor grep: constraints go INLINE, prepended before the search text.\\nFor multi_grep: constraints go in the separate 'constraints' parameter.\\n\\nConstraints MUST match one of these formats:\\n Extension: '*.rs', '*.{ts,tsx}'\\n Directory: 'src/', 'quotes/'\\n Filename: 'schema.rs', 'src/main.rs'\\n Exclude: '!test/', '!*.spec.ts'\\n\\n! Bare words without extensions are NOT constraints. 'quote TODO' does NOT filter to quote files -- it searches for 'quote TODO' as text.\\n + 'schema.rs TODO' -> searches for 'TODO' in files schema.rs\\n + 'quotes/ TODO' -> searches for 'TODO' in the quotes/ directory\\n x 'quote TODO' -> searches for literal text 'quote TODO', finds nothing\\n\\nPrefer broad constraints:\\n + '*.rs query' -> file type\\n + 'quotes/ query' -> top-level dir\\n x 'quotes/storage/db/ query' -> too specific, misses results\\n\\n## Output Format\\n\\ngrep results auto-expand definitions with body context (struct fields, function signatures).\\nThis often provides enough information WITHOUT a follow-up Read call.\\nLines marked with | are definition body context. [def] marks definition files.\\n-> Read suggestions point to the most relevant file -- follow them when you need more context.\\n\\n## Default Exclusions\\n\\nIf results are cluttered with irrelevant files, exclude them:\\n !tests/ - exclude tests directory\\n !*.spec.ts - exclude test files\\n !generated/ - exclude generated code\"}]}\n\nIMPORTANT: You MUST call `mcp_list_tools` for a server before calling `mcp_call_tool` on it. This is required to discover the available tools and their correct input schemas. Never guess tool names or arguments — always list tools first.\n","metadata":{"metrics":null,"telemetry":{"source":"sysprompt","operation":"normal"},"created_at":"2026-07-07T22:56:34.124102Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"6ec97604-020b-49ca-b600-9c35f1440234"}],"tool_availability":{"BlockList":[{"Name":{"exact":"exit_plan_mode"}}]},"append_system_messages":[]},{"model":"swe-1-6-fast","source":{"Session":"System"},"context":[],"lifetime":{"Unique":"core/model"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":{"AllowList":[{"Name":{"exact":"exec"}},{"Name":{"exact":"read"}},{"Name":{"exact":"edit"}},{"Name":{"exact":"grep"}},{"Name":{"exact":"glob"}},{"Name":{"exact":"exit_plan_mode"}},{"Name":{"literal":"get_output"}},{"Name":{"literal":"kill_shell"}},{"Name":{"literal":"write_to_process"}},{"Name":{"literal":"write"}},{"Name":{"literal":"notebook_read"}},{"Name":{"literal":"notebook_edit"}},{"Name":{"literal":"todo_write"}},{"Name":{"literal":"webfetch"}},{"Name":{"literal":"web_search"}},{"Name":{"literal":"ask_user_question"}},{"Name":{"literal":"run_subagent"}},{"Name":{"literal":"read_subagent"}},{"Name":{"literal":"request_scope"}},{"Name":{"literal":"mcp_call_tool"}},{"Name":{"literal":"mcp_list_servers"}},{"Name":{"literal":"mcp_list_tools"}},{"Name":{"literal":"mcp_read_resource"}},{"Name":{"literal":"skill"}}]},"append_system_messages":[{"role":"system","content":"You are powered by SWE-1.6 Fast.","metadata":{"metrics":null,"telemetry":{"source":"system","operation":"unknown"},"created_at":"2026-07-07T22:56:34.124278Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"8cabcbb6-3522-4129-9dac-d6378f8fb7ce"}]},{"model":null,"source":{"Session":"System"},"context":[],"lifetime":{"Unique":"core/parallel-tool-calls"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[{"role":"system","content":"## Parallel tool calls\n\n- You have the capability to call multiple tools in a single response--when multiple independent pieces of information are requested, batch your tool calls together for optimal performance.\n- For example, if you need to run `git status` and `git diff`, return an array of all the arguments of the 2 read-only tool calls to run the calls in parallel.\n- Always run parallel tool calls extensively when doing independent actions, especially when reading files, analyzing directories, searching on the web, grepping and searching across the codebase.\n- Never perform dependent terminal commands or writes in parallel.","metadata":{"metrics":null,"telemetry":{"source":"system","operation":"unknown"},"created_at":"2026-07-07T22:56:34.124293Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"73d5ecda-54f6-4008-a694-dfa5843870d7"}]},{"model":null,"source":"Subagent","context":[],"lifetime":{"Unique":"core/read_only_kinds"},"permissions":[[{"Tool":{"Kind":"read"}},"Allow"],[{"Tool":{"Kind":"search"}},"Allow"],[{"Tool":{"Kind":"think"}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"System"},"context":[],"lifetime":{"Unique":"core/subagent_profiles"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[{"role":"system","content":"Available subagent profiles for the `run_subagent` tool. Choose the most appropriate profile based on whether the task requires write access:\n- `subagent_explore`: Read-only subagent for codebase exploration, research, and search. Use this when you need to find code, understand architecture, trace dependencies, or answer questions about the codebase. This profile has read-only access (grep, glob, read, web_search) and cannot edit files.\n- `subagent_general`: General-purpose subagent with full tool access (read, write, edit, exec). Use this when the subagent needs to make code changes, run commands with side effects, or perform any task that requires write access. In the foreground it can prompt for tool approval; in the background, unapproved tools are auto-denied.","metadata":{"metrics":null,"telemetry":{"source":"sysprompt","operation":"subagent_profiles"},"created_at":"2026-07-07T22:56:34.124302Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"d1a63b75-41f0-4a68-959e-37ff0bb12f46"}]},{"model":null,"source":"Managed","context":[],"lifetime":{"Unique":"workspace/config_protection"},"permissions":[[{"Scope":{"Write":{"glob":"/Users/root1/.config/devin/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/.config/devin/cli/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/.devin/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/.cognition/**/config*.json"}}},"ForceAsk"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":"Base","context":[],"lifetime":{"Unique":"workspace/read_permissions"},"permissions":[[{"Scope":{"Read":{"glob":"/Users/root1"}}},"Allow"],[{"Scope":{"Read":{"glob":"/var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501"}}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":"UserOverride","context":[],"lifetime":{"Unique":"workspace/project_override_permissions"},"permissions":[[{"Scope":{"Command":{"matcher":{"Prefix":"brightness"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"osascript"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"pkill"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"yt-dlp"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"ls"}}}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"System"},"context":[],"lifetime":{"Unique":"workspace/context"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/accept_edits"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/bypass"},"permissions":[["AnyScope","Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/autonomous"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]}],"workspace_dirs":null,"hidden":false,"metadata":"{\"total_credit_cost\":0,\"total_acu_cost\":0.0}"},"message_count":25,"messages":[{"message_id":"6ec97604-020b-49ca-b600-9c35f1440234","node_id":18,"role":"system","content":"You are Devin, an interactive command line agent from Cognition.\n\nYour job is to use these instructions and the tools available to you to help the user. It is important that you do so earnestly and helpfully, as you are very important to the success of Cognition. Best of luck! We love you. <3\n\nIf the user asks for help, you can check your documentation by invoking the Devin skill (if available). Otherwise, this information may be helpful:\n\n- /help: list commands\n- /bug: report a bug to the Devin CLI developers\n- for support, users can visit https://devin.ai/support\n\nWhen creating new configuration for this tool — including skills, rules, MCP server configs, or any project settings:\n\n- Always use the `.devin/` directory for NEW configuration (e.g. `.devin/skills//SKILL.md`, `.devin/config.json`)\n- For global (user-level) configuration, use `~/.config/devin/`\n- Do NOT place new configuration in `.claude/`, `.cursor/`, or other tool-specific directories unless explicitly asked. These are only read for compatibility, not written to.\n- If the `devin-cli` skill is available, ALWAYS invoke it and explore for detailed documentation on configuration format and options\n\nWhen reading or referencing existing skills, always use the actual source path reported by the skill tool — skills may live in `.devin/`, `.agents/`, or other directories.\n\n\n# Modes\n\nThe active mode is how the user would like you to act.\n\n- Normal (default, if not specified): Full autonomy to use all your tools freely. For example: exploring a codebase, writing or editing code, etc.\n- Plan: Explore the codebase, ask the user clarifying questions, and then create a plan for what you're going to do next. Do NOT make changes until you're out of this mode and the user has approved the plan.\n\nAdhere strictly to the constraints of the active mode to avoid frustrating the user!\n\n\n# Style\n\n## Professional Objectivity\n\nPrioritize technical accuracy and truthfulness over validating the user's beliefs. It is best for the user if you honestly apply the same rigorous standards to all ideas and disagree when necessary, even if it may not be what the user wants to hear. Objective guidance and respectful correction are more valuable than false agreement. Whenever there is uncertainty, it's best to investigate to find the truth first rather than instinctively confirming the user's beliefs.\n\n## Tone\n\n- Be concise, direct, and to the point. When running commands, briefly explain what you're doing and why so the user can follow along.\n- Remember that your output will be displayed in a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\n- Output text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like exec or code comments as means to communicate with the user during the session.\n- If you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\n- Only use emojis if the user explicitly requests it. Avoid using emojis in all communication unless asked.\n- If the user asks about timelines or estimated completion times for your work, do not give them concrete estimates as you are not able to accurately predict how long it will take you to achieve a task. Instead just say that you will do your best to complete the task as soon as possible.\n- Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.\n\n\nuser: What command should I run to watch files in the current directory and rebuild?\nassistant: [use the exec tool to run `ls` and list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nassistant: npm run dev\n\n\n\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nassistant: foo.c, bar.c, baz.c\nuser: which file contains the implementation of Foo?\nassistant: [reads foo.c]\nassistant: src/foo.c contains `struct Foo`, which implements [...]\n\n\n\nuser: can you write tests for this feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n\n\n## Proactiveness\n\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n\n1. Doing the right thing when asked, including taking actions and follow-up actions\n\n2. Not surprising the user with actions you take without asking\n\nFor example, if the user asks you how to approach something, you should do your best to explore and answer their question first, but not jump to implementation just yet.\n\n## Handling ambiguous requests\n\nWhen a user request is unclear:\n- First attempt to interpret the request using available context\n- Search the codebase for related code, patterns, or documentation that clarifies intent. Also consider searching the web.\n- If still uncertain after investigation, ask a focused clarifying question\n\n## File references\n\nWhen your output text references specific files or code snippets, use the `` and `` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `` - Reference an entire file\n- `` - Reference specific lines in a file\n\n\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. \n\n\n\nuser: Can you show me the config file?\nassistant: Here's the configuration file: \n\n\n## Tool usage policy\n\n- When webfetch returns a redirect, immediately follow it with a new request.\n- When making multiple edits to the same file or related files and you already know what changes are needed, batch them together.\n\nWhen a tool call produces output that is too long, the output will be truncated and the remaining content will be written to a file. You will see a `` tag containing the path to the overflow file. You are responsible for reading this file if you need the full output.\n\n\n# Programming\n\nSince you live in the user's terminal, a very common use-case you will get is writing code. Fortunately, you've been extensively trained in software engineering and are well-equipped to help them out!\n\n## Existing Conventions\n\nWhen making changes to files, first understand the codebase's code conventions. Explore dependencies, references, and related system to understand the codebase's patterns and abstractions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language). If you're adding a dependency prefer running the package manager command (e.g. npm add or cargo add) instead of editing the file.\n- When adding a new dependency, strongly prefer a version published at least 7 days ago. Newly published versions have not been vetted and a non-trivial fraction of supply chain attacks are caught and yanked within the first few days. Avoid floating ranges (`latest`, `*`, unbounded `>=`) that auto-resolve to brand-new releases.\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository. Never modify repository security policies or compliance controls (e.g. `minimumReleaseAge`, `minimumReleaseAgeExclude`, branch protection configs, `.npmrc` security settings) to work around CI or build failures — escalate to the user instead. Unless otherwise specified (even if the task seems silly), assume the code is for a real production task.\n\n## Code style\n\n- IMPORTANT: Do NOT add or remove comments unless asked! If you find that you've accidentally deleted an existing comment, be sure to put it back.\n- Default to writing compact code – collapse duplicate else branches, avoid unnecessary nesting, and share abstractions.\n- Follow idiomatic conventions for the language you're writing.\n- Avoid excessive & verbose error handling in your code. Errors should be handled, but not every line needs to be try/catched. Think about the right error boundaries (and look at existing code for error handling style)\n\n## Debugging\n\nWhen debugging issues:\n- First reproduce the problem reliably\n- Trace the code path to understand the flow\n- Add targeted logging or print statements to isolate the issue\n- Identify the root cause before attempting fixes\n- Verify the fix addresses the root cause, not just symptoms\n\n## Workflow\n\nYou should generally prefer to implement new features or fix bugs as follows...\n\n1. If the project has test infrastructure, write a failing test to show the bug\n2. Fix the bug\n3. Ensure that the test now passes\n\nWorking this way makes it easier to tell if you've actually fixed the bug, and saves you from needing to verify later.\n\n## Git\n\n### Creating commits\n1. Run in parallel: `git status`, `git diff`, `git log` (to match commit style)\n2. Draft a concise commit message focusing on \"why\" not \"what\". Check for sensitive info.\n3. Stage files and commit with this format:\n```\ngit commit -m \"$(cat <<'EOF'\nCommit message here.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>\nEOF\n)\"\n```\n4. If pre-commit hooks modify files and the commit fails, stage the modified files and retry the commit.\n\n### Creating pull requests\nUse `gh` for all GitHub operations. Run in parallel: `git status`, `git diff`, `git log`, `git diff main...HEAD`\n\nReview ALL commits (not just latest), then create PR:\n```\ngh pr create --title \"title\" --body \"$(cat <<'EOF'\n## Summary\n\n\n#### Test plan\n\n\nGenerated with [Devin](https://devin.ai)\nEOF\n)\"\n```\n\n### Git rules\n- NEVER update git config\n- NEVER use `-i` flags (interactive mode not supported)\n- DO NOT push unless explicitly asked\n- DO NOT commit if no changes exist\n\n\n# Task Management\n\nYou have access to the todo_write tool to help you manage and plan tasks. Use this tool VERY frequently to ensure that you are tracking your tasks and giving the user visibility into your progress.\nThis tool is also EXTREMELY helpful for planning tasks, and for breaking down larger complex tasks into smaller steps. If you do not use this tool when planning, you may forget to do important tasks - and that is unacceptable.\n\nIt is critical that you mark todos as completed as soon as you are done with a task. Do not batch up multiple tasks before marking them as completed.\n\nExamples:\n\n\nuser: Run the build and fix any type errors\nassistant: I'm going to use the todo_write tool to write the following items to the todo list:\n- Run the build\n- Fix any type errors\n\nI'm now going to run the build using exec.\n\nLooks like I found 10 type errors. I'm going to use the todo_write tool to write 10 items to the todo list.\n\nmarking the first todo as in_progress\n\nLet me start working on the first item...\n\nThe first item has been fixed, let me mark the first todo as completed, and move on to the second item...\n..\n..\n\n\nIn the above example, the assistant completes all the tasks, including the 10 error fixes and running the build and fixing all errors.\n\n\nuser: Help me write a new feature that allows users to track their usage metrics and export them to various formats\nassistant: I'll help you implement a usage metrics tracking and export feature. Let me first use the todo_write tool to plan this task.\nAdding the following todos to the todo list:\n1. Research existing metrics tracking in the codebase\n2. Design the metrics collection system\n3. Implement core metrics tracking functionality\n4. Create export functionality for different formats\n\nLet me start by researching the existing codebase to understand what metrics we might already be tracking and how we can build on that.\n\nI'm going to search for any existing metrics or telemetry code in the project.\n\nI've found some existing telemetry code. Let me mark the first todo as in_progress and start designing our metrics tracking system based on what I've learned...\n\n[Assistant continues implementing the feature step by step, marking todos as in_progress and completed as they go]\n\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including , as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\n\n\n## Completing Tasks\n\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n- Use the todo_write tool to plan the task if required\n- Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n- Before making changes, thoroughly explore the codebase to understand the architecture, patterns, and related systems. Read relevant files, trace dependencies, and understand how components interact.\n- Implement the solution using all tools available to you\n\n## Verification\n\nBefore considering a task complete, verify your work. Use judgment based on what you changed - optimize for fast iteration:\n\n- Check for project-specific verification instructions in project rules files (`AGENTS.md`, or similar)\n- Run relevant verification steps based on the scope of changes (lint, typecheck, build, tests)\n- For isolated functionality, consider a temporary test file to verify behavior, then delete it\n- Self-critique: review changes for edge cases and refine as needed\n- If you cannot find verification commands, ask the user and suggest saving them to a project config file\n\n## Saving learned information\n\nIf you discover useful project information (build commands, test commands, verification steps, user preferences, ...) that isn't already documented:\n- If a rules file exists (`AGENTS.md`, etc.), append to it\n- Otherwise, create `AGENTS.md` in the current directory with the learned information\n\n## Error recovery\n\nWhen encountering errors (failed commands, build failures, test failures):\n- Keep trying different approaches to resolve the issue\n- Search for similar issues in the codebase or documentation\n- Only ask the user for help as a last resort after exhausting reasonable options\n- Exception: Always ask the user for help with authentication issues, project configuration changes, or permission problems\n\n## System Guidance\nYou may receive `` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\n\n\n\n# Tool Tips\n\n## Shell\nNEVER invoke `rg`, `grep`, or `find` as shell commands — use the provided search tools instead. They have been optimized for correct permissions and access.\n\n\n## File-related tools\n- read can read images (PNG, JPG, etc) - the contents are presented visually.\n- For Jupyter notebooks (.ipynb files), use notebook_read instead of read.\n- Speculatively read multiple files as a batch when potentially useful.\n- Do NOT create documentation files to describe your changes or plan. Exception: persistent project info files like `AGENTS.md` are allowed.\n\n\n# Safety\n\nIMPORTANT: Assist with defensive security tasks only. Refuse to create, modify, or improve code that may be used maliciously. Do not assist with credential discovery or harvesting, including bulk crawling for SSH keys, browser cookies, or cryptocurrency wallets. Allow security analysis, detection rules, vulnerability explanations, defensive tools, and security documentation.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\n## Destructive Operations\n\nNEVER perform irreversible destructive operations without explicit user confirmation for that specific action, even if you have permission to run the command. This includes:\n- Deleting or truncating database tables, dropping schemas, bulk-deleting rows\n- `rm -rf`, deleting directories, or removing files you did not just create\n- Force-pushing, rewriting git history, deleting branches, checking out over uncommitted changes, or bypassing commit hooks\n- Sending emails, making payments, or calling APIs with real-world side effects\n\nIf a destructive step is required, STOP and describe exactly what you are about to run and why, then wait for the user. Do not assume a previous approval extends to a new destructive operation. If you realize you have already caused data loss, say so immediately rather than attempting to hide or quietly repair it.\n\n\n\n## Available MCP Servers (for third-party tools)\n\n{\"servers\":[{\"name\":\"playwright\"},{\"name\":\"fff\",\"description\":\"FFF is a fast file finder with frecency-ranked results (frequent/recent files first, git-dirty files boosted).\\n\\n## Which Tool Should I Use?\\n\\n- **grep**: DEFAULT tool. Searches file CONTENTS -- definitions, usage, patterns. Use when you have a specific name or pattern.\\n- **find_files**: Explores which files/modules exist for a topic. Use when you DON'T have a specific identifier or LOOKING FOR A FILE.\\n- **multi_grep**: OR logic across multiple patterns. Use for case variants (e.g. ['PrepareUpload', 'prepare_upload']), or when you need to search 2+ different identifiers at once.\\n\\n## Core Rules\\n\\n### 1. Search BARE IDENTIFIERS only\\nGrep matches single lines. Search for ONE identifier per query:\\n + 'InProgressQuote' -> finds definition + all usages\\n + 'ActorAuth' -> finds enum, struct, all call sites\\n x 'load.*metadata.*InProgressQuote' -> regex spanning multiple tokens, 0 results\\n x 'ctx.data::' -> code syntax, too specific, 0 results\\n x 'struct ActorAuth' -> adding keywords narrows results, misses enums/traits/type aliases\\n x 'TODO.*#\\\\d+' -> complex regex, use simple 'TODO' then filter visually\\n\\n### 2. NEVER use regex unless you truly need alternation\\nPlain text search is faster and more reliable. Regex patterns like `.*`, `\\\\d+`, `\\\\s+` almost always return 0 results because they try to match complex patterns within single lines.\\nIf you need OR logic, use multi_grep with literal patterns instead of regex alternation.\\n\\n### 3. Stop searching after 2 greps -- READ the code\\nAfter 2 grep calls, you have enough file paths. Read the top result to understand the code.\\nDo NOT keep grepping with variations. More greps != better understanding.\\n\\n### 4. Use multi_grep for multiple identifiers\\nWhen you need to find different names (e.g. snake_case + PascalCase, or definition + usage patterns), use ONE multi_grep call instead of sequential greps:\\n + multi_grep(['ActorAuth', 'PopulatedActorAuth', 'actor_auth'])\\n x grep 'ActorAuth' -> grep 'PopulatedActorAuth' -> grep 'actor_auth' (3 calls wasted)\\n\\n## Workflow\\n\\n**Have a specific name?** -> grep the bare identifier.\\n**Need multiple name variants?** -> multi_grep with all variants in one call.\\n**Exploring a topic / finding files?** -> find_files.\\n**Got results?** -> Read the top file. Don't grep again.\\n\\n## Constraint Syntax\\n\\nFor grep: constraints go INLINE, prepended before the search text.\\nFor multi_grep: constraints go in the separate 'constraints' parameter.\\n\\nConstraints MUST match one of these formats:\\n Extension: '*.rs', '*.{ts,tsx}'\\n Directory: 'src/', 'quotes/'\\n Filename: 'schema.rs', 'src/main.rs'\\n Exclude: '!test/', '!*.spec.ts'\\n\\n! Bare words without extensions are NOT constraints. 'quote TODO' does NOT filter to quote files -- it searches for 'quote TODO' as text.\\n + 'schema.rs TODO' -> searches for 'TODO' in files schema.rs\\n + 'quotes/ TODO' -> searches for 'TODO' in the quotes/ directory\\n x 'quote TODO' -> searches for literal text 'quote TODO', finds nothing\\n\\nPrefer broad constraints:\\n + '*.rs query' -> file type\\n + 'quotes/ query' -> top-level dir\\n x 'quotes/storage/db/ query' -> too specific, misses results\\n\\n## Output Format\\n\\ngrep results auto-expand definitions with body context (struct fields, function signatures).\\nThis often provides enough information WITHOUT a follow-up Read call.\\nLines marked with | are definition body context. [def] marks definition files.\\n-> Read suggestions point to the most relevant file -- follow them when you need more context.\\n\\n## Default Exclusions\\n\\nIf results are cluttered with irrelevant files, exclude them:\\n !tests/ - exclude tests directory\\n !*.spec.ts - exclude test files\\n !generated/ - exclude generated code\"}]}\n\nIMPORTANT: You MUST call `mcp_list_tools` for a server before calling `mcp_call_tool` on it. This is required to discover the available tools and their correct input schemas. Never guess tool names or arguments — always list tools first.\n","created_at":"2026-07-07T22:56:34.124102Z","finish_reason":null,"metrics":null},{"message_id":"d1a63b75-41f0-4a68-959e-37ff0bb12f46","node_id":19,"role":"system","content":"Available subagent profiles for the `run_subagent` tool. Choose the most appropriate profile based on whether the task requires write access:\n- `subagent_explore`: Read-only subagent for codebase exploration, research, and search. Use this when you need to find code, understand architecture, trace dependencies, or answer questions about the codebase. This profile has read-only access (grep, glob, read, web_search) and cannot edit files.\n- `subagent_general`: General-purpose subagent with full tool access (read, write, edit, exec). Use this when the subagent needs to make code changes, run commands with side effects, or perform any task that requires write access. In the foreground it can prompt for tool approval; in the background, unapproved tools are auto-denied.","created_at":"2026-07-07T22:56:34.124302Z","finish_reason":null,"metrics":null},{"message_id":"73d5ecda-54f6-4008-a694-dfa5843870d7","node_id":20,"role":"system","content":"## Parallel tool calls\n\n- You have the capability to call multiple tools in a single response--when multiple independent pieces of information are requested, batch your tool calls together for optimal performance.\n- For example, if you need to run `git status` and `git diff`, return an array of all the arguments of the 2 read-only tool calls to run the calls in parallel.\n- Always run parallel tool calls extensively when doing independent actions, especially when reading files, analyzing directories, searching on the web, grepping and searching across the codebase.\n- Never perform dependent terminal commands or writes in parallel.","created_at":"2026-07-07T22:56:34.124293Z","finish_reason":null,"metrics":null},{"message_id":"8cabcbb6-3522-4129-9dac-d6378f8fb7ce","node_id":21,"role":"system","content":"You are powered by SWE-1.6 Fast.","created_at":"2026-07-07T22:56:34.124278Z","finish_reason":null,"metrics":null},{"message_id":"9d8575fd-71ea-44e8-8435-99933b5e0193","node_id":22,"role":"system","content":"\nThe following information is automatically generated context about your current environment.\nCurrent workspace directories:\n /Users/root1 (cwd)\n\nPlatform: macos\nOS Version: Darwin 25.6.0\nToday's date: Tuesday, 2026-07-07\n\n","created_at":"2026-07-07T22:56:33.027244Z","finish_reason":null,"metrics":null},{"message_id":"ae785866-b006-4db0-a70d-41e3cb69f007","node_id":23,"role":"system","content":"\n\n\n\n\n\n# Agent Preferences\n\n- If I ever paste in a YouTube link, use yt-dlp to summarize the video.\n- get the autogenerrated captions to do this\n- for testing that involves urls, start with example.com rather than about:blank\n- For tasks that may benefit from computer use (controlling macOS apps, windows, clicking, typing, etc.), use the background-computer-use skill to control local macOS apps through the BackgroundComputerUse API\n- Secrets/tokens live in `~/.env` (e.g. `HF_TOKEN` for Hugging Face). Source it before use: `set -a; . ~/.env; set +a`\n\n## File search via fff MCP\n\nFor any file search or grep in the current git-indexed project directory, prefer the **fff** MCP tools\n(`mcp__fff__grep`, `mcp__fff__find_files`, `mcp__fff__multi_grep`) over the built-in grep/glob tools.\nfff is frecency-ranked, git-aware, and more token-efficient.\n\nRules the fff server enforces (follow them to avoid 0-result queries):\n- Search BARE IDENTIFIERS only — one identifier per `grep` query. No `load.*metadata.*Foo` style regex.\n- Don't use regex unless you truly need alternation; `.*`, `\\d+`, `\\s+` almost always return 0 results.\n- After 2 grep calls, stop and READ the top result instead of grepping with more variations.\n- Use `multi_grep` for OR logic across multiple identifiers (e.g. snake_case + PascalCase variants) in one call.\n- Have a specific name → `grep`. Exploring a topic / finding files → `find_files`.\n\nThe `fff-mcp` binary lives at `/Users/root1/.local/bin/fff-mcp` and is registered at user scope\nin `~/.config/devin/config.json`. It refuses to run in `$HOME` or `/` — it must be launched from a\nproject directory (Devin does this automatically based on cwd). Update with:\n`curl -fsSL https://raw.githubusercontent.com/dmtrKovalenko/fff.nvim/main/install-mcp.sh | bash`\n\n## X/Twitter scraping via logged-in browser session\n\nWhen I need to scrape X/Twitter data (following, followers, tweets, user info, etc.),\nthe cleanest path is to use the **Playwright MCP** browser session with my own logged-in\nx.com account, rather than spinning up twscrape's account-pool flow. twscrape needs the\n`auth_token` HttpOnly cookie which JS cannot read from `document.cookie`; the browser\nsession attaches all cookies automatically.\n\n### Flow\n1. `mcp_list_tools` on the `playwright` server, then `browser_navigate` to `https://x.com`.\n2. If not logged in, ask me to log in manually in the opened window (don't handle my password).\n3. Once on `https://x.com/home`, read `ct0` from `document.cookie`:\n `document.cookie.match(/ct0=([^;]+)/)[1]`\n4. Call X's GraphQL endpoints directly via `fetch()` inside `browser_evaluate`. Required headers:\n - `authorization: Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA` (the public web-app bearer token)\n - `x-csrf-token: `\n - `x-twitter-auth-type: OAuth2Session`\n - `x-twitter-active-user: yes`\n - `content-type: application/json`\n5. Paginate timelines by reading `content.cursorType === \"Bottom\"` entries and passing\n the value back as `variables.cursor` until it stops changing.\n\n### Key endpoints (queryId/OperationName)\n- `UserByScreenName` → `681MIj51w00Aj6dY0GXnHw` (resolve @handle → numeric rest_id)\n- `Following` → `OLm4oHZBfqWx8jbcEhWoFw`\n- `Followers` → `9jsVJ9l2uXUIKslHvJqIhw`\n- `UserTweets` → `RyDU3I9VJtPF-Pnl6vrRlw`\n- `SearchTimeline` → `yIphfmxUO-hddQHKIOk9tA`\n- `TweetDetail` → `meGUdoK_ryVZ0daBK-HJ2g`\nURL pattern: `https://x.com/i/api/graphql//?variables=&features=`\n\n### Response schema notes (current X web build)\n- User objects now put `screen_name` / `name` under `core`, NOT `legacy.screen_name`.\n twscrape's parser still reads `legacy.screen_name` and returns empty — needs updating.\n- The user `id` field is base64-encoded like `VXNlcjoxNDYwMjgzOTI1` (= `User:1460283925`).\n Decode with `atob(u.id).split(':')[1]` to get the numeric rest_id. `u.rest_id` may also\n be present directly.\n- `is_blue_verified` is the verified flag. `legacy.followers_count`, `legacy.description`\n still exist under `legacy`.\n- Filter timeline entries by `content.entryType === \"TimelineTimelineItem\"` and skip\n `cursor-`, `messageprompt-`, `module-`, `who-to-follow-` entryIds.\n\n### Features dict\nUse the full `GQL_FEATURES` block from twscrape's `api.py` — without it X returns\n`(336) The following features cannot be null`. Pass it URL-encoded as the `features` param.\n\n### Where things live\n- Output CSV: `~/Downloads/utilities/sdand_following.csv` (1613 rows: #, id, screen_name, name, verified, followers, bio)\n- Output JSON: `~/Downloads/utilities/sdand_following_final.json` (double-encoded JSON string; parse with `json.loads(json.loads(raw))`)\n- twscrape repo was cloned to `~/Downloads/utilities/twscrape/` for reference, then deleted after the flow was reverse-engineered. Re-clone from https://github.com/vladkens/twscrape.git if needed.\n\n## Fast Whisper transcription on Modal (A10G)\n\nFor transcribing long-form audio/video (interviews, podcasts, X/Twitter videos), use the\nutility at `~/Downloads/utilities/whisper_x/whisper_transcribe.py`. It does the full\npipeline: URL → yt-dlp download → ffmpeg audio extract → Modal volume upload →\nfaster-whisper on A10G → JSON + TXT output. Validated at **2.3 min wall clock for 65 min\nof audio** (no caching at any layer).\n\n### Usage\nShell alias (defined in `~/.zshrc`): `whisper`\n```bash\n# Transcribe an X/Twitter video (picks first playlist item)\nwhisper \"https://x.com/.../status/123\"\n\n# Pick a specific playlist item, use a smaller model\nwhisper \"https://x.com/...\" --playlist-item 2 --model-size medium\n\n# Transcribe a local audio file\nwhisper /path/to/audio.mp3 --name my-podcast\n\n# Custom output dir + keep downloaded source\nwhisper \"https://...\" --outdir ./transcripts --keep-source\n```\nTranscript text goes to stdout (pipe with `| pbcopy`); structured JSON + readable TXT\nsaved to `/.json` and `/.txt`.\n\n### Key optimizations (vs naive T4 run that took 11.7 min)\n- **A10G GPU** (~8x fp16 throughput vs T4; Modal ~$0.60/hr vs ~$0.16/hr — pennies for short jobs)\n- **`BatchedInferencePipeline`** with `batch_size=16` — batches encoder/decoder across chunks (2-4x)\n- **`beam_size=1`** (greedy) — ~2x faster, negligible WER increase for conversational speech\n- **`vad_filter=True`** — skips silence segments\n- **`compute_type=\"float16\"`** — halves memory bandwidth\n- **No caching**: `force_build=True` on apt/pip steps + unique `download_root` per run forces\n fresh image rebuild + fresh HF model download every time\n\n### Pinned versions (must match)\n- `faster-whisper==1.1.1` (provides `BatchedInferencePipeline`)\n- `ctranslate2==4.8.0`\n- Base image: `nvidia/cuda:12.6.3-cudnn-runtime-ubuntu22.04` (provides `libcublas.so.12`;\n `debian_slim` fails with `RuntimeError: Library libcublas.so.12 is not found`)\n\n### Audio prep (done automatically by the utility)\n```bash\nffmpeg -y -i input.mp4 -vn -ac 1 -ar 16000 -c:a aac -b:a 64k audio.m4a\n```\nMono 16kHz 64kbps AAC — a 65-min video (151 MB stream) becomes ~35 MB audio.\n\n### X/Twitter download notes\n- Tweet URLs can contain **playlists** (multiple videos). Use `--playlist-item N` to pick one.\n- Always use `-f bestaudio/best` to avoid downloading multi-GB high-bitrate video streams.\n- A 65-min interview's video variant can be 2.8+ GB; audio-only is ~63 MB (128 kbps).\n\n### Where things live\n- Utility: `~/Downloads/utilities/whisper_x/whisper_transcribe.py`\n- Strategy doc: `~/Downloads/utilities/whisper_x/STRATEGY.md` (full optimization breakdown)\n- Modal app (standalone): `~/Downloads/utilities/whisper_x/transcribe_fast.py`\n- Modal volume: `whisper-audio` (created automatically; holds uploaded audio files)\n- Modal profile: `aidenhuang-personal` (workspace with GPU access)\n\n\n","created_at":"2026-07-07T22:56:34.124603Z","finish_reason":null,"metrics":null},{"message_id":"be66ae3a-eccd-4f91-9f02-51d74589b587","node_id":24,"role":"user","content":"https://www.youtube.com/watch?v=h-wc9JnGJ6A","created_at":"2026-07-07T22:56:34.554219Z","finish_reason":null,"metrics":null},{"message_id":"d2f1c76f-d3ff-46c9-80a1-44a91f933fbd","node_id":25,"role":"system","content":"\nThe following skills can be invoked using the `skill` tool. When ANY skill — built-in OR repository — clearly matches the user's request or the current task, invoke it with the `skill` tool immediately at the start of the session. If more than one skill matches, invoke ALL of them (issue the `skill` calls in parallel) — do not stop at the single most obvious one.\n\n- **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/.agents/skills/cloudflare-email-service/SKILL.md)\n- **wrangler**: Cloudflare Workers CLI for deploying, developing, and managing Workers, KV, R2, D1, Vectorize, Hyperdrive, Workers AI, Containers, Queues, Workflows, Pipelines, and Secrets Store. Load before running wrangler commands to ensure correct syntax and best practices. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.agents/skills/wrangler/SKILL.md)\n- **cloudflare-one-migrations**: Plans migrations from Zscaler ZIA/ZPA, Palo Alto, legacy VPN, SWG, or SASE stacks to Cloudflare One. Use for migration assessments, policy mapping, rollout plans, and parity/gap analysis. (source: /Users/root1/.agents/skills/cloudflare-one-migrations/SKILL.md)\n- **durable-objects**: Create and review Cloudflare Durable Objects. Use when building stateful coordination (chat rooms, multiplayer games, booking systems), implementing RPC methods, SQLite storage, alarms, WebSockets, or reviewing DO code for best practices. Covers Workers integration, wrangler config, and testing with Vitest. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.agents/skills/durable-objects/SKILL.md)\n- **agents-sdk**: Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, chat applications, voice agents, or browser automation. Covers Agent class, state management, callable RPC, Workflows, durable execution, queues, retries, observability, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.agents/skills/agents-sdk/SKILL.md)\n- **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)\n- **web-perf**: Analyzes web performance using Chrome DevTools MCP. Measures Core Web Vitals (LCP, INP, CLS) and supplementary metrics (FCP, TBT, Speed Index), identifies render-blocking resources, network dependency chains, layout shifts, caching issues, and accessibility gaps. Use when asked to audit, profile, debug, or optimize page load performance, Lighthouse scores, or site speed. Biases towards retrieval from current documentation over pre-trained knowledge. (source: /Users/root1/.agents/skills/web-perf/SKILL.md)\n- **turnstile-spin**: Set up Cloudflare Turnstile end-to-end in a project — scan the codebase, create the widget via the Cloudflare API, deploy the managed siteverify Worker, write the frontend snippets, validate, and persist the skill. Load this when a user asks to add Turnstile, set up CAPTCHA, protect a form from bots, or fix a Turnstile integration. Mirrors developers.cloudflare.com/turnstile/spin. (source: /Users/root1/.agents/skills/turnstile-spin/SKILL.md)\n- **background-computer-use**: Launch and use the local BackgroundComputerUse macOS runtime through its self-documenting loopback API. Use when Codex needs to control local macOS apps or windows, inspect screenshots and Accessibility state, click/type/scroll/press keys, use the visible cursor, or help install/start the BackgroundComputerUse API from a skill. (source: /Users/root1/.devin/skills/background-computer-use/SKILL.md)\n- **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)\n- **cloudflare-one**: Guides Cloudflare One Zero Trust and SASE work across Access, Gateway, WARP, Tunnel, Cloudflare WAN, DLP, CASB, device posture, and identity. Use when designing, configuring, troubleshooting, or reviewing Cloudflare One deployments. Retrieval-first: use current Cloudflare docs/API schemas instead of embedded product docs. (source: /Users/root1/.agents/skills/cloudflare-one/SKILL.md)\n- **find-skills**: Helps users discover and install agent skills when they ask questions like \"how do I do X\", \"find a skill for X\", \"is there a skill that can...\", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill. (source: /Users/root1/.agents/skills/find-skills/SKILL.md)\n- **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/.agents/skills/cloudflare/SKILL.md)\n- **devin-cli**: Look up Devin CLI documentation (skills, extensibility, configuration, commands, models, troubleshooting) (source: /Users/root1/.local/share/devin/cli/_versions/3000.1.27/share/devin/docs)\n- **declarative-repo-setup**: Generate and verify a working environment.yaml (Devin snapshot-setup blueprint) for a repo (source: builtin:drs)\n","created_at":"2026-07-07T22:56:34.554756Z","finish_reason":null,"metrics":null},{"message_id":"20529d15-1a59-4c54-88f8-457cce7a6502","node_id":27,"role":"assistant","content":"I'll use yt-dlp to download the auto-generated captions from this YouTube video and summarize it for you.","tool_calls":[{"id":"f808afade","name":"exec","arguments":{"command":"which yt-dlp"}}],"thinking":"The user has provided a YouTube link. According to the AGENTS.md rules, if the user pastes in a YouTube link, I should use yt-dlp to summarize the video using the auto-generated captions.\n\nLet me first check if yt-dlp is available on the system, then download the video and extract the captions to summarize it.","created_at":"2026-07-07T22:56:35.676843Z","finish_reason":"tool_calls","metrics":{"ttft_ms":702,"total_time_ms":970,"input_tokens":1541,"output_tokens":104,"cache_read_tokens":15744,"cache_creation_tokens":null,"tpot_ms":2.576923076923077,"tokens_per_sec":388.05970149253733}},{"message_id":"5a3e1006-ee23-4373-9ed7-564b7a8b4c49","node_id":28,"role":"tool","content":"Output from command in shell 686e92:\n/Library/Frameworks/Python.framework/Versions/3.12/bin/yt-dlp\n\n\nExit code: 0","created_at":"2026-07-07T22:56:35.685167Z","finish_reason":null,"metrics":null},{"message_id":"1bf5ef2e-51c8-4826-8f28-b7f9a93b1586","node_id":30,"role":"assistant","content":"","tool_calls":[{"id":"349660e9c","name":"exec","arguments":{"command":"yt-dlp --write-auto-sub --sub-lang en --skip-download --sub-format vtt \"https://www.youtube.com/watch?v=h-wc9JnGJ6A\" -o \"captions\""}}],"thinking":"Good, yt-dlp is available. Now I'll use it to download the auto-generated captions from the YouTube video. I'll use the --write-auto-sub option to get the auto-generated captions.","created_at":"2026-07-07T22:56:36.556516Z","finish_reason":"tool_calls","metrics":{"ttft_ms":687,"total_time_ms":870,"input_tokens":147,"output_tokens":94,"cache_read_tokens":17280,"cache_creation_tokens":null,"tpot_ms":1.946808510638298,"tokens_per_sec":513.6612021857924}},{"message_id":"8c57ce0c-dd86-410c-bb4d-3942e6fdff77","node_id":31,"role":"tool","content":"Output from command in shell 9e5c82:\nWARNING: Your yt-dlp version (2025.12.08) is older than 90 days!\n It is strongly recommended to always use the latest version.\n You installed yt-dlp with pip or using the wheel from PyPi; Use that to update.\n To suppress this warning, add --no-update to your command/config.\n[youtube] Extracting URL: https://www.youtube.com/watch?v=h-wc9JnGJ6A\n[youtube] h-wc9JnGJ6A: Downloading webpage\n[youtube] h-wc9JnGJ6A: Downloading tv client config\n[youtube] h-wc9JnGJ6A: Downloading player f551602d-main\n[youtube] h-wc9JnGJ6A: Downloading tv player API JSON\n[youtube] h-wc9JnGJ6A: Downloading android sdkless player API JSON\n[youtube] [jsc:deno] Solving JS challenges using deno\nWARNING: [youtube] [jsc] Remote components challenge solver script (deno) and NPM package (deno) were skipped. These may be required to solve JS challenges. You can enable these downloads with --remote-components ejs:github (recommended) or --remote-components ejs:npm , respectively. For more information and alternatives, refer to https://github.com/yt-dlp/yt-dlp/wiki/EJS\nWARNING: [youtube] h-wc9JnGJ6A: n challenge solving failed: Some formats may be missing. Ensure you have a supported JavaScript runtime and challenge solver script distribution installed. Review any warnings presented before this message. For more details, refer to https://github.com/yt-dlp/yt-dlp/wiki/EJS\n[info] h-wc9JnGJ6A: Downloading subtitles: en\n[info] h-wc9JnGJ6A: Downloading 1 format(s): 139-18\nDeleting existing file captions.en.vtt\n[info] Writing video subtitles to: captions.en.vtt\n[download] Destination: captions.en.vtt\n\r[download] 1.00KiB at Unknown B/s (00:00:00)\r[download] 3.00KiB at Unknown B/s (00:00:00)\r[download] 7.00KiB at 3.87MiB/s (00:00:00)\r[download] 15.00KiB at 2.76MiB/s (00:00:00)\r[download] 31.00KiB at 1.44MiB/s (00:00:00)\r[download] 63.00KiB at 1.77MiB/s (00:00:00)\r[download] 100.81KiB at 2.13MiB/s (00:00:00)\r[download] 100% of 100.81KiB in 00:00:00 at 569.55KiB/s\n\n\nExit code: 0","created_at":"2026-07-07T22:56:39.310610Z","finish_reason":null,"metrics":null},{"message_id":"d422a82c-df32-4a28-8c6a-dda36d4be1aa","node_id":33,"role":"assistant","content":"","tool_calls":[{"id":"b86c332a7","name":"read","arguments":{"file_path":"/Users/root1/captions.en.vtt"}}],"thinking":"Great! The captions have been downloaded to captions.en.vtt. Now I need to read the VTT file and convert it to a readable format to summarize the content. VTT files have a specific format with timestamps and text. Let me read the file first.","created_at":"2026-07-07T22:56:40.015840Z","finish_reason":"tool_calls","metrics":{"ttft_ms":513,"total_time_ms":704,"input_tokens":808,"output_tokens":73,"cache_read_tokens":17408,"cache_creation_tokens":null,"tpot_ms":2.6164383561643834,"tokens_per_sec":382.19895287958116}},{"message_id":"16828a2c-a601-4252-9cd9-52e2d409e366","node_id":34,"role":"tool","content":"\n 1|WEBVTT\n 2|Kind: captions\n 3|Language: en\n 4|\n 5|00:00:00.360 --> 00:00:01.910 align:start position:0%\n 6| \n 7|Greetings,<00:00:00.800> people<00:00:01.040> of<00:00:01.160> Pinkbike.<00:00:01.720> I'm\n 8|\n 9|00:00:01.910 --> 00:00:01.920 align:start position:0%\n 10|Greetings, people of Pinkbike. I'm\n 11| \n 12|\n 13|00:00:01.920 --> 00:00:04.350 align:start position:0%\n 14|Greetings, people of Pinkbike. I'm\n 15|Dario,<00:00:02.360> and<00:00:02.480> with<00:00:02.680> me<00:00:02.800> here<00:00:03.160> are<00:00:03.320> two<00:00:04.000> very\n 16|\n 17|00:00:04.350 --> 00:00:04.360 align:start position:0%\n 18|Dario, and with me here are two very\n 19| \n 20|\n 21|00:00:04.360 --> 00:00:07.850 align:start position:0%\n 22|Dario, and with me here are two very\n 23|different<00:00:04.760> bikes<00:00:05.040> that<00:00:05.240> look<00:00:05.600> very<00:00:05.880> similar.\n 24|\n 25|00:00:07.850 --> 00:00:07.860 align:start position:0%\n 26|different bikes that look very similar.\n 27| \n 28|\n 29|00:00:07.860 --> 00:00:12.435 align:start position:0%\n 30|different bikes that look very similar.\n 31|>> [music]\n 32|\n 33|00:00:12.435 --> 00:00:12.445 align:start position:0%\n 34| \n 35| \n 36|\n 37|00:00:12.445 --> 00:00:13.030 align:start position:0%\n 38| \n 39|[music]\n 40|\n 41|00:00:13.030 --> 00:00:13.040 align:start position:0%\n 42|[music]\n 43| \n 44|\n 45|00:00:13.040 --> 00:00:15.070 align:start position:0%\n 46|[music]\n 47|>> I<00:00:13.400> thought<00:00:13.800> there<00:00:13.960> would<00:00:14.080> be<00:00:14.240> like<00:00:14.680> really\n 48|\n 49|00:00:15.070 --> 00:00:15.080 align:start position:0%\n 50|>> I thought there would be like really\n 51| \n 52|\n 53|00:00:15.080 --> 00:00:16.590 align:start position:0%\n 54|>> I thought there would be like really\n 55|subtle<00:00:15.440> differences<00:00:15.920> between<00:00:16.160> the<00:00:16.280> two,<00:00:16.480> but\n 56|\n 57|00:00:16.590 --> 00:00:16.600 align:start position:0%\n 58|subtle differences between the two, but\n 59| \n 60|\n 61|00:00:16.600 --> 00:00:18.470 align:start position:0%\n 62|subtle differences between the two, but\n 63|they<00:00:16.720> feel<00:00:17.000> like<00:00:17.480> surprisingly<00:00:18.120> different\n 64|\n 65|00:00:18.470 --> 00:00:18.480 align:start position:0%\n 66|they feel like surprisingly different\n 67| \n 68|\n 69|00:00:18.480 --> 00:00:22.070 align:start position:0%\n 70|they feel like surprisingly different\n 71|bikes.<00:00:18.880> So,\n 72|\n 73|00:00:22.070 --> 00:00:22.080 align:start position:0%\n 74| \n 75| \n 76|\n 77|00:00:22.080 --> 00:00:24.470 align:start position:0%\n 78| \n 79|berry<00:00:22.360> season.<00:00:23.200> On<00:00:23.360> the<00:00:23.440> left,<00:00:24.120> brand<00:00:24.360> new\n 80|\n 81|00:00:24.470 --> 00:00:24.480 align:start position:0%\n 82|berry season. On the left, brand new\n 83| \n 84|\n 85|00:00:24.480 --> 00:00:25.830 align:start position:0%\n 86|berry season. On the left, brand new\n 87|Santa<00:00:24.720> Cruz<00:00:24.880> Tallboy,<00:00:25.240> just<00:00:25.440> came<00:00:25.600> out<00:00:25.800> a\n 88|\n 89|00:00:25.830 --> 00:00:25.840 align:start position:0%\n 90|Santa Cruz Tallboy, just came out a\n 91| \n 92|\n 93|00:00:25.840 --> 00:00:28.070 align:start position:0%\n 94|Santa Cruz Tallboy, just came out a\n 95|couple<00:00:26.080> weeks<00:00:26.280> ago.<00:00:27.000> I<00:00:27.120> wrote<00:00:27.520> a<00:00:27.560> first<00:00:27.800> ride\n 96|\n 97|00:00:28.070 --> 00:00:28.080 align:start position:0%\n 98|couple weeks ago. I wrote a first ride\n 99| \n100|\n101|00:00:28.080 --> 00:00:29.670 align:start position:0%\n102|couple weeks ago. I wrote a first ride\n103|on<00:00:28.240> it<00:00:28.400> with<00:00:28.520> some<00:00:28.640> impressions.<00:00:29.480> You<00:00:29.560> can\n104|\n105|00:00:29.670 --> 00:00:29.680 align:start position:0%\n106|on it with some impressions. You can\n107| \n108|\n109|00:00:29.680 --> 00:00:31.990 align:start position:0%\n110|on it with some impressions. You can\n111|read<00:00:29.880> all<00:00:30.000> about<00:00:30.320> that<00:00:30.480> on<00:00:30.600> pinkbike.com,<00:00:31.680> and\n112|\n113|00:00:31.990 --> 00:00:32.000 align:start position:0%\n114|read all about that on pinkbike.com, and\n115| \n116|\n117|00:00:32.000 --> 00:00:34.350 align:start position:0%\n118|read all about that on pinkbike.com, and\n119|you<00:00:32.119> can<00:00:32.240> read<00:00:32.520> about<00:00:33.040> two<00:00:33.200> dozen<00:00:33.840> comments\n120|\n121|00:00:34.350 --> 00:00:34.360 align:start position:0%\n122|you can read about two dozen comments\n123| \n124|\n125|00:00:34.360 --> 00:00:36.830 align:start position:0%\n126|you can read about two dozen comments\n127|about<00:00:34.640> how<00:00:34.800> similar<00:00:35.240> it<00:00:35.360> looked<00:00:35.640> to<00:00:35.960> the<00:00:36.160> 2020\n128|\n129|00:00:36.830 --> 00:00:36.840 align:start position:0%\n130|about how similar it looked to the 2020\n131| \n132|\n133|00:00:36.840 --> 00:00:38.870 align:start position:0%\n134|about how similar it looked to the 2020\n135|Norco<00:00:37.320> Optic.<00:00:37.880> Here<00:00:38.040> it<00:00:38.120> is<00:00:38.240> right<00:00:38.400> here.<00:00:38.760> They\n136|\n137|00:00:38.870 --> 00:00:38.880 align:start position:0%\n138|Norco Optic. Here it is right here. They\n139| \n140|\n141|00:00:38.880 --> 00:00:41.750 align:start position:0%\n142|Norco Optic. Here it is right here. They\n143|do<00:00:39.000> look<00:00:39.160> fairly<00:00:39.400> similar,<00:00:40.240> both<00:00:40.880> horse<00:00:41.160> link\n144|\n145|00:00:41.750 --> 00:00:41.760 align:start position:0%\n146|do look fairly similar, both horse link\n147| \n148|\n149|00:00:41.760 --> 00:00:44.350 align:start position:0%\n150|do look fairly similar, both horse link\n151|short<00:00:42.000> travel<00:00:42.280> bikes<00:00:42.920> with<00:00:43.680> um\n152|\n153|00:00:44.350 --> 00:00:44.360 align:start position:0%\n154|short travel bikes with um\n155| \n156|\n157|00:00:44.360 --> 00:00:46.390 align:start position:0%\n158|short travel bikes with um\n159|kind<00:00:44.520> of<00:00:44.600> do-it-all<00:00:44.920> geometry.<00:00:45.680> We<00:00:45.840> gave<00:00:46.280> the\n160|\n161|00:00:46.390 --> 00:00:46.400 align:start position:0%\n162|kind of do-it-all geometry. We gave the\n163| \n164|\n165|00:00:46.400 --> 00:00:48.310 align:start position:0%\n166|kind of do-it-all geometry. We gave the\n167|Optic<00:00:47.120> bike<00:00:47.320> of<00:00:47.400> the<00:00:47.480> year<00:00:47.720> back<00:00:48.000> when<00:00:48.080> it<00:00:48.160> was\n168|\n169|00:00:48.310 --> 00:00:48.320 align:start position:0%\n170|Optic bike of the year back when it was\n171| \n172|\n173|00:00:48.320 --> 00:00:51.110 align:start position:0%\n174|Optic bike of the year back when it was\n175|released,<00:00:49.320> and<00:00:49.560> it<00:00:49.640> holds<00:00:49.960> up.<00:00:50.440> But,<00:00:50.880> we<00:00:50.960> want\n176|\n177|00:00:51.110 --> 00:00:51.120 align:start position:0%\n178|released, and it holds up. But, we want\n179| \n180|\n181|00:00:51.120 --> 00:00:53.390 align:start position:0%\n182|released, and it holds up. But, we want\n183|to<00:00:51.200> see<00:00:51.360> just<00:00:51.560> how<00:00:51.680> similar<00:00:52.160> it<00:00:52.320> is,<00:00:52.800> in<00:00:52.920> fact,\n184|\n185|00:00:53.390 --> 00:00:53.400 align:start position:0%\n186|to see just how similar it is, in fact,\n187| \n188|\n189|00:00:53.400 --> 00:00:55.470 align:start position:0%\n190|to see just how similar it is, in fact,\n191|to<00:00:53.520> the<00:00:53.640> Tallboy.<00:00:54.160> So,<00:00:54.840> I<00:00:54.960> went<00:00:55.120> on<00:00:55.200> the<00:00:55.280> buy\n192|\n193|00:00:55.470 --> 00:00:55.480 align:start position:0%\n194|to the Tallboy. So, I went on the buy\n195| \n196|\n197|00:00:55.480 --> 00:00:58.070 align:start position:0%\n198|to the Tallboy. So, I went on the buy\n199|sell.<00:00:56.200> I<00:00:56.360> found<00:00:56.920> a<00:00:56.960> guy<00:00:57.240> who<00:00:57.400> was<00:00:57.520> selling<00:00:57.960> an\n200|\n201|00:00:58.070 --> 00:00:58.080 align:start position:0%\n202|sell. I found a guy who was selling an\n203| \n204|\n205|00:00:58.080 --> 00:01:00.550 align:start position:0%\n206|sell. I found a guy who was selling an\n207|extra<00:00:58.360> large<00:00:58.600> Optic<00:00:59.240> in<00:00:59.360> the<00:00:59.520> area,<00:01:00.160> convinced\n208|\n209|00:01:00.550 --> 00:01:00.560 align:start position:0%\n210|extra large Optic in the area, convinced\n211| \n212|\n213|00:01:00.560 --> 00:01:02.550 align:start position:0%\n214|extra large Optic in the area, convinced\n215|him<00:01:00.800> to<00:01:00.960> let<00:01:01.160> us<00:01:01.280> borrow<00:01:01.520> it<00:01:01.600> for<00:01:01.720> the<00:01:01.800> day.\n216|\n217|00:01:02.550 --> 00:01:02.560 align:start position:0%\n218|him to let us borrow it for the day.\n219| \n220|\n221|00:01:02.560 --> 00:01:04.270 align:start position:0%\n222|him to let us borrow it for the day.\n223|We're<00:01:02.760> out<00:01:02.920> here<00:01:03.240> to<00:01:03.360> ride<00:01:03.560> them<00:01:03.760> back-to-back\n224|\n225|00:01:04.270 --> 00:01:04.280 align:start position:0%\n226|We're out here to ride them back-to-back\n227| \n228|\n229|00:01:04.280 --> 00:01:06.030 align:start position:0%\n230|We're out here to ride them back-to-back\n231|on<00:01:04.360> the<00:01:04.440> same<00:01:04.640> trail<00:01:04.960> and<00:01:05.080> see<00:01:05.280> how<00:01:05.640> similar\n232|\n233|00:01:06.030 --> 00:01:06.040 align:start position:0%\n234|on the same trail and see how similar\n235| \n236|\n237|00:01:06.040 --> 00:01:07.470 align:start position:0%\n238|on the same trail and see how similar\n239|and<00:01:06.200> how<00:01:06.320> different<00:01:06.640> they<00:01:06.720> really<00:01:07.000> are.<00:01:07.360> They\n240|\n241|00:01:07.470 --> 00:01:07.480 align:start position:0%\n242|and how different they really are. They\n243| \n244|\n245|00:01:07.480 --> 00:01:10.470 align:start position:0%\n246|and how different they really are. They\n247|are<00:01:07.680> really,<00:01:07.920> really<00:01:08.120> similar<00:01:08.680> on<00:01:08.840> paper.<00:01:09.800> Uh\n248|\n249|00:01:10.470 --> 00:01:10.480 align:start position:0%\n250|are really, really similar on paper. Uh\n251| \n252|\n253|00:01:10.480 --> 00:01:12.790 align:start position:0%\n254|are really, really similar on paper. Uh\n255|I'm<00:01:10.720> riding<00:01:10.920> an<00:01:11.000> extra<00:01:11.200> large<00:01:11.880> on<00:01:12.000> both<00:01:12.200> bikes.\n256|\n257|00:01:12.790 --> 00:01:12.800 align:start position:0%\n258|I'm riding an extra large on both bikes.\n259| \n260|\n261|00:01:12.800 --> 00:01:15.870 align:start position:0%\n262|I'm riding an extra large on both bikes.\n263|The<00:01:13.440> reach<00:01:13.760> on<00:01:13.880> the<00:01:13.960> Tallboy<00:01:14.400> is<00:01:14.600> 495<00:01:15.480> mil.<00:01:15.760> The\n264|\n265|00:01:15.870 --> 00:01:15.880 align:start position:0%\n266|The reach on the Tallboy is 495 mil. The\n267| \n268|\n269|00:01:15.880 --> 00:01:19.030 align:start position:0%\n270|The reach on the Tallboy is 495 mil. The\n271|reach<00:01:16.200> on<00:01:16.320> the<00:01:16.480> Optic<00:01:17.120> is<00:01:17.440> 510.<00:01:18.440> So,<00:01:18.520> that's\n272|\n273|00:01:19.030 --> 00:01:19.040 align:start position:0%\n274|reach on the Optic is 510. So, that's\n275| \n276|\n277|00:01:19.040 --> 00:01:20.790 align:start position:0%\n278|reach on the Optic is 510. So, that's\n279|one<00:01:19.200> of<00:01:19.240> the<00:01:19.320> bigger<00:01:19.520> differences,<00:01:20.440> slightly\n280|\n281|00:01:20.790 --> 00:01:20.800 align:start position:0%\n282|one of the bigger differences, slightly\n283| \n284|\n285|00:01:20.800 --> 00:01:22.350 align:start position:0%\n286|one of the bigger differences, slightly\n287|longer<00:01:21.080> reach<00:01:21.280> on<00:01:21.360> the<00:01:21.480> Optic,<00:01:22.080> a<00:01:22.120> little<00:01:22.240> bit\n288|\n289|00:01:22.350 --> 00:01:22.360 align:start position:0%\n290|longer reach on the Optic, a little bit\n291| \n292|\n293|00:01:22.360 --> 00:01:24.070 align:start position:0%\n294|longer reach on the Optic, a little bit\n295|shorter<00:01:22.600> on<00:01:22.680> the<00:01:22.720> Tallboy.\n296|\n297|00:01:24.070 --> 00:01:24.080 align:start position:0%\n298|shorter on the Tallboy.\n299| \n300|\n301|00:01:24.080 --> 00:01:25.830 align:start position:0%\n302|shorter on the Tallboy.\n303|The<00:01:24.200> head<00:01:24.400> angle<00:01:24.840> across<00:01:25.200> the<00:01:25.320> two<00:01:25.600> is\n304|\n305|00:01:25.830 --> 00:01:25.840 align:start position:0%\n306|The head angle across the two is\n307| \n308|\n309|00:01:25.840 --> 00:01:28.870 align:start position:0%\n310|The head angle across the two is\n311|identical<00:01:26.640> within<00:01:26.960> like<00:01:27.280> 0.1<00:01:27.840> degree.<00:01:28.440> So,\n312|\n313|00:01:28.870 --> 00:01:28.880 align:start position:0%\n314|identical within like 0.1 degree. So,\n315| \n316|\n317|00:01:28.880 --> 00:01:30.830 align:start position:0%\n318|identical within like 0.1 degree. So,\n319|really,<00:01:29.080> really<00:01:29.280> similar<00:01:29.640> steering<00:01:30.040> angle.\n320|\n321|00:01:30.830 --> 00:01:30.840 align:start position:0%\n322|really, really similar steering angle.\n323| \n324|\n325|00:01:30.840 --> 00:01:32.710 align:start position:0%\n326|really, really similar steering angle.\n327|The<00:01:31.000> stack<00:01:31.360> heights<00:01:31.680> are<00:01:31.920> a<00:01:32.000> bit<00:01:32.160> different.\n328|\n329|00:01:32.710 --> 00:01:32.720 align:start position:0%\n330|The stack heights are a bit different.\n331| \n332|\n333|00:01:32.720 --> 00:01:35.030 align:start position:0%\n334|The stack heights are a bit different.\n335|The<00:01:33.280> Santa<00:01:33.560> Cruz<00:01:33.800> is<00:01:33.920> taller,<00:01:34.400> the<00:01:34.520> Norco<00:01:34.880> is<00:01:35.000> a\n336|\n337|00:01:35.030 --> 00:01:35.040 align:start position:0%\n338|The Santa Cruz is taller, the Norco is a\n339| \n340|\n341|00:01:35.040 --> 00:01:36.910 align:start position:0%\n342|The Santa Cruz is taller, the Norco is a\n343|bit<00:01:35.240> shorter,<00:01:35.920> but<00:01:36.040> both<00:01:36.280> are<00:01:36.320> within<00:01:36.760> what\n344|\n345|00:01:36.910 --> 00:01:36.920 align:start position:0%\n346|bit shorter, but both are within what\n347| \n348|\n349|00:01:36.920 --> 00:01:39.190 align:start position:0%\n350|bit shorter, but both are within what\n351|I'd<00:01:37.040> call<00:01:37.200> like<00:01:37.480> a<00:01:37.520> normal<00:01:37.880> range.\n352|\n353|00:01:39.190 --> 00:01:39.200 align:start position:0%\n354|I'd call like a normal range.\n355| \n356|\n357|00:01:39.200 --> 00:01:39.830 align:start position:0%\n358|I'd call like a normal range.\n359|Uh\n360|\n361|00:01:39.830 --> 00:01:39.840 align:start position:0%\n362|Uh\n363| \n364|\n365|00:01:39.840 --> 00:01:40.910 align:start position:0%\n366|Uh\n367|The<00:01:39.960> seat<00:01:40.200> tube<00:01:40.360> angles<00:01:40.600> are<00:01:40.720> pretty\n368|\n369|00:01:40.910 --> 00:01:40.920 align:start position:0%\n370|The seat tube angles are pretty\n371| \n372|\n373|00:01:40.920 --> 00:01:44.990 align:start position:0%\n374|The seat tube angles are pretty\n375|different.<00:01:41.640> The<00:01:42.160> Tallboy<00:01:42.760> is<00:01:43.160> 77.5,\n376|\n377|00:01:44.990 --> 00:01:45.000 align:start position:0%\n378|different. The Tallboy is 77.5,\n379| \n380|\n381|00:01:45.000 --> 00:01:48.670 align:start position:0%\n382|different. The Tallboy is 77.5,\n383|and<00:01:45.160> the<00:01:45.320> Optic<00:01:45.640> is<00:01:45.760> 76<00:01:46.760> degrees.<00:01:47.440> So,<00:01:48.240> slacker\n384|\n385|00:01:48.670 --> 00:01:48.680 align:start position:0%\n386|and the Optic is 76 degrees. So, slacker\n387| \n388|\n389|00:01:48.680 --> 00:01:50.590 align:start position:0%\n390|and the Optic is 76 degrees. So, slacker\n391|on<00:01:48.800> the<00:01:48.920> Optic,<00:01:49.680> a<00:01:49.720> bit<00:01:49.840> more<00:01:50.000> upright<00:01:50.440> on<00:01:50.520> the\n392|\n393|00:01:50.590 --> 00:01:50.600 align:start position:0%\n394|on the Optic, a bit more upright on the\n395| \n396|\n397|00:01:50.600 --> 00:01:51.830 align:start position:0%\n398|on the Optic, a bit more upright on the\n399|Tallboy.\n400|\n401|00:01:51.830 --> 00:01:51.840 align:start position:0%\n402|Tallboy.\n403| \n404|\n405|00:01:51.840 --> 00:01:53.270 align:start position:0%\n406|Tallboy.\n407|And<00:01:52.000> then,<00:01:52.160> I<00:01:52.200> think<00:01:52.720> that<00:01:52.880> will<00:01:53.040> make<00:01:53.200> a\n408|\n409|00:01:53.270 --> 00:01:53.280 align:start position:0%\n410|And then, I think that will make a\n411| \n412|\n413|00:01:53.280 --> 00:01:54.710 align:start position:0%\n414|And then, I think that will make a\n415|meaningful<00:01:53.720> difference<00:01:54.040> in<00:01:54.120> terms<00:01:54.360> of<00:01:54.480> the\n416|\n417|00:01:54.710 --> 00:01:54.720 align:start position:0%\n418|meaningful difference in terms of the\n419| \n420|\n421|00:01:54.720 --> 00:01:56.990 align:start position:0%\n422|meaningful difference in terms of the\n423|top<00:01:55.040> tube<00:01:55.280> length,<00:01:55.560> cuz<00:01:55.800> the<00:01:56.400> longer<00:01:56.720> reach<00:01:56.920> on\n424|\n425|00:01:56.990 --> 00:01:57.000 align:start position:0%\n426|top tube length, cuz the longer reach on\n427| \n428|\n429|00:01:57.000 --> 00:01:59.110 align:start position:0%\n430|top tube length, cuz the longer reach on\n431|the<00:01:57.160> optic<00:01:57.440> will<00:01:57.560> kind<00:01:57.760> of<00:01:57.840> like<00:01:58.440> double<00:01:58.800> that\n432|\n433|00:01:59.110 --> 00:01:59.120 align:start position:0%\n434|the optic will kind of like double that\n435| \n436|\n437|00:01:59.120 --> 00:02:01.270 align:start position:0%\n438|the optic will kind of like double that\n439|feeling.<00:01:59.880> Bottom<00:02:00.160> bracket<00:02:00.480> drop<00:02:00.760> is<00:02:00.920> very\n440|\n441|00:02:01.270 --> 00:02:01.280 align:start position:0%\n442|feeling. Bottom bracket drop is very\n443| \n444|\n445|00:02:01.280 --> 00:02:03.230 align:start position:0%\n446|feeling. Bottom bracket drop is very\n447|similar<00:02:01.680> between<00:02:01.960> the<00:02:02.040> two,<00:02:02.880> though<00:02:03.120> the\n448|\n449|00:02:03.230 --> 00:02:03.240 align:start position:0%\n450|similar between the two, though the\n451| \n452|\n453|00:02:03.240 --> 00:02:05.350 align:start position:0%\n454|similar between the two, though the\n455|Tallboy's<00:02:03.680> is<00:02:03.840> adjustable.<00:02:04.840> And<00:02:05.040> then\n456|\n457|00:02:05.350 --> 00:02:05.360 align:start position:0%\n458|Tallboy's is adjustable. And then\n459| \n460|\n461|00:02:05.360 --> 00:02:07.350 align:start position:0%\n462|Tallboy's is adjustable. And then\n463|looking<00:02:05.680> at<00:02:05.800> the<00:02:05.880> chainstay<00:02:06.280> length,<00:02:06.800> it's\n464|\n465|00:02:07.350 --> 00:02:07.360 align:start position:0%\n466|looking at the chainstay length, it's\n467| \n468|\n469|00:02:07.360 --> 00:02:10.550 align:start position:0%\n470|looking at the chainstay length, it's\n471|identical,<00:02:07.920> 440<00:02:08.520> mm<00:02:09.039> on<00:02:09.200> both<00:02:09.440> bikes.<00:02:09.960> So,\n472|\n473|00:02:10.550 --> 00:02:10.560 align:start position:0%\n474|identical, 440 mm on both bikes. So,\n475| \n476|\n477|00:02:10.560 --> 00:02:12.110 align:start position:0%\n478|identical, 440 mm on both bikes. So,\n479|they<00:02:10.759> are<00:02:10.960> really<00:02:11.200> really<00:02:11.400> similar.<00:02:11.880> There\n","created_at":"2026-07-07T22:56:40.038759Z","finish_reason":null,"metrics":null},{"message_id":"cdf9f0ac-deca-4d47-a9ad-78744c548ce4","node_id":36,"role":"assistant","content":"","tool_calls":[{"id":"264b89055","name":"read","arguments":{"file_path":"/Users/root1/captions.en.vtt","offset":480,"limit":480}}],"thinking":"The VTT file is quite long and contains a lot of timestamp information and formatting. Let me read more of the file to get a better understanding of the full content, then I'll extract just the text portions to create a summary.","created_at":"2026-07-07T22:56:41.022218Z","finish_reason":"tool_calls","metrics":{"ttft_ms":784,"total_time_ms":982,"input_tokens":10384,"output_tokens":79,"cache_read_tokens":18176,"cache_creation_tokens":null,"tpot_ms":2.5063291139240507,"tokens_per_sec":398.989898989899}},{"message_id":"cbecdc61-56b8-4bb2-8a51-d7c5e815ad25","node_id":37,"role":"tool","content":"\n480|\n481|00:02:12.110 --> 00:02:12.120 align:start position:0%\n482|they are really really similar. There\n483| \n484|\n485|00:02:12.120 --> 00:02:13.430 align:start position:0%\n486|they are really really similar. There\n487|are<00:02:12.320> going<00:02:12.520> to<00:02:12.560> be<00:02:12.640> some<00:02:12.800> subtle<00:02:13.040> differences\n488|\n489|00:02:13.430 --> 00:02:13.440 align:start position:0%\n490|are going to be some subtle differences\n491| \n492|\n493|00:02:13.440 --> 00:02:15.550 align:start position:0%\n494|are going to be some subtle differences\n495|in<00:02:13.520> the<00:02:13.600> geo<00:02:13.920> feel,<00:02:14.320> but<00:02:14.560> ultimately<00:02:15.200> this<00:02:15.400> is\n496|\n497|00:02:15.550 --> 00:02:15.560 align:start position:0%\n498|in the geo feel, but ultimately this is\n499| \n500|\n501|00:02:15.560 --> 00:02:17.830 align:start position:0%\n502|in the geo feel, but ultimately this is\n503|probably<00:02:16.040> more<00:02:16.200> of<00:02:16.280> a<00:02:16.320> test<00:02:16.760> of<00:02:16.880> like<00:02:17.280> frame\n504|\n505|00:02:17.830 --> 00:02:17.840 align:start position:0%\n506|probably more of a test of like frame\n507| \n508|\n509|00:02:17.840 --> 00:02:20.190 align:start position:0%\n510|probably more of a test of like frame\n511|feeling,<00:02:18.680> the<00:02:18.800> kinematics.<00:02:19.840> Obviously<00:02:20.160> the\n512|\n513|00:02:20.190 --> 00:02:20.200 align:start position:0%\n514|feeling, the kinematics. Obviously the\n515| \n516|\n517|00:02:20.200 --> 00:02:21.550 align:start position:0%\n518|feeling, the kinematics. Obviously the\n519|components<00:02:20.640> are<00:02:20.720> different.<00:02:21.240> I'll<00:02:21.320> try<00:02:21.440> to\n520|\n521|00:02:21.550 --> 00:02:21.560 align:start position:0%\n522|components are different. I'll try to\n523| \n524|\n525|00:02:21.560 --> 00:02:22.790 align:start position:0%\n526|components are different. I'll try to\n527|ignore<00:02:21.840> that.<00:02:22.240> I<00:02:22.280> think<00:02:22.400> this<00:02:22.520> is<00:02:22.560> going<00:02:22.680> to<00:02:22.760> be\n528|\n529|00:02:22.790 --> 00:02:22.800 align:start position:0%\n530|ignore that. I think this is going to be\n531| \n532|\n533|00:02:22.800 --> 00:02:24.350 align:start position:0%\n534|ignore that. I think this is going to be\n535|cool.<00:02:23.080> I'm<00:02:23.280> curious<00:02:23.640> to<00:02:23.720> see<00:02:23.880> how<00:02:24.080> different\n536|\n537|00:02:24.350 --> 00:02:24.360 align:start position:0%\n538|cool. I'm curious to see how different\n539| \n540|\n541|00:02:24.360 --> 00:02:27.150 align:start position:0%\n542|cool. I'm curious to see how different\n543|they<00:02:24.440> actually<00:02:24.680> do<00:02:24.800> feel,<00:02:25.400> and<00:02:26.040> I<00:02:26.240> will<00:02:26.920> report\n544|\n545|00:02:27.150 --> 00:02:27.160 align:start position:0%\n546|they actually do feel, and I will report\n547| \n548|\n549|00:02:27.160 --> 00:02:32.949 align:start position:0%\n550|they actually do feel, and I will report\n551|back<00:02:27.280> shortly.\n552|\n553|00:02:32.949 --> 00:02:32.959 align:start position:0%\n554| \n555| \n556|\n557|00:02:32.959 --> 00:02:34.430 align:start position:0%\n558| \n559|All<00:02:33.160> right,<00:02:33.480> first<00:02:33.720> impressions<00:02:34.240> while\n560|\n561|00:02:34.430 --> 00:02:34.440 align:start position:0%\n562|All right, first impressions while\n563| \n564|\n565|00:02:34.440 --> 00:02:36.470 align:start position:0%\n566|All right, first impressions while\n567|climbing<00:02:34.880> here.\n568|\n569|00:02:36.470 --> 00:02:36.480 align:start position:0%\n570|climbing here.\n571| \n572|\n573|00:02:36.480 --> 00:02:38.949 align:start position:0%\n574|climbing here.\n575|It's<00:02:36.640> definitely<00:02:36.880> a<00:02:36.920> long<00:02:37.680> feeling<00:02:38.240> bike\n576|\n577|00:02:38.949 --> 00:02:38.959 align:start position:0%\n578|It's definitely a long feeling bike\n579| \n580|\n581|00:02:38.959 --> 00:02:40.590 align:start position:0%\n582|It's definitely a long feeling bike\n583|while<00:02:39.120> you're<00:02:39.240> seated,<00:02:40.200> even<00:02:40.400> while<00:02:40.480> you're\n584|\n585|00:02:40.590 --> 00:02:40.600 align:start position:0%\n586|while you're seated, even while you're\n587| \n588|\n589|00:02:40.600 --> 00:02:42.590 align:start position:0%\n590|while you're seated, even while you're\n591|standing<00:02:41.000> up.<00:02:41.760> Like<00:02:41.920> the<00:02:42.040> reach<00:02:42.280> is<00:02:42.400> out\n592|\n593|00:02:42.590 --> 00:02:42.600 align:start position:0%\n594|standing up. Like the reach is out\n595| \n596|\n597|00:02:42.600 --> 00:02:44.470 align:start position:0%\n598|standing up. Like the reach is out\n599|there,<00:02:43.040> and<00:02:43.120> then<00:02:43.200> the<00:02:43.280> stack<00:02:43.600> is<00:02:43.720> kind<00:02:43.920> of<00:02:43.959> low\n600|\n601|00:02:44.470 --> 00:02:44.480 align:start position:0%\n602|there, and then the stack is kind of low\n603| \n604|\n605|00:02:44.480 --> 00:02:45.949 align:start position:0%\n606|there, and then the stack is kind of low\n607|compared<00:02:44.720> to<00:02:44.800> what<00:02:44.959> I'm\n608|\n609|00:02:45.949 --> 00:02:45.959 align:start position:0%\n610|compared to what I'm\n611| \n612|\n613|00:02:45.959 --> 00:02:48.230 align:start position:0%\n614|compared to what I'm\n615|used<00:02:46.280> to<00:02:46.400> right<00:02:46.600> now,<00:02:47.040> but<00:02:47.680> you<00:02:47.760> know,<00:02:47.920> this<00:02:48.120> is\n616|\n617|00:02:48.230 --> 00:02:48.240 align:start position:0%\n618|used to right now, but you know, this is\n619| \n620|\n621|00:02:48.240 --> 00:02:51.590 align:start position:0%\n622|used to right now, but you know, this is\n623|an<00:02:48.400> older<00:02:49.120> XL<00:02:49.800> kind<00:02:49.959> of<00:02:50.040> from<00:02:50.200> the<00:02:50.280> moment<00:02:50.680> when\n624|\n625|00:02:51.590 --> 00:02:51.600 align:start position:0%\n626|an older XL kind of from the moment when\n627| \n628|\n629|00:02:51.600 --> 00:02:54.949 align:start position:0%\n630|an older XL kind of from the moment when\n631|long<00:02:52.480> really<00:02:52.720> really<00:02:52.959> long<00:02:53.200> reaches<00:02:53.640> were\n632|\n633|00:02:54.949 --> 00:02:54.959 align:start position:0%\n634|long really really long reaches were\n635| \n636|\n637|00:02:54.959 --> 00:02:57.430 align:start position:0%\n638|long really really long reaches were\n639|in<00:02:55.160> vogue,<00:02:55.600> so<00:02:56.200> you<00:02:56.360> had<00:02:56.520> people<00:02:57.240> I'd<00:02:57.360> say\n640|\n641|00:02:57.430 --> 00:02:57.440 align:start position:0%\n642|in vogue, so you had people I'd say\n643| \n644|\n645|00:02:57.440 --> 00:02:59.470 align:start position:0%\n646|in vogue, so you had people I'd say\n647|experimenting<00:02:58.240> maybe.<00:02:58.920> You<00:02:59.000> know,<00:02:59.080> like<00:02:59.200> even\n648|\n649|00:02:59.470 --> 00:02:59.480 align:start position:0%\n650|experimenting maybe. You know, like even\n651| \n652|\n653|00:02:59.480 --> 00:03:02.350 align:start position:0%\n654|experimenting maybe. You know, like even\n655|the<00:02:59.600> next<00:03:00.680> generation<00:03:01.239> of<00:03:01.360> optic,<00:03:02.120> the<00:03:02.200> high\n656|\n657|00:03:02.350 --> 00:03:02.360 align:start position:0%\n658|the next generation of optic, the high\n659| \n660|\n661|00:03:02.360 --> 00:03:05.030 align:start position:0%\n662|the next generation of optic, the high\n663|pivot<00:03:02.680> one,<00:03:03.239> got<00:03:03.480> shorter<00:03:03.800> in<00:03:03.920> reach,<00:03:04.360> so<00:03:04.959> it's\n664|\n665|00:03:05.030 --> 00:03:05.040 align:start position:0%\n666|pivot one, got shorter in reach, so it's\n667| \n668|\n669|00:03:05.040 --> 00:03:06.710 align:start position:0%\n670|pivot one, got shorter in reach, so it's\n671|kind<00:03:05.200> of<00:03:05.280> an<00:03:05.360> interesting<00:03:05.800> little<00:03:05.920> detail.\n672|\n673|00:03:06.710 --> 00:03:06.720 align:start position:0%\n674|kind of an interesting little detail.\n675| \n676|\n677|00:03:06.720 --> 00:03:08.310 align:start position:0%\n678|kind of an interesting little detail.\n679|That<00:03:06.880> said,<00:03:07.080> it's<00:03:07.280> it's<00:03:07.440> comfy,<00:03:08.040> pedals\n680|\n681|00:03:08.310 --> 00:03:08.320 align:start position:0%\n682|That said, it's it's comfy, pedals\n683| \n684|\n685|00:03:08.320 --> 00:03:09.750 align:start position:0%\n686|That said, it's it's comfy, pedals\n687|really<00:03:08.519> well.\n688|\n689|00:03:09.750 --> 00:03:09.760 align:start position:0%\n690|really well.\n691| \n692|\n693|00:03:09.760 --> 00:03:12.430 align:start position:0%\n694|really well.\n695|Feels<00:03:10.080> like<00:03:10.480> super<00:03:10.760> firm<00:03:11.280> underneath<00:03:11.680> you,\n696|\n697|00:03:12.430 --> 00:03:12.440 align:start position:0%\n698|Feels like super firm underneath you,\n699| \n700|\n701|00:03:12.440 --> 00:03:16.030 align:start position:0%\n702|Feels like super firm underneath you,\n703|maybe<00:03:12.959> more<00:03:13.160> feedback<00:03:13.680> than<00:03:14.320> some<00:03:14.640> bikes,\n704|\n705|00:03:16.030 --> 00:03:16.040 align:start position:0%\n706|maybe more feedback than some bikes,\n707| \n708|\n709|00:03:16.040 --> 00:03:17.110 align:start position:0%\n710|maybe more feedback than some bikes,\n711|but<00:03:16.200> we'll<00:03:16.280> see<00:03:16.440> how<00:03:16.560> it<00:03:16.640> compares<00:03:16.959> to<00:03:17.040> the\n712|\n713|00:03:17.110 --> 00:03:17.120 align:start position:0%\n714|but we'll see how it compares to the\n715| \n716|\n717|00:03:17.120 --> 00:03:18.590 align:start position:0%\n718|but we'll see how it compares to the\n719|Tallboy.\n720|\n721|00:03:18.590 --> 00:03:18.600 align:start position:0%\n722|Tallboy.\n723| \n724|\n725|00:03:18.600 --> 00:03:20.790 align:start position:0%\n726|Tallboy.\n727|And<00:03:19.080> I'm<00:03:19.160> going<00:03:19.280> to<00:03:19.360> stop<00:03:19.600> the<00:03:19.640> camera.\n728|\n729|00:03:20.790 --> 00:03:20.800 align:start position:0%\n730|And I'm going to stop the camera.\n731| \n732|\n733|00:03:20.800 --> 00:03:22.430 align:start position:0%\n734|And I'm going to stop the camera.\n735|I<00:03:20.920> don't<00:03:21.080> need<00:03:21.200> to<00:03:21.239> clap,<00:03:21.480> but<00:03:21.600> I'm<00:03:21.680> clapping.\n736|\n737|00:03:22.430 --> 00:03:22.440 align:start position:0%\n738|I don't need to clap, but I'm clapping.\n739| \n740|\n741|00:03:22.440 --> 00:03:23.630 align:start position:0%\n742|I don't need to clap, but I'm clapping.\n743|All<00:03:22.519> right,<00:03:22.760> it's<00:03:22.880> kind<00:03:23.120> of<00:03:23.200> similar<00:03:23.480> to<00:03:23.560> the\n744|\n745|00:03:23.630 --> 00:03:23.640 align:start position:0%\n746|All right, it's kind of similar to the\n747| \n748|\n749|00:03:23.640 --> 00:03:24.910 align:start position:0%\n750|All right, it's kind of similar to the\n751|climb.\n752|\n753|00:03:24.910 --> 00:03:24.920 align:start position:0%\n754|climb.\n755| \n756|\n757|00:03:24.920 --> 00:03:26.750 align:start position:0%\n758|climb.\n759|The<00:03:25.160> optic<00:03:25.480> feels<00:03:25.800> really\n760|\n761|00:03:26.750 --> 00:03:26.760 align:start position:0%\n762|The optic feels really\n763| \n764|\n765|00:03:26.760 --> 00:03:27.310 align:start position:0%\n766|The optic feels really\n767|uh\n768|\n769|00:03:27.310 --> 00:03:27.320 align:start position:0%\n770|uh\n771| \n772|\n773|00:03:27.320 --> 00:03:28.830 align:start position:0%\n774|uh\n775|long.\n776|\n777|00:03:28.830 --> 00:03:28.840 align:start position:0%\n778|long.\n779| \n780|\n781|00:03:28.840 --> 00:03:30.190 align:start position:0%\n782|long.\n783|Like<00:03:29.080> more<00:03:29.320> than<00:03:29.480> I<00:03:29.519> would<00:03:29.640> have<00:03:29.800> guessed\n784|\n785|00:03:30.190 --> 00:03:30.200 align:start position:0%\n786|Like more than I would have guessed\n787| \n788|\n789|00:03:30.200 --> 00:03:31.430 align:start position:0%\n790|Like more than I would have guessed\n791|based<00:03:30.480> on\n792|\n793|00:03:31.430 --> 00:03:31.440 align:start position:0%\n794|based on\n795| \n796|\n797|00:03:31.440 --> 00:03:33.470 align:start position:0%\n798|based on\n799|looking<00:03:31.800> at<00:03:31.920> it<00:03:32.000> on<00:03:32.120> paper.\n800|\n801|00:03:33.470 --> 00:03:33.480 align:start position:0%\n802|looking at it on paper.\n803| \n804|\n805|00:03:33.480 --> 00:03:37.070 align:start position:0%\n806|looking at it on paper.\n807|It<00:03:33.800> rides<00:03:34.320> nicely<00:03:34.680> though.<00:03:35.360> I<00:03:35.400> would<00:03:35.560> say\n808|\n809|00:03:37.070 --> 00:03:37.080 align:start position:0%\n810|It rides nicely though. I would say\n811| \n812|\n813|00:03:37.080 --> 00:03:38.790 align:start position:0%\n814|It rides nicely though. I would say\n815|you<00:03:37.239> know,<00:03:37.360> it<00:03:37.440> has<00:03:37.760> a\n816|\n817|00:03:38.790 --> 00:03:38.800 align:start position:0%\n818|you know, it has a\n819| \n820|\n821|00:03:38.800 --> 00:03:41.550 align:start position:0%\n822|you know, it has a\n823|maybe<00:03:39.000> a<00:03:39.080> springier<00:03:39.920> feel<00:03:40.239> to<00:03:40.400> it\n824|\n825|00:03:41.550 --> 00:03:41.560 align:start position:0%\n826|maybe a springier feel to it\n827| \n828|\n829|00:03:41.560 --> 00:03:44.070 align:start position:0%\n830|maybe a springier feel to it\n831|if<00:03:41.720> I'm<00:03:41.840> characterizing<00:03:42.560> it<00:03:42.760> overall.\n832|\n833|00:03:44.070 --> 00:03:44.080 align:start position:0%\n834|if I'm characterizing it overall.\n835| \n836|\n837|00:03:44.080 --> 00:03:47.509 align:start position:0%\n838|if I'm characterizing it overall.\n839|It's<00:03:44.320> got<00:03:45.239> a<00:03:45.320> lot<00:03:45.600> of<00:03:45.720> ramp<00:03:46.320> in<00:03:46.440> the<00:03:46.519> shock,\n840|\n841|00:03:47.509 --> 00:03:47.519 align:start position:0%\n842|It's got a lot of ramp in the shock,\n843| \n844|\n845|00:03:47.519 --> 00:03:49.630 align:start position:0%\n846|It's got a lot of ramp in the shock,\n847|quite<00:03:47.800> a<00:03:47.840> bit<00:03:47.959> to<00:03:48.040> push<00:03:48.280> into,<00:03:49.160> but<00:03:49.280> nice<00:03:49.560> on\n848|\n849|00:03:49.630 --> 00:03:49.640 align:start position:0%\n850|quite a bit to push into, but nice on\n851| \n852|\n853|00:03:49.640 --> 00:03:53.229 align:start position:0%\n854|quite a bit to push into, but nice on\n855|bigger<00:03:49.880> hits<00:03:50.080> like<00:03:50.320> that.\n856|\n857|00:03:53.229 --> 00:03:53.239 align:start position:0%\n858| \n859| \n860|\n861|00:03:53.239 --> 00:03:55.710 align:start position:0%\n862| \n863|Oh.\n864|\n865|00:03:55.710 --> 00:03:55.720 align:start position:0%\n866|Oh.\n867| \n868|\n869|00:03:55.720 --> 00:03:58.590 align:start position:0%\n870|Oh.\n871|Talking<00:03:56.040> a<00:03:56.120> bit<00:03:56.400> more<00:03:56.760> about<00:03:57.200> suspension<00:03:58.160> as<00:03:58.480> I\n872|\n873|00:03:58.590 --> 00:03:58.600 align:start position:0%\n874|Talking a bit more about suspension as I\n875| \n876|\n877|00:03:58.600 --> 00:04:00.070 align:start position:0%\n878|Talking a bit more about suspension as I\n879|go<00:03:58.800> through<00:03:58.920> the<00:03:59.040> mud.<00:03:59.400> Oh,<00:03:59.560> this<00:03:59.720> is<00:03:59.880> so\n880|\n881|00:04:00.070 --> 00:04:00.080 align:start position:0%\n882|go through the mud. Oh, this is so\n883| \n884|\n885|00:04:00.080 --> 00:04:01.670 align:start position:0%\n886|go through the mud. Oh, this is so\n887|muddy.<00:04:00.680> Sorry,<00:04:01.040> buddy.<00:04:01.280> You're<00:04:01.400> getting<00:04:01.560> your\n888|\n889|00:04:01.670 --> 00:04:01.680 align:start position:0%\n890|muddy. Sorry, buddy. You're getting your\n891| \n892|\n893|00:04:01.680 --> 00:04:03.310 align:start position:0%\n894|muddy. Sorry, buddy. You're getting your\n895|bike<00:04:01.960> all<00:04:02.080> dirty.\n896|\n897|00:04:03.310 --> 00:04:03.320 align:start position:0%\n898|bike all dirty.\n899| \n900|\n901|00:04:03.320 --> 00:04:06.670 align:start position:0%\n902|bike all dirty.\n903|The<00:04:03.400> bike<00:04:03.800> is<00:04:04.760> very<00:04:05.120> progressive<00:04:05.800> feeling<00:04:06.560> in\n904|\n905|00:04:06.670 --> 00:04:06.680 align:start position:0%\n906|The bike is very progressive feeling in\n907| \n908|\n909|00:04:06.680 --> 00:04:09.110 align:start position:0%\n910|The bike is very progressive feeling in\n911|the<00:04:06.800> way<00:04:06.959> that<00:04:07.120> it<00:04:07.200> like<00:04:07.640> pushes\n912|\n913|00:04:09.110 --> 00:04:09.120 align:start position:0%\n914|the way that it like pushes\n915| \n916|\n917|00:04:09.120 --> 00:04:11.030 align:start position:0%\n918|the way that it like pushes\n919|you<00:04:09.440> forward<00:04:10.040> at<00:04:10.120> the<00:04:10.240> end<00:04:10.400> of<00:04:10.520> travel.<00:04:11.000> I\n920|\n921|00:04:11.030 --> 00:04:11.040 align:start position:0%\n922|you forward at the end of travel. I\n923| \n924|\n925|00:04:11.040 --> 00:04:14.750 align:start position:0%\n926|you forward at the end of travel. I\n927|don't<00:04:11.160> know<00:04:11.280> how<00:04:11.400> else<00:04:11.520> to<00:04:11.600> describe<00:04:12.040> that.\n928|\n929|00:04:14.750 --> 00:04:14.760 align:start position:0%\n930| \n931| \n932|\n933|00:04:14.760 --> 00:04:16.670 align:start position:0%\n934| \n935|Getting<00:04:14.959> into<00:04:15.160> some<00:04:15.320> more<00:04:15.560> like<00:04:15.840> flowy<00:04:16.280> jumpy\n936|\n937|00:04:16.670 --> 00:04:16.680 align:start position:0%\n938|Getting into some more like flowy jumpy\n939| \n940|\n941|00:04:16.680 --> 00:04:18.110 align:start position:0%\n942|Getting into some more like flowy jumpy\n943|stuff.\n944|\n945|00:04:18.110 --> 00:04:18.120 align:start position:0%\n946|stuff.\n947| \n948|\n949|00:04:18.120 --> 00:04:20.430 align:start position:0%\n950|stuff.\n951|Um<00:04:18.920> one<00:04:19.079> thing<00:04:19.280> I<00:04:19.400> am<00:04:19.560> noticing<00:04:20.120> is<00:04:20.320> the\n952|\n953|00:04:20.430 --> 00:04:20.440 align:start position:0%\n954|Um one thing I am noticing is the\n955| \n956|\n957|00:04:20.440 --> 00:04:22.070 align:start position:0%\n958|Um one thing I am noticing is the\n959|dropper<00:04:20.959> post<00:04:21.200> is<00:04:21.320> kind<00:04:21.480> of<00:04:21.560> short<00:04:21.799> on<00:04:21.920> this\n","created_at":"2026-07-07T22:56:41.034668Z","finish_reason":null,"metrics":null},{"message_id":"9b56377a-0fff-4df6-ac2c-598912355b01","node_id":39,"role":"assistant","content":"Let me write a simple script to extract the text content from the VTT file and then summarize it:","tool_calls":[{"id":"37b5976aa","name":"write","arguments":{"file_path":"/Users/root1/extract_captions.py","content":"#!/usr/bin/env python3\nimport re\n\ndef extract_text_from_vtt(vtt_file):\n with open(vtt_file, 'r') as f:\n content = f.read()\n \n # Remove VTT header\n lines = content.split('\\n')\n text_lines = []\n \n for line in lines:\n # Skip timestamp lines and empty lines\n if '-->' in line or line.strip() == '' or line.startswith('WEBVTT') or line.startswith('Kind:') or line.startswith('Language:'):\n continue\n \n # Remove HTML tags and timing info\n line = re.sub(r'<[^>]+>', '', line)\n line = re.sub(r'\\d{2}:\\d{2}:\\d{2}\\.\\d{3}.*', '', line)\n \n # Clean up the line\n line = line.strip()\n if line:\n text_lines.append(line)\n \n return ' '.join(text_lines)\n\nif __name__ == '__main__':\n text = extract_text_from_vtt('/Users/root1/captions.en.vtt')\n print(text)"}}],"thinking":"The file is quite long. Let me continue reading to get a better sense of the entire content, then I'll write a Python script to extract just the text content from the VTT file and create a summary.","created_at":"2026-07-07T22:56:42.698409Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1079,"total_time_ms":1663,"input_tokens":9731,"output_tokens":319,"cache_read_tokens":28544,"cache_creation_tokens":null,"tpot_ms":1.8307210031347962,"tokens_per_sec":546.2328767123288}},{"message_id":"fe6a19e6-f2ce-4420-81fb-320d311ad01b","node_id":40,"role":"tool","content":"File created successfully at: /Users/root1/extract_captions.py","created_at":"2026-07-07T22:56:42.713227Z","finish_reason":null,"metrics":null},{"message_id":"d593c9e9-fe87-48fd-9d8c-c5181c53e942","node_id":42,"role":"assistant","content":"","tool_calls":[{"id":"f56a6eb2e","name":"exec","arguments":{"command":"python3 /Users/root1/extract_captions.py"}}],"thinking":"Now let me run this script to extract the text content from the VTT file.","created_at":"2026-07-07T22:56:43.551345Z","finish_reason":"tool_calls","metrics":{"ttft_ms":793,"total_time_ms":837,"input_tokens":341,"output_tokens":39,"cache_read_tokens":38272,"cache_creation_tokens":null,"tpot_ms":1.1282051282051282,"tokens_per_sec":886.3636363636364}},{"message_id":"ec25bc86-402b-4881-a2c1-f8d04ef4e16a","node_id":43,"role":"tool","content":"Output from command in shell fe0451:\nGreetings, people of Pinkbike. I'm Greetings, people of Pinkbike. I'm Greetings, people of Pinkbike. I'm Dario, and with me here are two very Dario, and with me here are two very Dario, and with me here are two very different bikes that look very similar. different bikes that look very similar. different bikes that look very similar. >> [music] [music] [music] [music] >> I thought there would be like really >> I thought there would be like really >> I thought there would be like really subtle differences between the two, but subtle differences between the two, but subtle differences between the two, but they feel like surprisingly different they feel like surprisingly different they feel like surprisingly different bikes. So, berry season. On the left, brand new berry season. On the left, brand new berry season. On the left, brand new Santa Cruz Tallboy, just came out a Santa Cruz Tallboy, just came out a Santa Cruz Tallboy, just came out a couple weeks ago. I wrote a first ride couple weeks ago. I wrote a first ride couple weeks ago. I wrote a first ride on it with some impressions. You can on it with some impressions. You can on it with some impressions. You can read all about that on pinkbike.com, and read all about that on pinkbike.com, and read all about that on pinkbike.com, and you can read about two dozen comments you can read about two dozen comments you can read about two dozen comments about how similar it looked to the 2020 about how similar it looked to the 2020 about how similar it looked to the 2020 Norco Optic. Here it is right here. They Norco Optic. Here it is right here. They Norco Optic. Here it is right here. They do look fairly similar, both horse link do look fairly similar, both horse link do look fairly similar, both horse link short travel bikes with um short travel bikes with um short travel bikes with um kind of do-it-all geometry. We gave the kind of do-it-all geometry. We gave the kind of do-it-all geometry. We gave the Optic bike of the year back when it was Optic bike of the year back when it was Optic bike of the year back when it was released, and it holds up. But, we want released, and it holds up. But, we want released, and it holds up. But, we want to see just how similar it is, in fact, to see just how similar it is, in fact, to see just how similar it is, in fact, to the Tallboy. So, I went on the buy to the Tallboy. So, I went on the buy to the Tallboy. So, I went on the buy sell. I found a guy who was selling an sell. I found a guy who was selling an sell. I found a guy who was selling an extra large Optic in the area, convinced extra large Optic in the area, convinced extra large Optic in the area, convinced him to let us borrow it for the day. him to let us borrow it for the day. him to let us borrow it for the day. We're out here to ride them back-to-back We're out here to ride them back-to-back We're out here to ride them back-to-back on the same trail and see how similar on the same trail and see how similar on the same trail and see how similar and how different they really are. They and how different they really are. They and how different they really are. They are really, really similar on paper. Uh are really, really similar on paper. Uh are really, really similar on paper. Uh I'm riding an extra large on both bikes. I'm riding an extra large on both bikes. I'm riding an extra large on both bikes. The reach on the Tallboy is 495 mil. The The reach on the Tallboy is 495 mil. The The reach on the Tallboy is 495 mil. The reach on the Optic is 510. So, that's reach on the Optic is 510. So, that's reach on the Optic is 510. So, that's one of the bigger differences, slightly one of the bigger differences, slightly one of the bigger differences, slightly longer reach on the Optic, a little bit longer reach on the Optic, a little bit longer reach on the Optic, a little bit shorter on the Tallboy. shorter on the Tallboy. shorter on the Tallboy. The head angle across the two is The head angle across the two is The head angle across the two is identical within like 0.1 degree. So, identical within like 0.1 degree. So, identical within like 0.1 degree. So, really, really similar steering angle. really, really similar steering angle. really, really similar steering angle. The stack heights are a bit different. The stack heights are a bit different. The stack heights are a bit different. The Santa Cruz is taller, the Norco is a The Santa Cruz is taller, the Norco is a The Santa Cruz is taller, the Norco is a bit shorter, but both are within what bit shorter, but both are within what bit shorter, but both are within what I'd call like a normal range. I'd call like a normal range. I'd call like a normal range. Uh Uh Uh The seat tube angles are pretty The seat tube angles are pretty The seat tube angles are pretty different. The Tallboy is 77.5, different. The Tallboy is 77.5, different. The Tallboy is 77.5, and the Optic is 76 degrees. So, slacker and the Optic is 76 degrees. So, slacker and the Optic is 76 degrees. So, slacker on the Optic, a bit more upright on the on the Optic, a bit more upright on the on the Optic, a bit more upright on the Tallboy. Tallboy. Tallboy. And then, I think that will make a And then, I think that will make a And then, I think that will make a meaningful difference in terms of the meaningful difference in terms of the meaningful difference in terms of the top tube length, cuz the longer reach on top tube length, cuz the longer reach on top tube length, cuz the longer reach on the optic will kind of like double that the optic will kind of like double that the optic will kind of like double that feeling. Bottom bracket drop is very feeling. Bottom bracket drop is very feeling. Bottom bracket drop is very similar between the two, though the similar between the two, though the similar between the two, though the Tallboy's is adjustable. And then Tallboy's is adjustable. And then Tallboy's is adjustable. And then looking at the chainstay length, it's looking at the chainstay length, it's looking at the chainstay length, it's identical, 440 mm on both bikes. So, identical, 440 mm on both bikes. So, identical, 440 mm on both bikes. So, they are really really similar. There they are really really similar. There they are really really similar. There are going to be some subtle differences are going to be some subtle differences are going to be some subtle differences in the geo feel, but ultimately this is in the geo feel, but ultimately this is in the geo feel, but ultimately this is probably more of a test of like frame probably more of a test of like frame probably more of a test of like frame feeling, the kinematics. Obviously the feeling, the kinematics. Obviously the feeling, the kinematics. Obviously the components are different. I'll try to components are different. I'll try to components are different. I'll try to ignore that. I think this is going to be ignore that. I think this is going to be ignore that. I think this is going to be cool. I'm curious to see how different cool. I'm curious to see how different cool. I'm curious to see how different they actually do feel, and I will report they actually do feel, and I will report they actually do feel, and I will report back shortly. All right, first impressions while All right, first impressions while All right, first impressions while climbing here. climbing here. climbing here. It's definitely a long feeling bike It's definitely a long feeling bike It's definitely a long feeling bike while you're seated, even while you're while you're seated, even while you're while you're seated, even while you're standing up. Like the reach is out standing up. Like the reach is out standing up. Like the reach is out there, and then the stack is kind of low there, and then the stack is kind of low there, and then the stack is kind of low compared to what I'm compared to what I'm compared to what I'm used to right now, but you know, this is used to right now, but you know, this is used to right now, but you know, this is an older XL kind of from the moment when an older XL kind of from the moment when an older XL kind of from the moment when long really really long reaches were long really really long reaches were long really really long reaches were in vogue, so you had people I'd say in vogue, so you had people I'd say in vogue, so you had people I'd say experimenting maybe. You know, like even experimenting maybe. You know, like even experimenting maybe. You know, like even the next generation of optic, the high the next generation of optic, the high the next generation of optic, the high pivot one, got shorter in reach, so it's pivot one, got shorter in reach, so it's pivot one, got shorter in reach, so it's kind of an interesting little detail. kind of an interesting little detail. kind of an interesting little detail. That said, it's it's comfy, pedals That said, it's it's comfy, pedals That said, it's it's comfy, pedals really well. really well. really well. Feels like super firm underneath you, Feels like super firm underneath you, Feels like super firm underneath you, maybe more feedback than some bikes, maybe more feedback than some bikes, maybe more feedback than some bikes, but we'll see how it compares to the but we'll see how it compares to the but we'll see how it compares to the Tallboy. Tallboy. Tallboy. And I'm going to stop the camera. And I'm going to stop the camera. And I'm going to stop the camera. I don't need to clap, but I'm clapping. I don't need to clap, but I'm clapping. I don't need to clap, but I'm clapping. All right, it's kind of similar to the All right, it's kind of similar to the All right, it's kind of similar to the climb. climb. climb. The optic feels really The optic feels really The optic feels really uh uh uh long. long. long. Like more than I would have guessed Like more than I would have guessed Like more than I would have guessed based on based on based on looking at it on paper. looking at it on paper. looking at it on paper. It rides nicely though. I would say It rides nicely though. I would say It rides nicely though. I would say you know, it has a you know, it has a you know, it has a maybe a springier feel to it maybe a springier feel to it maybe a springier feel to it if I'm characterizing it overall. if I'm characterizing it overall. if I'm characterizing it overall. It's got a lot of ramp in the shock, It's got a lot of ramp in the shock, It's got a lot of ramp in the shock, quite a bit to push into, but nice on quite a bit to push into, but nice on quite a bit to push into, but nice on bigger hits like that. Oh. Oh. Oh. Talking a bit more about suspension as I Talking a bit more about suspension as I Talking a bit more about suspension as I go through the mud. Oh, this is so go through the mud. Oh, this is so go through the mud. Oh, this is so muddy. Sorry, buddy. You're getting your muddy. Sorry, buddy. You're getting your muddy. Sorry, buddy. You're getting your bike all dirty. bike all dirty. bike all dirty. The bike is very progressive feeling in The bike is very progressive feeling in The bike is very progressive feeling in the way that it like pushes the way that it like pushes the way that it like pushes you forward at the end of travel. I you forward at the end of travel. I you forward at the end of travel. I don't know how else to describe that. Getting into some more like flowy jumpy Getting into some more like flowy jumpy Getting into some more like flowy jumpy stuff. stuff. stuff. Um one thing I am noticing is the Um one thing I am noticing is the Um one thing I am noticing is the dropper post is kind of short on this dropper post is kind of short on this dropper post is kind of short on this bike. It's, you know, obviously have bike. It's, you know, obviously have bike. It's, you know, obviously have more of a build detail than anything. more of a build detail than anything. more of a build detail than anything. Wow, it has the same pop on that. That Wow, it has the same pop on that. That Wow, it has the same pop on that. That was fun. was fun. was fun. It is, It is, It is, you know, a little more old school you know, a little more old school you know, a little more old school feeling in that sense, but only feeling in that sense, but only feeling in that sense, but only slightly. Like And I just mean that you slightly. Like And I just mean that you slightly. Like And I just mean that you can't run a 240 post. The bike is can't run a 240 post. The bike is can't run a 240 post. The bike is very responsive like very responsive like very responsive like pumping, pumping, pumping, you know, generating speed through you know, generating speed through you know, generating speed through corners, but does have corners, but does have corners, but does have a pretty smooth feel a pretty smooth feel a pretty smooth feel once you get deeper into travel. I think once you get deeper into travel. I think once you get deeper into travel. I think the Tallboy might edge it out there. the Tallboy might edge it out there. the Tallboy might edge it out there. Oh, boy. Oh, boy. Oh, boy. The uh The uh The uh weirdness in weirdness in weirdness in kind of corners like that kind of corners like that kind of corners like that mostly just comes down to geometry, I mostly just comes down to geometry, I mostly just comes down to geometry, I think. think. think. Yeah, it feels like I'm Yeah, it feels like I'm Yeah, it feels like I'm kind of out over the front of the bike a kind of out over the front of the bike a kind of out over the front of the bike a bit more. It jumps really nicely, though. Oh! Oh! Oh! Initial thoughts on the Optic, Initial thoughts on the Optic, Initial thoughts on the Optic, it feels pretty damn good. It's like it feels pretty damn good. It's like it feels pretty damn good. It's like a lot of my complaints probably just a lot of my complaints probably just a lot of my complaints probably just come down to setup things, and that's come down to setup things, and that's come down to setup things, and that's why this isn't a perfect test, but uh why this isn't a perfect test, but uh why this isn't a perfect test, but uh you know, it's lively. It feels more you know, it's lively. It feels more you know, it's lively. It feels more comfortable suspension-wise than I comfortable suspension-wise than I comfortable suspension-wise than I expected. expected. expected. Yeah, it's been a while since I've Yeah, it's been a while since I've Yeah, it's been a while since I've ridden this bike, and I kind of remember ridden this bike, and I kind of remember ridden this bike, and I kind of remember it being a bit it being a bit it being a bit um firmer feeling. um firmer feeling. um firmer feeling. The Geo is a bit funky. Like it feels The Geo is a bit funky. Like it feels The Geo is a bit funky. Like it feels really long. The last size of this I really long. The last size of this I really long. The last size of this I rode is a large, so the XL is pretty rode is a large, so the XL is pretty rode is a large, so the XL is pretty long, pretty big. But I'm getting along long, pretty big. But I'm getting along long, pretty big. But I'm getting along with it well. It feels really good on with it well. It feels really good on with it well. It feels really good on like flowier jumpy stuff. It's just in like flowier jumpy stuff. It's just in like flowier jumpy stuff. It's just in the rough that it starts to buck you the rough that it starts to buck you the rough that it starts to buck you around a bit. around a bit. around a bit. That's all. All right, immediately hopping on the All right, immediately hopping on the All right, immediately hopping on the Tallboy, the body position feels Tallboy, the body position feels Tallboy, the body position feels more comfortable for me, more comfortable for me, more comfortable for me, more upright, steeper seat angle, more upright, steeper seat angle, more upright, steeper seat angle, and shorter reach makes for just kind of and shorter reach makes for just kind of and shorter reach makes for just kind of an easier seated position. an easier seated position. an easier seated position. Doesn't feel like Doesn't feel like Doesn't feel like too short for me. too short for me. too short for me. I know there are people out there though I know there are people out there though I know there are people out there though who prefer who prefer who prefer a really long reach. a really long reach. a really long reach. So, make of that what you will, but uh I So, make of that what you will, but uh I So, make of that what you will, but uh I would say the other very noticeable would say the other very noticeable would say the other very noticeable thing on this bike is the grip on the thing on this bike is the grip on the thing on this bike is the grip on the rear wheel. Like what I'm climbing up rear wheel. Like what I'm climbing up rear wheel. Like what I'm climbing up right now is right now is right now is slippery mud, slippery mud, slippery mud, and my bike hooks up even out of the and my bike hooks up even out of the and my bike hooks up even out of the saddle. saddle. saddle. The Optic is The Optic is The Optic is definitely firmer feeling like definitely firmer feeling like definitely firmer feeling like right at the top. So, right at the top. So, right at the top. So, >> [snorts] >> [snorts] >> [snorts] >> for those who want more of a like >> for those who want more of a like >> for those who want more of a like sprinty kind of sporty feel to it, that sprinty kind of sporty feel to it, that sprinty kind of sporty feel to it, that might be preferable, but might be preferable, but might be preferable, but if you're trying to go if you're trying to go if you're trying to go up weird up weird up weird slippery slimy things, I'd say this is slippery slimy things, I'd say this is slippery slimy things, I'd say this is pretty great. The pretty great. The >> [sighs] >> [sighs] >> uh >> uh >> uh steeper seat angle too keeps you from steeper seat angle too keeps you from steeper seat angle too keeps you from feeling like it's feeling like it's feeling like it's like sagging out behind you. like sagging out behind you. like sagging out behind you. >> [gasps] >> [gasps] >> [gasps] >> You're still upright on the bike. It's >> You're still upright on the bike. It's >> You're still upright on the bike. It's just got just got just got a bit more grip at the rear wheel. All a bit more grip at the rear wheel. All a bit more grip at the rear wheel. All right, comparing the two, right, comparing the two, right, comparing the two, boy are they actually way more different boy are they actually way more different boy are they actually way more different than I expected. than I expected. than I expected. I think the Geo is the most immediately I think the Geo is the most immediately I think the Geo is the most immediately apparent thing apparent thing apparent thing because the front end of the Tallboy because the front end of the Tallboy because the front end of the Tallboy feels a lot shorter, a lot higher, kind feels a lot shorter, a lot higher, kind feels a lot shorter, a lot higher, kind of puts you in a more upright position of puts you in a more upright position of puts you in a more upright position naturally, naturally, naturally, where the Optic is a bit more, where the Optic is a bit more, where the Optic is a bit more, you know, the long bike, stretched out. you know, the long bike, stretched out. you know, the long bike, stretched out. Both bikes are obviously quite good. Both bikes are obviously quite good. Both bikes are obviously quite good. It's going to be a matter of It's going to be a matter of It's going to be a matter of which appeals more to the certain type which appeals more to the certain type which appeals more to the certain type of rider. You know, like of rider. You know, like of rider. You know, like someone like myself who maybe likes a someone like myself who maybe likes a someone like myself who maybe likes a more more more upright fit. upright fit. upright fit. I will prefer this. The I will prefer this. The I will prefer this. The Optic's like Optic's like Optic's like general general general uh sportiness, I think will appeal to uh sportiness, I think will appeal to uh sportiness, I think will appeal to some people more. some people more. some people more. If you want like basically an XC bike If you want like basically an XC bike If you want like basically an XC bike that can take a hit, that's the Optic. that can take a hit, that's the Optic. that can take a hit, that's the Optic. I do think I'm carrying a lot more speed I do think I'm carrying a lot more speed I do think I'm carrying a lot more speed on the Tallboy just cuz it's smoother on the Tallboy just cuz it's smoother on the Tallboy just cuz it's smoother through through through all the rough stuff. all the rough stuff. all the rough stuff. And you can kind of pull deeper And you can kind of pull deeper And you can kind of pull deeper just because it feels like there's more just because it feels like there's more just because it feels like there's more travel on tap. travel on tap. travel on tap. Again, it's not like Again, it's not like Again, it's not like big differences here, more of a big differences here, more of a big differences here, more of a subtlety, subtlety, subtlety, but but but enough to be enough to be enough to be noticeable. Huh. All right, impressions after the Huh. All right, impressions after the Huh. All right, impressions after the Tallboy lap. I am shocked to say that Tallboy lap. I am shocked to say that Tallboy lap. I am shocked to say that these feel really different. I thought these feel really different. I thought these feel really different. I thought they would be like they would be like they would be like really subtle differences between the really subtle differences between the really subtle differences between the two, but they feel like two, but they feel like two, but they feel like surprisingly different bikes. For now, surprisingly different bikes. For now, surprisingly different bikes. For now, the moral of the story is small details the moral of the story is small details the moral of the story is small details do matter. That's it. Yeah, I'm not do matter. That's it. Yeah, I'm not do matter. That's it. Yeah, I'm not going to give it all away. These are way going to give it all away. These are way going to give it all away. These are way more different than I expected them to more different than I expected them to more different than I expected them to be. I definitely expected there to be be. I definitely expected there to be be. I definitely expected there to be subtle differences, but I was a little subtle differences, but I was a little subtle differences, but I was a little worried coming into this that there worried coming into this that there worried coming into this that there would be too few to really talk about, would be too few to really talk about, would be too few to really talk about, but turns out they're very different. Um but turns out they're very different. Um but turns out they're very different. Um First lap was on the Optic, second lap First lap was on the Optic, second lap First lap was on the Optic, second lap was on the Tallboy. The Optic is was on the Tallboy. The Optic is was on the Tallboy. The Optic is definitely more of the XC bike, I would definitely more of the XC bike, I would definitely more of the XC bike, I would say. Suspension-wise, it feels stiffer. say. Suspension-wise, it feels stiffer. say. Suspension-wise, it feels stiffer. It feels like a bit more uh anti-squat, It feels like a bit more uh anti-squat, It feels like a bit more uh anti-squat, so you're just like riding high in the so you're just like riding high in the so you're just like riding high in the travel under pedaling. Uh the seat tube travel under pedaling. Uh the seat tube travel under pedaling. Uh the seat tube angle is fine, I would say. It's not angle is fine, I would say. It's not angle is fine, I would say. It's not like like like super steep. Doesn't feel too slack, but super steep. Doesn't feel too slack, but super steep. Doesn't feel too slack, but maybe not my favorite. The most notable maybe not my favorite. The most notable maybe not my favorite. The most notable thing is the reach is much longer on the thing is the reach is much longer on the thing is the reach is much longer on the Optic. That's both on climbing and Optic. That's both on climbing and Optic. That's both on climbing and descending. It just feels like a bigger descending. It just feels like a bigger descending. It just feels like a bigger bike. bike. bike. Uh I did find that on the like chunkier Uh I did find that on the like chunkier Uh I did find that on the like chunkier sections of trail, it like kind of pulls sections of trail, it like kind of pulls sections of trail, it like kind of pulls your weight forward a bit more. And I your weight forward a bit more. And I your weight forward a bit more. And I think that'll be good for some people. think that'll be good for some people. think that'll be good for some people. And again, I'm only speaking to the XLs And again, I'm only speaking to the XLs And again, I'm only speaking to the XLs here, but uh kind of here, but uh kind of here, but uh kind of counter to that, the Tallboy feels counter to that, the Tallboy feels counter to that, the Tallboy feels shorter and taller. So, you're in a bit shorter and taller. So, you're in a bit shorter and taller. So, you're in a bit more of an upright position. And for me more of an upright position. And for me more of an upright position. And for me at least, that makes it feel a bit more at least, that makes it feel a bit more at least, that makes it feel a bit more maneuverable. The suspension performance maneuverable. The suspension performance maneuverable. The suspension performance is probably the bigger difference is probably the bigger difference is probably the bigger difference between the two. I think the Tallboy between the two. I think the Tallboy between the two. I think the Tallboy just feels like it has more travel. Um just feels like it has more travel. Um just feels like it has more travel. Um for better and for worse, I think some for better and for worse, I think some for better and for worse, I think some people want a short travel bike with people want a short travel bike with people want a short travel bike with this to have that like really energetic, this to have that like really energetic, this to have that like really energetic, super productive feeling. The Tallboy is super productive feeling. The Tallboy is super productive feeling. The Tallboy is a bit more of a like uh forgiving bike. a bit more of a like uh forgiving bike. a bit more of a like uh forgiving bike. You can like push You can like push You can like push through rough stuff. You can land really through rough stuff. You can land really through rough stuff. You can land really deep off things, and it just feels deep off things, and it just feels deep off things, and it just feels comfortable. Where the Optic is a bit comfortable. Where the Optic is a bit comfortable. Where the Optic is a bit more of the like pump a corner, pump the more of the like pump a corner, pump the more of the like pump a corner, pump the backside, pick up speed thing. It's just backside, pick up speed thing. It's just backside, pick up speed thing. It's just less less less uh comfortable when you do start to like uh comfortable when you do start to like uh comfortable when you do start to like really hit rough stuff. So, really hit rough stuff. So, really hit rough stuff. So, those are the biggest differences. Um I those are the biggest differences. Um I those are the biggest differences. Um I can't really speak to like little frame can't really speak to like little frame can't really speak to like little frame detail things, but the layout, the bolt detail things, but the layout, the bolt detail things, but the layout, the bolt accessibility, the noise is pretty accessibility, the noise is pretty accessibility, the noise is pretty similar between the two. It's just a similar between the two. It's just a similar between the two. It's just a nice little lesson in the fact that nice little lesson in the fact that nice little lesson in the fact that small geo changes, small kinematic small geo changes, small kinematic small geo changes, small kinematic changes do make a pretty big difference. changes do make a pretty big difference. changes do make a pretty big difference. I think I think I think both are really good, as I mentioned on both are really good, as I mentioned on both are really good, as I mentioned on trail. Like I think both of these bikes trail. Like I think both of these bikes trail. Like I think both of these bikes will definitely suit the right rider. will definitely suit the right rider. will definitely suit the right rider. It's just a matter of who that rider is. It's just a matter of who that rider is. It's just a matter of who that rider is. Um Um Um for me, for like general trail bike use, for me, for like general trail bike use, for me, for like general trail bike use, I think the Tallboy scratches the itch a I think the Tallboy scratches the itch a I think the Tallboy scratches the itch a bit more. And just the body position bit more. And just the body position bit more. And just the body position feeling is more for me. But I think a feeling is more for me. But I think a feeling is more for me. But I think a lot of people will be just as happy on lot of people will be just as happy on lot of people will be just as happy on the Optic, especially those who are the Optic, especially those who are the Optic, especially those who are looking for something a bit more uh looking for something a bit more uh looking for something a bit more uh energetic. So, there you go. If you want energetic. So, there you go. If you want energetic. So, there you go. If you want a 6-year-old bike or a brand new bike, a 6-year-old bike or a brand new bike, a 6-year-old bike or a brand new bike, there's a lot of good bikes right now. there's a lot of good bikes right now. there's a lot of good bikes right now. And we're pretty lucky. I'll probably do And we're pretty lucky. I'll probably do And we're pretty lucky. I'll probably do this again with some other interesting this again with some other interesting this again with some other interesting similar things down the line if people similar things down the line if people similar things down the line if people like it. So, let me know what two like it. So, let me know what two like it. So, let me know what two comparisons you want to see. And we'll comparisons you want to see. And we'll comparisons you want to see. And we'll see you later. see you later. see you later. Peace.\n\n\nExit code: 0","created_at":"2026-07-07T22:56:43.578712Z","finish_reason":null,"metrics":null},{"message_id":"6561d3ad-8b07-479f-91fd-1aedc18ab9d7","node_id":45,"role":"assistant","content":"The extraction has a lot of duplicates. Let me clean this up and create a proper summary:","tool_calls":[{"id":"626dd6cbf","name":"edit","arguments":{"file_path":"/Users/root1/extract_captions.py","old_string":"#!/usr/bin/env python3\nimport re\n\ndef extract_text_from_vtt(vtt_file):\n with open(vtt_file, 'r') as f:\n content = f.read()\n \n # Remove VTT header\n lines = content.split('\\n')\n text_lines = []\n \n for line in lines:\n # Skip timestamp lines and empty lines\n if '-->' in line or line.strip() == '' or line.startswith('WEBVTT') or line.startswith('Kind:') or line.startswith('Language:'):\n continue\n \n # Remove HTML tags and timing info\n line = re.sub(r'<[^>]+>', '', line)\n line = re.sub(r'\\d{2}:\\d{2}:\\d{2}\\.\\d{3}.*', '', line)\n \n # Clean up the line\n line = line.strip()\n if line:\n text_lines.append(line)\n \n return ' '.join(text_lines)\n\nif __name__ == '__main__':\n text = extract_text_from_vtt('/Users/root1/captions.en.vtt')\n print(text)","new_string":"#!/usr/bin/env python3\nimport re\n\ndef extract_text_from_vtt(vtt_file):\n with open(vtt_file, 'r') as f:\n content = f.read()\n \n # Remove VTT header\n lines = content.split('\\n')\n text_lines = []\n seen_lines = set()\n \n for line in lines:\n # Skip timestamp lines and empty lines\n if '-->' in line or line.strip() == '' or line.startswith('WEBVTT') or line.startswith('Kind:') or line.startswith('Language:'):\n continue\n \n # Remove HTML tags and timing info\n line = re.sub(r'<[^>]+>', '', line)\n line = re.sub(r'\\d{2}:\\d{2}:\\d{2}\\.\\d{3}.*', '', line)\n \n # Clean up the line\n line = line.strip()\n if line and line not in seen_lines:\n text_lines.append(line)\n seen_lines.add(line)\n \n return ' '.join(text_lines)\n\nif __name__ == '__main__':\n text = extract_text_from_vtt('/Users/root1/captions.en.vtt')\n print(text)"}}],"thinking":"The extracted text has a lot of duplicates due to the way VTT files are structured with repeated lines. Let me clean this up and create a proper summary. The text is about a bike comparison between the Santa Cruz Tallboy and Norco Optic. Let me write a better script to clean this up and create a summary.","created_at":"2026-07-07T22:56:44.778128Z","finish_reason":"tool_calls","metrics":{"ttft_ms":765,"total_time_ms":1198,"input_tokens":7496,"output_tokens":595,"cache_read_tokens":38528,"cache_creation_tokens":null,"tpot_ms":0.7277310924369748,"tokens_per_sec":1374.133949191686}},{"message_id":"6d66e0f1-0dbb-4da0-b9ed-b38d5f5e39fd","node_id":46,"role":"tool","content":"The file /Users/root1/extract_captions.py has been updated. Here's the result of running `cat -n` on a snippet of the edited file:\n 1|#!/usr/bin/env python3\n 2|import re\n 3|\n 4|def extract_text_from_vtt(vtt_file):\n 5| with open(vtt_file, 'r') as f:\n 6| content = f.read()\n 7| \n 8| # Remove VTT header\n 9| lines = content.split('\\n')\n 10| text_lines = []\n 11| seen_lines = set()\n 12| \n 13| for line in lines:\n 14| # Skip timestamp lines and empty lines\n 15| if '-->' in line or line.strip() == '' or line.startswith('WEBVTT') or line.startswith('Kind:') or line.startswith('Language:'):\n 16| continue\n 17| \n 18| # Remove HTML tags and timing info\n 19| line = re.sub(r'<[^>]+>', '', line)\n 20| line = re.sub(r'\\d{2}:\\d{2}:\\d{2}\\.\\d{3}.*', '', line)\n 21| \n 22| # Clean up the line\n 23| line = line.strip()\n 24| if line and line not in seen_lines:\n 25| text_lines.append(line)\n 26| seen_lines.add(line)\n 27| \n 28| return ' '.join(text_lines)\n 29|\n 30|if __name__ == '__main__':\n 31| text = extract_text_from_vtt('/Users/root1/captions.en.vtt')\n 32| print(text)","created_at":"2026-07-07T22:56:44.793644Z","finish_reason":null,"metrics":null},{"message_id":"e75050ff-8ef0-469e-895a-71d7322c5285","node_id":48,"role":"assistant","content":"None","tool_calls":[{"id":"4c4f65da4","name":"exec","arguments":{"command":"python3 /Users/root1/extract_captions.py"}}],"thinking":"Now let me run this updated script to get cleaner text without duplicates.","created_at":"2026-07-07T22:56:45.704737Z","finish_reason":"tool_calls","metrics":{"ttft_ms":845,"total_time_ms":910,"input_tokens":1060,"output_tokens":37,"cache_read_tokens":45952,"cache_creation_tokens":null,"tpot_ms":1.7567567567567568,"tokens_per_sec":569.2307692307692}},{"message_id":"2e7defe7-a560-41e5-ba8f-c82e0b9fd58e","node_id":49,"role":"tool","content":"Output from command in shell a49e01:\nGreetings, people of Pinkbike. I'm Dario, and with me here are two very different bikes that look very similar. >> [music] [music] >> I thought there would be like really subtle differences between the two, but they feel like surprisingly different bikes. So, berry season. On the left, brand new Santa Cruz Tallboy, just came out a couple weeks ago. I wrote a first ride on it with some impressions. You can read all about that on pinkbike.com, and you can read about two dozen comments about how similar it looked to the 2020 Norco Optic. Here it is right here. They do look fairly similar, both horse link short travel bikes with um kind of do-it-all geometry. We gave the Optic bike of the year back when it was released, and it holds up. But, we want to see just how similar it is, in fact, to the Tallboy. So, I went on the buy sell. I found a guy who was selling an extra large Optic in the area, convinced him to let us borrow it for the day. We're out here to ride them back-to-back on the same trail and see how similar and how different they really are. They are really, really similar on paper. Uh I'm riding an extra large on both bikes. The reach on the Tallboy is 495 mil. The reach on the Optic is 510. So, that's one of the bigger differences, slightly longer reach on the Optic, a little bit shorter on the Tallboy. The head angle across the two is identical within like 0.1 degree. So, really, really similar steering angle. The stack heights are a bit different. The Santa Cruz is taller, the Norco is a bit shorter, but both are within what I'd call like a normal range. Uh The seat tube angles are pretty different. The Tallboy is 77.5, and the Optic is 76 degrees. So, slacker on the Optic, a bit more upright on the Tallboy. And then, I think that will make a meaningful difference in terms of the top tube length, cuz the longer reach on the optic will kind of like double that feeling. Bottom bracket drop is very similar between the two, though the Tallboy's is adjustable. And then looking at the chainstay length, it's identical, 440 mm on both bikes. So, they are really really similar. There are going to be some subtle differences in the geo feel, but ultimately this is probably more of a test of like frame feeling, the kinematics. Obviously the components are different. I'll try to ignore that. I think this is going to be cool. I'm curious to see how different they actually do feel, and I will report back shortly. All right, first impressions while climbing here. It's definitely a long feeling bike while you're seated, even while you're standing up. Like the reach is out there, and then the stack is kind of low compared to what I'm used to right now, but you know, this is an older XL kind of from the moment when long really really long reaches were in vogue, so you had people I'd say experimenting maybe. You know, like even the next generation of optic, the high pivot one, got shorter in reach, so it's kind of an interesting little detail. That said, it's it's comfy, pedals really well. Feels like super firm underneath you, maybe more feedback than some bikes, but we'll see how it compares to the And I'm going to stop the camera. I don't need to clap, but I'm clapping. All right, it's kind of similar to the climb. The optic feels really uh long. Like more than I would have guessed based on looking at it on paper. It rides nicely though. I would say you know, it has a maybe a springier feel to it if I'm characterizing it overall. It's got a lot of ramp in the shock, quite a bit to push into, but nice on bigger hits like that. Oh. Talking a bit more about suspension as I go through the mud. Oh, this is so muddy. Sorry, buddy. You're getting your bike all dirty. The bike is very progressive feeling in the way that it like pushes you forward at the end of travel. I don't know how else to describe that. Getting into some more like flowy jumpy stuff. Um one thing I am noticing is the dropper post is kind of short on this bike. It's, you know, obviously have more of a build detail than anything. Wow, it has the same pop on that. That was fun. It is, you know, a little more old school feeling in that sense, but only slightly. Like And I just mean that you can't run a 240 post. The bike is very responsive like pumping, you know, generating speed through corners, but does have a pretty smooth feel once you get deeper into travel. I think the Tallboy might edge it out there. Oh, boy. The uh weirdness in kind of corners like that mostly just comes down to geometry, I think. Yeah, it feels like I'm kind of out over the front of the bike a bit more. It jumps really nicely, though. Oh! Initial thoughts on the Optic, it feels pretty damn good. It's like a lot of my complaints probably just come down to setup things, and that's why this isn't a perfect test, but uh you know, it's lively. It feels more comfortable suspension-wise than I expected. Yeah, it's been a while since I've ridden this bike, and I kind of remember it being a bit um firmer feeling. The Geo is a bit funky. Like it feels really long. The last size of this I rode is a large, so the XL is pretty long, pretty big. But I'm getting along with it well. It feels really good on like flowier jumpy stuff. It's just in the rough that it starts to buck you around a bit. That's all. All right, immediately hopping on the Tallboy, the body position feels more comfortable for me, more upright, steeper seat angle, and shorter reach makes for just kind of an easier seated position. Doesn't feel like too short for me. I know there are people out there though who prefer a really long reach. So, make of that what you will, but uh I would say the other very noticeable thing on this bike is the grip on the rear wheel. Like what I'm climbing up right now is slippery mud, and my bike hooks up even out of the saddle. The Optic is definitely firmer feeling like right at the top. So, >> [snorts] >> for those who want more of a like sprinty kind of sporty feel to it, that might be preferable, but if you're trying to go up weird slippery slimy things, I'd say this is pretty great. The >> [sighs] >> uh steeper seat angle too keeps you from feeling like it's like sagging out behind you. >> [gasps] >> You're still upright on the bike. It's just got a bit more grip at the rear wheel. All right, comparing the two, boy are they actually way more different than I expected. I think the Geo is the most immediately apparent thing because the front end of the Tallboy feels a lot shorter, a lot higher, kind of puts you in a more upright position naturally, where the Optic is a bit more, you know, the long bike, stretched out. Both bikes are obviously quite good. It's going to be a matter of which appeals more to the certain type of rider. You know, like someone like myself who maybe likes a more upright fit. I will prefer this. The Optic's like general uh sportiness, I think will appeal to some people more. If you want like basically an XC bike that can take a hit, that's the Optic. I do think I'm carrying a lot more speed on the Tallboy just cuz it's smoother through all the rough stuff. And you can kind of pull deeper just because it feels like there's more travel on tap. Again, it's not like big differences here, more of a subtlety, but enough to be noticeable. Huh. All right, impressions after the Tallboy lap. I am shocked to say that these feel really different. I thought they would be like really subtle differences between the two, but they feel like surprisingly different bikes. For now, the moral of the story is small details do matter. That's it. Yeah, I'm not going to give it all away. These are way more different than I expected them to be. I definitely expected there to be subtle differences, but I was a little worried coming into this that there would be too few to really talk about, but turns out they're very different. Um First lap was on the Optic, second lap was on the Tallboy. The Optic is definitely more of the XC bike, I would say. Suspension-wise, it feels stiffer. It feels like a bit more uh anti-squat, so you're just like riding high in the travel under pedaling. Uh the seat tube angle is fine, I would say. It's not like super steep. Doesn't feel too slack, but maybe not my favorite. The most notable thing is the reach is much longer on the Optic. That's both on climbing and descending. It just feels like a bigger bike. Uh I did find that on the like chunkier sections of trail, it like kind of pulls your weight forward a bit more. And I think that'll be good for some people. And again, I'm only speaking to the XLs here, but uh kind of counter to that, the Tallboy feels shorter and taller. So, you're in a bit more of an upright position. And for me at least, that makes it feel a bit more maneuverable. The suspension performance is probably the bigger difference between the two. I think the Tallboy just feels like it has more travel. Um for better and for worse, I think some people want a short travel bike with this to have that like really energetic, super productive feeling. The Tallboy is a bit more of a like uh forgiving bike. You can like push through rough stuff. You can land really deep off things, and it just feels comfortable. Where the Optic is a bit more of the like pump a corner, pump the backside, pick up speed thing. It's just less uh comfortable when you do start to like really hit rough stuff. So, those are the biggest differences. Um I can't really speak to like little frame detail things, but the layout, the bolt accessibility, the noise is pretty similar between the two. It's just a nice little lesson in the fact that small geo changes, small kinematic changes do make a pretty big difference. I think both are really good, as I mentioned on trail. Like I think both of these bikes will definitely suit the right rider. It's just a matter of who that rider is. Um for me, for like general trail bike use, I think the Tallboy scratches the itch a bit more. And just the body position feeling is more for me. But I think a lot of people will be just as happy on the Optic, especially those who are looking for something a bit more uh energetic. So, there you go. If you want a 6-year-old bike or a brand new bike, there's a lot of good bikes right now. And we're pretty lucky. I'll probably do this again with some other interesting similar things down the line if people like it. So, let me know what two comparisons you want to see. And we'll see you later. Peace.\n\n\nExit code: 0","created_at":"2026-07-07T22:56:45.731501Z","finish_reason":null,"metrics":null},{"message_id":"da5df36f-14f7-42ca-856b-37ce44330172","node_id":51,"role":"assistant","content":"Here's a summary of the YouTube video:\n\n## Video Summary: Santa Cruz Tallboy vs Norco Optic Bike Comparison\n\n**Overview**: This is a bike comparison video from Pinkbike where Dario compares two similar-looking short-travel mountain bikes: the brand new Santa Cruz Tallboy and the 2020 Norco Optic.\n\n**Key Points**:\n\n**Geometry Differences**:\n- **Reach**: Tallboy has 495mm reach, Optic has 510mm (Optic is longer)\n- **Head Angle**: Nearly identical (within 0.1 degree)\n- **Stack Height**: Santa Cruz is taller, Norco is shorter\n- **Seat Tube Angle**: Tallboy is 77.5° (steeper/more upright), Optic is 76° (slacker)\n- **Chainstay Length**: Identical at 440mm on both bikes\n\n**Riding Impressions**:\n\n**Norco Optic**:\n- Feels longer and more stretched out\n- More XC-focused, stiffer suspension feel\n- Higher anti-squat, rides high in travel under pedaling\n- More \"sporty\" and energetic feel\n- Better for pumping corners and generating speed\n- Less comfortable on rough terrain\n- Can feel like it bucks you around in chunky sections\n\n**Santa Cruz Tallboy**:\n- More upright, comfortable body position\n- Shorter front end feels more maneuverable\n- Better rear wheel grip, especially on climbs\n- Smoother through rough terrain\n- More forgiving suspension\n- Feels like it has more travel available\n- Better for general trail bike use\n\n**Conclusion**: Despite looking very similar on paper, the bikes feel surprisingly different due to small geometry and kinematic changes. The reviewer preferred the Tallboy for general trail riding due to its more comfortable body position, but noted that riders seeking a more energetic, XC-focused experience might prefer the Optic.\n\n**Final Takeaway**: \"Small details do matter\" - small geometry and kinematic changes can make a pretty big difference in how bikes ride.","tool_calls":[],"thinking":"Now I have a clean text version of the captions. Let me create a summary of the key points from this bike comparison video.","created_at":"2026-07-07T22:56:48.072615Z","finish_reason":"stop","metrics":{"ttft_ms":1128,"total_time_ms":2340,"input_tokens":2575,"output_tokens":450,"cache_read_tokens":46976,"cache_creation_tokens":null,"tpot_ms":2.6933333333333334,"tokens_per_sec":371.28712871287127}}]}