{"session":{"id":"rough-sprint","working_directory":"/Users/root1","backend_type":"Windsurf","model":"swe-1-7-lightning","agent_mode":"bypass","created_at":"2026-07-13T23:44:39+00:00","last_activity_at":"2026-07-13T23:44:52+00:00","title":"Never Gonna Give You Up","main_chain_id":40,"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/<name>/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<example>\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</example>\n\n<example>\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</example>\n\n<example>\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</example>\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 `<ref_file ... />` and `<ref_snippet ... />` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `<ref_file file=\"/absolute/path/to/file\" />` - Reference an entire file\n- `<ref_snippet file=\"/absolute/path/to/file\" lines=\"start-end\" />` - Reference specific lines in a file\n\n<example>\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. <ref_snippet file=\"/home/ubuntu/repos/project/src/services/process.ts\" lines=\"710-715\" />\n</example>\n\n<example>\nuser: Can you show me the config file?\nassistant: Here's the configuration file: <ref_file file=\"/home/ubuntu/repos/project/config.json\" />\n</example>\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 `<truncation_notice>` 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<bullet points>\n\n#### Test plan\n<checklist>\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<example>\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</example>\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<example>\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</example>\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including <user-prompt-submit-hook>, as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\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 `<system_guidance>` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\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::<ActorAuth>'     -> code syntax, too specific, 0 results\\n  x 'struct ActorAuth'          -> adding keywords narrows results, misses enums/traits/type aliases\\n  x 'TODO.*#\\\\d+'               -> complex regex, use simple 'TODO' then filter visually\\n\\n### 2. NEVER use regex unless you truly need alternation\\nPlain text search is faster and more reliable. Regex patterns like `.*`, `\\\\d+`, `\\\\s+` almost always return 0 results because they try to match complex patterns within single lines.\\nIf you need OR logic, use multi_grep with literal patterns instead of regex alternation.\\n\\n### 3. Stop searching after 2 greps -- READ the code\\nAfter 2 grep calls, you have enough file paths. Read the top result to understand the code.\\nDo NOT keep grepping with variations. More greps != better understanding.\\n\\n### 4. Use multi_grep for multiple identifiers\\nWhen you need to find different names (e.g. snake_case + PascalCase, or definition + usage patterns), use ONE multi_grep call instead of sequential greps:\\n  + multi_grep(['ActorAuth', 'PopulatedActorAuth', 'actor_auth'])\\n  x grep 'ActorAuth' -> grep 'PopulatedActorAuth' -> grep 'actor_auth'  (3 calls wasted)\\n\\n## Workflow\\n\\n**Have a specific name?** -> grep the bare identifier.\\n**Need multiple name variants?** -> multi_grep with all variants in one call.\\n**Exploring a topic / finding files?** -> find_files.\\n**Got results?** -> Read the top file. Don't grep again.\\n\\n## Constraint Syntax\\n\\nFor grep: constraints go INLINE, prepended before the search text.\\nFor multi_grep: constraints go in the separate 'constraints' parameter.\\n\\nConstraints MUST match one of these formats:\\n  Extension: '*.rs', '*.{ts,tsx}'\\n  Directory: 'src/', 'quotes/'\\n  Filename: 'schema.rs', 'src/main.rs'\\n  Exclude: '!test/', '!*.spec.ts'\\n\\n! Bare words without extensions are NOT constraints. 'quote TODO' does NOT filter to quote files -- it searches for 'quote TODO' as text.\\n  + 'schema.rs TODO'   -> searches for 'TODO' in files schema.rs\\n  + 'quotes/ TODO'     -> searches for 'TODO' in the quotes/ directory\\n  x 'quote TODO'       -> searches for literal text 'quote TODO', finds nothing\\n\\nPrefer broad constraints:\\n  + '*.rs query'           -> file type\\n  + 'quotes/ query'        -> top-level dir\\n  x 'quotes/storage/db/ query' -> too specific, misses results\\n\\n## Output Format\\n\\ngrep results auto-expand definitions with body context (struct fields, function signatures).\\nThis often provides enough information WITHOUT a follow-up Read call.\\nLines marked with | are definition body context. [def] marks definition files.\\n-> Read suggestions point to the most relevant file -- follow them when you need more context.\\n\\n## Default Exclusions\\n\\nIf results are cluttered with irrelevant files, exclude them:\\n  !tests/ - exclude tests directory\\n  !*.spec.ts - exclude test files\\n  !generated/ - exclude generated code\"},{\"name\":\"cloudflare\"},{\"name\":\"cloudflare-observability\"},{\"name\":\"cloudflare-bindings\"},{\"name\":\"cloudflare-docs\"},{\"name\":\"cloudflare-builds\"}]}\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":"2026-07-13T23:44:38.855841Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"e738cbab-6304-4ef0-8e26-196ffdb6a2f6"}],"tool_availability":{"BlockList":[{"Name":{"exact":"exit_plan_mode"}}]},"append_system_messages":[]},{"model":"swe-1-7-lightning","source":{"Session":"System"},"context":[],"lifetime":{"Unique":"core/model"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":{"AllowList":[{"Name":{"exact":"exec"}},{"Name":{"exact":"read"}},{"Name":{"exact":"edit"}},{"Name":{"exact":"grep"}},{"Name":{"exact":"glob"}},{"Name":{"exact":"exit_plan_mode"}},{"Name":{"literal":"get_output"}},{"Name":{"literal":"kill_shell"}},{"Name":{"literal":"write_to_process"}},{"Name":{"literal":"write"}},{"Name":{"literal":"notebook_read"}},{"Name":{"literal":"notebook_edit"}},{"Name":{"literal":"todo_write"}},{"Name":{"literal":"webfetch"}},{"Name":{"literal":"web_search"}},{"Name":{"literal":"ask_user_question"}},{"Name":{"literal":"run_subagent"}},{"Name":{"literal":"read_subagent"}},{"Name":{"literal":"request_scope"}},{"Name":{"literal":"mcp_call_tool"}},{"Name":{"literal":"mcp_list_servers"}},{"Name":{"literal":"mcp_list_tools"}},{"Name":{"literal":"mcp_read_resource"}},{"Name":{"literal":"skill"}}]},"append_system_messages":[{"role":"system","content":"You are powered by SWE-1.7 Lightning.","metadata":{"metrics":null,"telemetry":{"source":"system","operation":"unknown"},"created_at":"2026-07-13T23:44:38.856788Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"8af5c6f4-514b-4a6e-9e86-4979b83425fe"}]},{"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":"2026-07-13T23:44:38.856967Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"3fd19144-b3d7-479d-9604-4548a2081f36"}]},{"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":"2026-07-13T23:44:38.857133Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"db853a4f-5472-49dd-ab2b-d61655d94214"}]},{"model":null,"source":"Managed","context":[],"lifetime":{"Unique":"workspace/config_protection"},"permissions":[[{"Scope":{"Write":{"glob":"/Users/root1/.config/devin/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/.config/devin/cli/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/.devin/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/.cognition/**/config*.json"}}},"ForceAsk"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":"Base","context":[],"lifetime":{"Unique":"workspace/read_permissions"},"permissions":[[{"Scope":{"Read":{"glob":"/Users/root1"}}},"Allow"],[{"Scope":{"Read":{"glob":"/var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501"}}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":"UserOverride","context":[],"lifetime":{"Unique":"workspace/project_override_permissions"},"permissions":[[{"Scope":{"Command":{"matcher":{"Prefix":"brightness"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"osascript"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"pkill"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"yt-dlp"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"ls"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"python3"}}}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"System"},"context":[],"lifetime":{"Unique":"workspace/context"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/accept_edits"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/bypass"},"permissions":[["AnyScope","Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/autonomous"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]}],"workspace_dirs":null,"hidden":false,"metadata":"{\"total_credit_cost\":0,\"total_acu_cost\":0.0}"},"message_count":18,"messages":[{"message_id":"e738cbab-6304-4ef0-8e26-196ffdb6a2f6","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/<name>/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<example>\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</example>\n\n<example>\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</example>\n\n<example>\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</example>\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 `<ref_file ... />` and `<ref_snippet ... />` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `<ref_file file=\"/absolute/path/to/file\" />` - Reference an entire file\n- `<ref_snippet file=\"/absolute/path/to/file\" lines=\"start-end\" />` - Reference specific lines in a file\n\n<example>\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. <ref_snippet file=\"/home/ubuntu/repos/project/src/services/process.ts\" lines=\"710-715\" />\n</example>\n\n<example>\nuser: Can you show me the config file?\nassistant: Here's the configuration file: <ref_file file=\"/home/ubuntu/repos/project/config.json\" />\n</example>\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 `<truncation_notice>` 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<bullet points>\n\n#### Test plan\n<checklist>\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<example>\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</example>\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<example>\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</example>\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including <user-prompt-submit-hook>, as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\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 `<system_guidance>` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\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::<ActorAuth>'     -> code syntax, too specific, 0 results\\n  x 'struct ActorAuth'          -> adding keywords narrows results, misses enums/traits/type aliases\\n  x 'TODO.*#\\\\d+'               -> complex regex, use simple 'TODO' then filter visually\\n\\n### 2. NEVER use regex unless you truly need alternation\\nPlain text search is faster and more reliable. Regex patterns like `.*`, `\\\\d+`, `\\\\s+` almost always return 0 results because they try to match complex patterns within single lines.\\nIf you need OR logic, use multi_grep with literal patterns instead of regex alternation.\\n\\n### 3. Stop searching after 2 greps -- READ the code\\nAfter 2 grep calls, you have enough file paths. Read the top result to understand the code.\\nDo NOT keep grepping with variations. More greps != better understanding.\\n\\n### 4. Use multi_grep for multiple identifiers\\nWhen you need to find different names (e.g. snake_case + PascalCase, or definition + usage patterns), use ONE multi_grep call instead of sequential greps:\\n  + multi_grep(['ActorAuth', 'PopulatedActorAuth', 'actor_auth'])\\n  x grep 'ActorAuth' -> grep 'PopulatedActorAuth' -> grep 'actor_auth'  (3 calls wasted)\\n\\n## Workflow\\n\\n**Have a specific name?** -> grep the bare identifier.\\n**Need multiple name variants?** -> multi_grep with all variants in one call.\\n**Exploring a topic / finding files?** -> find_files.\\n**Got results?** -> Read the top file. Don't grep again.\\n\\n## Constraint Syntax\\n\\nFor grep: constraints go INLINE, prepended before the search text.\\nFor multi_grep: constraints go in the separate 'constraints' parameter.\\n\\nConstraints MUST match one of these formats:\\n  Extension: '*.rs', '*.{ts,tsx}'\\n  Directory: 'src/', 'quotes/'\\n  Filename: 'schema.rs', 'src/main.rs'\\n  Exclude: '!test/', '!*.spec.ts'\\n\\n! Bare words without extensions are NOT constraints. 'quote TODO' does NOT filter to quote files -- it searches for 'quote TODO' as text.\\n  + 'schema.rs TODO'   -> searches for 'TODO' in files schema.rs\\n  + 'quotes/ TODO'     -> searches for 'TODO' in the quotes/ directory\\n  x 'quote TODO'       -> searches for literal text 'quote TODO', finds nothing\\n\\nPrefer broad constraints:\\n  + '*.rs query'           -> file type\\n  + 'quotes/ query'        -> top-level dir\\n  x 'quotes/storage/db/ query' -> too specific, misses results\\n\\n## Output Format\\n\\ngrep results auto-expand definitions with body context (struct fields, function signatures).\\nThis often provides enough information WITHOUT a follow-up Read call.\\nLines marked with | are definition body context. [def] marks definition files.\\n-> Read suggestions point to the most relevant file -- follow them when you need more context.\\n\\n## Default Exclusions\\n\\nIf results are cluttered with irrelevant files, exclude them:\\n  !tests/ - exclude tests directory\\n  !*.spec.ts - exclude test files\\n  !generated/ - exclude generated code\"},{\"name\":\"cloudflare\"},{\"name\":\"cloudflare-observability\"},{\"name\":\"cloudflare-bindings\"},{\"name\":\"cloudflare-docs\"},{\"name\":\"cloudflare-builds\"}]}\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":"2026-07-13T23:44:38.855841Z","finish_reason":null,"metrics":null},{"message_id":"db853a4f-5472-49dd-ab2b-d61655d94214","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":"2026-07-13T23:44:38.857133Z","finish_reason":null,"metrics":null},{"message_id":"3fd19144-b3d7-479d-9604-4548a2081f36","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":"2026-07-13T23:44:38.856967Z","finish_reason":null,"metrics":null},{"message_id":"8af5c6f4-514b-4a6e-9e86-4979b83425fe","node_id":21,"role":"system","content":"You are powered by SWE-1.7 Lightning.","created_at":"2026-07-13T23:44:38.856788Z","finish_reason":null,"metrics":null},{"message_id":"f8e0baca-776c-440d-ba2b-5d51505d6d9b","node_id":22,"role":"system","content":"<system_info>\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: Monday, 2026-07-13\n\n</system_info>","created_at":"2026-07-13T23:44:37.699551Z","finish_reason":null,"metrics":null},{"message_id":"594fd9af-24bc-4349-9dda-99b4f398fd1d","node_id":23,"role":"system","content":"<rules type=\"always-on\">\n<rule name=\"global_rules\" path=\"/Users/root1/.codeium/windsurf/memories/global_rules.md\">\n\n</rule>\n\n<rule name=\"AGENTS\" path=\"/Users/root1/AGENTS.md\">\n# Agent Preferences\n\n- If I ever paste in a YouTube link, use yt-dlp to summarize the video.\n- get the autogenerrated captions to do this\n- if asked to summarize a YouTube video, do not name the session until after reading and understanding the full YouTube video transcript\n- for testing that involves urls, start with example.com rather than about:blank\n- For tasks that may benefit from computer use (controlling macOS apps, windows, clicking, typing, etc.), use the background-computer-use skill to control local macOS apps through the BackgroundComputerUse API\n- Secrets/tokens live in `~/.env` (e.g. `HF_TOKEN` for Hugging Face). Source it before use: `set -a; . ~/.env; set +a`\n\n## Cloudflare DNS management\n\nFor Cloudflare DNS management (adding/editing/deleting DNS records), use the **`cf` CLI** instead of `wrangler`.\nWrangler does not have DNS management capabilities, and its OAuth token doesn't work with the Cloudflare REST API for DNS operations.\n\n### Usage\n```bash\n# Check authentication status\ncf auth whoami\n\n# List DNS records for a zone\ncf dns records list -z aidenhuang.com\n\n# Add a DNS record\ncf dns records create -z aidenhuang.com --type CNAME --name devin --content \"target.example.com\" --proxied false\n\n# Delete a DNS record\ncf dns records delete -z aidenhuang.com <record-id>\n```\n\nThe `cf` CLI uses the same OAuth authentication as `wrangler` and has proper DNS record permissions.\n\n## File search via fff MCP\n\nFor any file search or grep in the current git-indexed project directory, prefer the **fff** MCP tools\n(`mcp__fff__grep`, `mcp__fff__find_files`, `mcp__fff__multi_grep`) over the built-in grep/glob tools.\nfff is frecency-ranked, git-aware, and more token-efficient.\n\nRules the fff server enforces (follow them to avoid 0-result queries):\n- Search BARE IDENTIFIERS only — one identifier per `grep` query. No `load.*metadata.*Foo` style regex.\n- Don't use regex unless you truly need alternation; `.*`, `\\d+`, `\\s+` almost always return 0 results.\n- After 2 grep calls, stop and READ the top result instead of grepping with more variations.\n- Use `multi_grep` for OR logic across multiple identifiers (e.g. snake_case + PascalCase variants) in one call.\n- Have a specific name → `grep`. Exploring a topic / finding files → `find_files`.\n\nThe `fff-mcp` binary lives at `/Users/root1/.local/bin/fff-mcp` and is registered at user scope\nin `~/.config/devin/config.json`. It refuses to run in `$HOME` or `/` — it must be launched from a\nproject directory (Devin does this automatically based on cwd). Update with:\n`curl -fsSL https://raw.githubusercontent.com/dmtrKovalenko/fff.nvim/main/install-mcp.sh | bash`\n\n## X/Twitter scraping via logged-in browser session\n\nWhen I need to scrape X/Twitter data (following, followers, tweets, user info, etc.),\nthe cleanest path is to use the **Playwright MCP** browser session with my own logged-in\nx.com account, rather than spinning up twscrape's account-pool flow. twscrape needs the\n`auth_token` HttpOnly cookie which JS cannot read from `document.cookie`; the browser\nsession attaches all cookies automatically.\n\n### Flow\n1. `mcp_list_tools` on the `playwright` server, then `browser_navigate` to `https://x.com`.\n2. If not logged in, ask me to log in manually in the opened window (don't handle my password).\n3. Once on `https://x.com/home`, read `ct0` from `document.cookie`:\n   `document.cookie.match(/ct0=([^;]+)/)[1]`\n4. Call X's GraphQL endpoints directly via `fetch()` inside `browser_evaluate`. Required headers:\n   - `authorization: Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA` (the public web-app bearer token)\n   - `x-csrf-token: <ct0>`\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/<queryId>/<OpName>?variables=<enc>&features=<enc>`\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 `<outdir>/<name>.json` and `<outdir>/<name>.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</rule>\n</rules>","created_at":"2026-07-13T23:44:38.866364Z","finish_reason":null,"metrics":null},{"message_id":"2e9dd6bd-09d5-4bbd-b332-e0a783a5ca51","node_id":24,"role":"user","content":"https://www.youtube.com/watch?v=_oRgdlJUD18&pp=0gcJCU8LAYcqIYzv","created_at":"2026-07-13T23:44:39.536817Z","finish_reason":null,"metrics":null},{"message_id":"296709b8-fa9e-4c5f-a4f0-da379f51e41f","node_id":25,"role":"system","content":"<available_skills>\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-one**: Guides Cloudflare One Zero Trust and SASE work across Access, Gateway, WARP, Tunnel, Cloudflare WAN, DLP, CASB, device posture, and identity. Use when designing, configuring, troubleshooting, or reviewing Cloudflare One deployments. Retrieval-first: use current Cloudflare docs/API schemas instead of embedded product docs. (source: /Users/root1/.config/devin/skills/cloudflare-one/SKILL.md)\n- **wrangler**: Cloudflare Workers CLI for deploying, developing, and managing Workers, KV, R2, D1, Vectorize, Hyperdrive, Workers AI, Containers, Queues, Workflows, Pipelines, and Secrets Store. Load before running wrangler commands to ensure correct syntax and best practices. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.claude/skills/wrangler/SKILL.md)\n- **cloudflare-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/.codeium/windsurf/skills/cloudflare-one/SKILL.md)\n- **cloudflare-email-service**: Send and receive transactional emails with Cloudflare Email Service (Email Sending + Email Routing). Use when building email sending (Workers binding or REST API), email routing, Agents SDK email handling, or integrating email into any app — Workers, Node.js, Python, Go, etc. Also use for email deliverability, SPF/DKIM/DMARC, wrangler email setup, MCP email tools, or when a coding agent needs to send emails. Even for simple requests like \"add email to my Worker\" — this skill has critical config details. (source: /Users/root1/.config/devin/skills/cloudflare-email-service/SKILL.md)\n- **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- **agents-sdk**: Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, chat applications, voice agents, or browser automation. Covers Agent class, state management, callable RPC, Workflows, durable execution, queues, retries, observability, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.codeium/windsurf/skills/agents-sdk/SKILL.md)\n- **durable-objects**: Create and review Cloudflare Durable Objects. Use when building stateful coordination (chat rooms, multiplayer games, booking systems), implementing RPC methods, SQLite storage, alarms, WebSockets, or reviewing DO code for best practices. Covers Workers integration, wrangler config, and testing with Vitest. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.agents/skills/durable-objects/SKILL.md)\n- **web-perf**: Analyzes web performance using Chrome DevTools MCP. Measures Core Web Vitals (LCP, INP, CLS) and supplementary metrics (FCP, TBT, Speed Index), identifies render-blocking resources, network dependency chains, layout shifts, caching issues, and accessibility gaps. Use when asked to audit, profile, debug, or optimize page load performance, Lighthouse scores, or site speed. Biases towards retrieval from current documentation over pre-trained knowledge. (source: /Users/root1/.claude/skills/web-perf/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- **durable-objects**: Create and review Cloudflare Durable Objects. Use when building stateful coordination (chat rooms, multiplayer games, booking systems), implementing RPC methods, SQLite storage, alarms, WebSockets, or reviewing DO code for best practices. Covers Workers integration, wrangler config, and testing with Vitest. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/durable-objects/SKILL.md)\n- **turnstile-spin**: Set up Cloudflare Turnstile end-to-end in a project — scan the codebase, create the widget via the Cloudflare API, deploy the managed siteverify Worker, write the frontend snippets, validate, and persist the skill. Load this when a user asks to add Turnstile, set up CAPTCHA, protect a form from bots, or fix a Turnstile integration. Mirrors developers.cloudflare.com/turnstile/spin. (source: /Users/root1/.codeium/windsurf/skills/turnstile-spin/SKILL.md)\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-agent-setup**:  (source: /Users/root1/.devin/skills/cloudflare-agent-setup/SKILL.md)\n- **web-perf**: Analyzes web performance using Chrome DevTools MCP. Measures Core Web Vitals (LCP, INP, CLS) and supplementary metrics (FCP, TBT, Speed Index), identifies render-blocking resources, network dependency chains, layout shifts, caching issues, and accessibility gaps. Use when asked to audit, profile, debug, or optimize page load performance, Lighthouse scores, or site speed. Biases towards retrieval from current documentation over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/web-perf/SKILL.md)\n- **agents-sdk**: Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, chat applications, voice agents, or browser automation. Covers Agent class, state management, callable RPC, Workflows, durable execution, queues, retries, observability, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/agents-sdk/SKILL.md)\n- **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- **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- **turnstile-spin**: Set up Cloudflare Turnstile end-to-end in a project — scan the codebase, create the widget via the Cloudflare API, deploy the managed siteverify Worker, write the frontend snippets, validate, and persist the skill. Load this when a user asks to add Turnstile, set up CAPTCHA, protect a form from bots, or fix a Turnstile integration. Mirrors developers.cloudflare.com/turnstile/spin. (source: /Users/root1/.config/devin/skills/turnstile-spin/SKILL.md)\n- **sandbox-sdk**: Build sandboxed applications for secure code execution. Load when building AI code execution, code interpreters, CI/CD systems, interactive dev environments, or executing untrusted code. Covers Sandbox SDK lifecycle, commands, files, code interpreter, and preview URLs. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/sandbox-sdk/SKILL.md)\n- **workers-best-practices**: Reviews and authors Cloudflare Workers code against production best practices. Load when writing new Workers, reviewing Worker code, configuring wrangler.jsonc, or checking for common Workers anti-patterns (streaming, floating promises, global state, secrets, bindings, observability). Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/workers-best-practices/SKILL.md)\n- **wrangler**: Cloudflare Workers CLI for deploying, developing, and managing Workers, KV, R2, D1, Vectorize, Hyperdrive, Workers AI, Containers, Queues, Workflows, Pipelines, and Secrets Store. Load before running wrangler commands to ensure correct syntax and best practices. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/wrangler/SKILL.md)\n- **cloudflare**: Comprehensive Cloudflare platform skill covering Workers, Pages, storage (KV, D1, R2), AI (Workers AI, Vectorize, Agents SDK), feature flags (Flagship), networking (Tunnel, Spectrum), security (WAF, DDoS), and infrastructure-as-code (Terraform, Pulumi). Use for any Cloudflare development task. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.config/devin/skills/cloudflare/SKILL.md)\n- **cloudflare**: 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/.codeium/windsurf/skills/cloudflare/SKILL.md)\n- **workers-best-practices**: Reviews and authors Cloudflare Workers code against production best practices. Load when writing new Workers, reviewing Worker code, configuring wrangler.jsonc, or checking for common Workers anti-patterns (streaming, floating promises, global state, secrets, bindings, observability). Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.claude/skills/workers-best-practices/SKILL.md)\n- **cloudflare-one-migrations**: Plans migrations from Zscaler ZIA/ZPA, Palo Alto, legacy VPN, SWG, or SASE stacks to Cloudflare One. Use for migration assessments, policy mapping, rollout plans, and parity/gap analysis. (source: /Users/root1/.config/devin/skills/cloudflare-one-migrations/SKILL.md)\n- **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</available_skills>","created_at":"2026-07-13T23:44:39.538160Z","finish_reason":null,"metrics":null},{"message_id":"c290f87e-1b96-49d5-8334-5e6768852f91","node_id":27,"role":"assistant","content":"I'll get the auto-generated captions and summarize the video for you.","tool_calls":[{"id":"functions.exec:0","name":"exec","arguments":{"command":"yt-dlp --write-auto-subs --skip-download --sub-langs en --sub-format ttml --output \"/tmp/%(title)s.%(ext)s\" \"https://www.youtube.com/watch?v=_oRgdlJUD18&pp=0gcJCU8LAYcqIYzv\"","timeout":120000}},{"id":"functions.exec:1","name":"exec","arguments":{"command":"yt-dlp --print \"%(title)s\\n%(channel)s\\n%(duration_string)s\" \"https://www.youtube.com/watch?v=_oRgdlJUD18&pp=0gcJCU8LAYcqIYzv\"","timeout":120000}}],"thinking":"The user has pasted a YouTube link. According to the AGENTS.md rules:\n\n- If I ever paste in a YouTube link, use yt-dlp to summarize the video.\n- get the autogenerrated captions to do this\n- if asked to summarize a YouTube video, do not name the session until after reading and understanding the full YouTube video transcript\n\nSo I need to use yt-dlp to download the auto-generated captions and then summarize the video. Let me first get the captions.\n\nThe URL is: https://www.youtube.com/watch?v=_oRgdlJUD18&pp=0gcJCU8LAYcqIYzv\n\nI should use yt-dlp to extract captions. Let me think about the best command. I can use `yt-dlp --list-subs` to see available subtitles, then download them. Or use `--write-auto-subs --skip-download` to get the auto-generated captions.\n\nLet me first check if yt-dlp is installed, then get the captions. I'll run the command to download auto-generated subs without downloading the video.","created_at":"2026-07-13T23:44:41.481003Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1024,"total_time_ms":1698,"input_tokens":6940,"output_tokens":385,"cache_read_tokens":10624,"cache_creation_tokens":null,"tpot_ms":1.7506493506493506,"tokens_per_sec":571.2166172106826}},{"message_id":"44d40993-3294-413b-b09b-23e56bfb30fe","node_id":28,"role":"tool","content":"Output from command in shell c3dbf3:\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=_oRgdlJUD18&pp=0gcJCU8LAYcqIYzv\n[youtube] _oRgdlJUD18: Downloading webpage\n[youtube] _oRgdlJUD18: Downloading tv client config\n[youtube] _oRgdlJUD18: Downloading player dd53c628-main\n[youtube] _oRgdlJUD18: Downloading tv player API JSON\n[youtube] _oRgdlJUD18: Downloading android sdkless player API JSON\nWARNING: [youtube] _oRgdlJUD18: Some tv client https formats have been skipped as they are missing a url. YouTube may have enabled the SABR-only or Server-Side Ad Placement experiment for the current session. See  https://github.com/yt-dlp/yt-dlp/issues/12482  for more details\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] _oRgdlJUD18: 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\nWARNING: [youtube] _oRgdlJUD18: Some web client https formats have been skipped as they are missing a url. YouTube is forcing SABR streaming for this client. See  https://github.com/yt-dlp/yt-dlp/issues/12482  for more details\n[info] _oRgdlJUD18: Downloading subtitles: en\n[info] _oRgdlJUD18: Downloading 1 format(s): 401+251\n[info] Writing video subtitles to: /tmp/iOS 27 Hands-On： Top 5 New Features!.en.ttml\n[download] Destination: /tmp/iOS 27 Hands-On： Top 5 New Features!.en.ttml\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    3.34MiB/s (00:00:00)\r[download]   15.00KiB at    1.83MiB/s (00:00:00)\r[download]   31.00KiB at    1.71MiB/s (00:00:00)\r[download]   41.61KiB at    2.23MiB/s (00:00:00)\r[download] 100% of   41.61KiB in 00:00:00 at 327.89KiB/s\n\n\nExit code: 0","created_at":"2026-07-13T23:44:46.746319Z","finish_reason":null,"metrics":null},{"message_id":"cfa71962-c1ab-4c9b-b351-aa15aefe3278","node_id":29,"role":"tool","content":"Output from command in shell d71739:\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.\nWARNING: [youtube] _oRgdlJUD18: Some tv client https formats have been skipped as they are missing a url. YouTube may have enabled the SABR-only or Server-Side Ad Placement experiment for the current session. See  https://github.com/yt-dlp/yt-dlp/issues/12482  for more details\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] _oRgdlJUD18: 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\nWARNING: [youtube] _oRgdlJUD18: Some web client https formats have been skipped as they are missing a url. YouTube is forcing SABR streaming for this client. See  https://github.com/yt-dlp/yt-dlp/issues/12482  for more details\niOS 27 Hands-On: Top 5 New Features!\\nMarques Brownlee\\n15:18\n\n\nExit code: 0","created_at":"2026-07-13T23:44:46.746324Z","finish_reason":null,"metrics":null},{"message_id":"4972d8b2-2db0-410b-8376-3e4f57f19732","node_id":31,"role":"assistant","content":"","tool_calls":[{"id":"functions.read:2","name":"read","arguments":{"file_path":"/tmp/iOS 27 Hands-On： Top 5 New Features!.en.ttml"}}],"thinking":"Good, I got the title, channel, and duration: \"iOS 27 Hands-On: Top 5 New Features!\" by Marques Brownlee, 15:18 long. The captions were downloaded to /tmp/iOS 27 Hands-On： Top 5 New Features!.en.ttml. Now I need to read the transcript and summarize it. Let me convert the TTML to plain text. I can use a tool or script to parse it. Let me read the file first.","created_at":"2026-07-13T23:44:47.635033Z","finish_reason":"tool_calls","metrics":{"ttft_ms":631,"total_time_ms":887,"input_tokens":1647,"output_tokens":135,"cache_read_tokens":17536,"cache_creation_tokens":null,"tpot_ms":1.8962962962962964,"tokens_per_sec":527.34375}},{"message_id":"02f70809-db4a-4e08-aebc-50a96e11a21a","node_id":32,"role":"tool","content":"<file-view path=\"/tmp/iOS 27 Hands-On： Top 5 New Features!.en.ttml\" start_line=\"1\" end_line=\"211\" total_lines=\"447\">\n  1|<?xml version=\"1.0\" encoding=\"utf-8\" ?>\n  2|<tt xml:lang=\"en\" xmlns=\"http://www.w3.org/ns/ttml\" xmlns:ttm=\"http://www.w3.org/ns/ttml#metadata\" xmlns:tts=\"http://www.w3.org/ns/ttml#styling\" xmlns:ttp=\"http://www.w3.org/ns/ttml#parameter\" ttp:profile=\"http://www.w3.org/TR/profile/sdp-us\" >\n  3|<head>\n  4|<styling>\n  5|<style xml:id=\"s1\" tts:textAlign=\"center\" tts:extent=\"90% 90%\" tts:origin=\"5% 5%\" tts:displayAlign=\"after\"/>\n  6|<style xml:id=\"s2\" tts:fontSize=\".72c\" tts:backgroundColor=\"black\" tts:color=\"white\"/>\n  7|</styling>\n  8|<layout>\n  9|<region xml:id=\"r1\" style=\"s1\"/>\n 10|</layout>\n 11|</head>\n 12|<body region=\"r1\">\n 13|<div>\n 14|<p begin=\"00:00:02.800\" end=\"00:00:08.080\" style=\"s2\">All right, it&#39;s time to talk about iOS</p>\n 15|<p begin=\"00:00:05.680\" end=\"00:00:09.920\" style=\"s2\">27 coming to an iPhone near you. So,</p>\n 16|<p begin=\"00:00:08.080\" end=\"00:00:12.559\" style=\"s2\">I&#39;ve been running the latest beta of iOS</p>\n 17|<p begin=\"00:00:09.920\" end=\"00:00:14.480\" style=\"s2\">27 for a little while now since WWDC.</p>\n 18|<p begin=\"00:00:12.559\" end=\"00:00:15.920\" style=\"s2\">Basically, the public beta is out now,</p>\n 19|<p begin=\"00:00:14.480\" end=\"00:00:18.720\" style=\"s2\">too, which means you can test it as</p>\n 20|<p begin=\"00:00:15.920\" end=\"00:00:20.640\" style=\"s2\">well. And this is the update of</p>\n 21|<p begin=\"00:00:18.720\" end=\"00:00:22.320\" style=\"s2\">refinement. Like, there are a lot of</p>\n 22|<p begin=\"00:00:20.640\" end=\"00:00:24.240\" style=\"s2\">there&#39;s no big sweeping changes. There&#39;s</p>\n 23|<p begin=\"00:00:22.320\" end=\"00:00:26.320\" style=\"s2\">a lot of little things in here that</p>\n 24|<p begin=\"00:00:24.240\" end=\"00:00:27.599\" style=\"s2\">we&#39;ve been waiting for for a long time.</p>\n 25|<p begin=\"00:00:26.320\" end=\"00:00:29.359\" style=\"s2\">You see what I mean? What&#39;s crazy is</p>\n 26|<p begin=\"00:00:27.599\" end=\"00:00:32.000\" style=\"s2\">that this has been among the most</p>\n 27|<p begin=\"00:00:29.359\" end=\"00:00:33.920\" style=\"s2\">stable, like best set of developer betas</p>\n 28|<p begin=\"00:00:32.000\" end=\"00:00:35.920\" style=\"s2\">I&#39;ve tested in a long time from Apple.</p>\n 29|<p begin=\"00:00:33.920\" end=\"00:00:37.360\" style=\"s2\">Not that that really means anything for</p>\n 30|<p begin=\"00:00:35.920\" end=\"00:00:38.960\" style=\"s2\">the everyday person who&#39;s going to wait</p>\n 31|<p begin=\"00:00:37.360\" end=\"00:00:40.160\" style=\"s2\">till September when it officially drops</p>\n 32|<p begin=\"00:00:38.960\" end=\"00:00:41.520\" style=\"s2\">on everyone&#39;s phones, but it&#39;s a good</p>\n 33|<p begin=\"00:00:40.160\" end=\"00:00:43.840\" style=\"s2\">sign. It&#39;s just it&#39;s nice to see from</p>\n 34|<p begin=\"00:00:41.520\" end=\"00:00:48.640\" style=\"s2\">where I&#39;m sitting. Anyway, this is the</p>\n 35|<p begin=\"00:00:43.840\" end=\"00:00:50.960\" style=\"s2\">top five features of iOS 27 in my order</p>\n 36|<p begin=\"00:00:48.640\" end=\"00:00:51.920\" style=\"s2\">of how good they are. Also, if you</p>\n 37|<p begin=\"00:00:50.960\" end=\"00:00:53.039\" style=\"s2\">haven&#39;t already gotten subscribed to</p>\n 38|<p begin=\"00:00:51.920\" end=\"00:00:54.879\" style=\"s2\">this channel, make sure you get</p>\n 39|<p begin=\"00:00:53.039\" end=\"00:00:57.120\" style=\"s2\">subscribed to be among the first to see</p>\n 40|<p begin=\"00:00:54.879\" end=\"00:00:58.960\" style=\"s2\">the new iPhones that this launches on</p>\n 41|<p begin=\"00:00:57.120\" end=\"00:01:01.440\" style=\"s2\">when that comes out in a few short</p>\n 42|<p begin=\"00:00:58.960\" end=\"00:01:03.680\" style=\"s2\">months. So, number five is the new photo</p>\n 43|<p begin=\"00:01:01.440\" end=\"00:01:05.360\" style=\"s2\">editing features. So, in the photos app</p>\n 44|<p begin=\"00:01:03.680\" end=\"00:01:08.479\" style=\"s2\">now, when you open a photo and you go to</p>\n 45|<p begin=\"00:01:05.360\" end=\"00:01:09.920\" style=\"s2\">edit, there&#39;s two new tools. Cleanup was</p>\n 46|<p begin=\"00:01:08.479\" end=\"00:01:11.360\" style=\"s2\">already there for erasing background</p>\n 47|<p begin=\"00:01:09.920\" end=\"00:01:13.439\" style=\"s2\">items, and it&#39;s actually gotten</p>\n 48|<p begin=\"00:01:11.360\" end=\"00:01:17.280\" style=\"s2\">noticeably better. But now, there&#39;s also</p>\n 49|<p begin=\"00:01:13.439\" end=\"00:01:19.119\" style=\"s2\">two new ones, extend and reframe. I&#39;ve</p>\n 50|<p begin=\"00:01:17.280\" end=\"00:01:20.960\" style=\"s2\">been playing with these a lot. Extend is</p>\n 51|<p begin=\"00:01:19.119\" end=\"00:01:23.360\" style=\"s2\">pretty intuitive to me. It&#39;s basically</p>\n 52|<p begin=\"00:01:20.960\" end=\"00:01:25.600\" style=\"s2\">going to use generative AI to extend the</p>\n 53|<p begin=\"00:01:23.360\" end=\"00:01:27.520\" style=\"s2\">edges of a photo no matter what camera</p>\n 54|<p begin=\"00:01:25.600\" end=\"00:01:29.040\" style=\"s2\">it was taken on in any direction. And it</p>\n 55|<p begin=\"00:01:27.520\" end=\"00:01:30.479\" style=\"s2\">seems maybe a bit silly at first, but</p>\n 56|<p begin=\"00:01:29.040\" end=\"00:01:32.400\" style=\"s2\">this is actually a pretty commonly used</p>\n 57|<p begin=\"00:01:30.479\" end=\"00:01:34.000\" style=\"s2\">tool, at least for me in Photoshop when</p>\n 58|<p begin=\"00:01:32.400\" end=\"00:01:36.000\" style=\"s2\">I just want to change the aspect ratio</p>\n 59|<p begin=\"00:01:34.000\" end=\"00:01:37.439\" style=\"s2\">of something. Maybe I shot something in</p>\n 60|<p begin=\"00:01:36.000\" end=\"00:01:40.159\" style=\"s2\">portrait, but I want to make it</p>\n 61|<p begin=\"00:01:37.439\" end=\"00:01:42.640\" style=\"s2\">landscape for this video instead. Okay,</p>\n 62|<p begin=\"00:01:40.159\" end=\"00:01:44.079\" style=\"s2\">you can just extend and pinch out and it</p>\n 63|<p begin=\"00:01:42.640\" end=\"00:01:46.880\" style=\"s2\">does a pretty great job of</p>\n 64|<p begin=\"00:01:44.079\" end=\"00:01:48.560\" style=\"s2\">reconstructing more of whatever was on</p>\n 65|<p begin=\"00:01:46.880\" end=\"00:01:50.720\" style=\"s2\">the outer edges of the frame. Obviously,</p>\n 66|<p begin=\"00:01:48.560\" end=\"00:01:52.640\" style=\"s2\">it works best with more consistent</p>\n 67|<p begin=\"00:01:50.720\" end=\"00:01:54.640\" style=\"s2\">patterns and abstract stuff, but it&#39;s</p>\n 68|<p begin=\"00:01:52.640\" end=\"00:01:56.799\" style=\"s2\">also been shockingly good with whole</p>\n 69|<p begin=\"00:01:54.640\" end=\"00:01:58.640\" style=\"s2\">entire objects, too, just sort of</p>\n 70|<p begin=\"00:01:56.799\" end=\"00:02:00.000\" style=\"s2\">creating more of it from scratch. But</p>\n 71|<p begin=\"00:01:58.640\" end=\"00:02:02.399\" style=\"s2\">definitely the crazier one that we</p>\n 72|<p begin=\"00:02:00.000\" end=\"00:02:04.880\" style=\"s2\">haven&#39;t seen before is this spatial</p>\n 73|<p begin=\"00:02:02.399\" end=\"00:02:07.200\" style=\"s2\">reframe feature. So, this one is going</p>\n 74|<p begin=\"00:02:04.880\" end=\"00:02:10.000\" style=\"s2\">to let you drag around and morph the</p>\n 75|<p begin=\"00:02:07.200\" end=\"00:02:12.400\" style=\"s2\">perspective from which it appears a</p>\n 76|<p begin=\"00:02:10.000\" end=\"00:02:15.440\" style=\"s2\">photo was taken. So, it&#39;s like kind of</p>\n 77|<p begin=\"00:02:12.400\" end=\"00:02:18.879\" style=\"s2\">being able to move where the camera was</p>\n 78|<p begin=\"00:02:15.440\" end=\"00:02:20.800\" style=\"s2\">in physical space and then it takes some</p>\n 79|<p begin=\"00:02:18.879\" end=\"00:02:23.120\" style=\"s2\">time and generates all these new pixels</p>\n 80|<p begin=\"00:02:20.800\" end=\"00:02:26.160\" style=\"s2\">that it wasn&#39;t originally able to see.</p>\n 81|<p begin=\"00:02:23.120\" end=\"00:02:28.720\" style=\"s2\">And yeah, it does it. Now, I would say</p>\n 82|<p begin=\"00:02:26.160\" end=\"00:02:30.239\" style=\"s2\">the quality of these refframes isn&#39;t</p>\n 83|<p begin=\"00:02:28.720\" end=\"00:02:32.800\" style=\"s2\">quite as good. like it definitely</p>\n 84|<p begin=\"00:02:30.239\" end=\"00:02:35.280\" style=\"s2\">degenerates a bit more quickly than the</p>\n 85|<p begin=\"00:02:32.800\" end=\"00:02:37.360\" style=\"s2\">extends, but it is kind of insane that</p>\n 86|<p begin=\"00:02:35.280\" end=\"00:02:39.120\" style=\"s2\">it works and that Apple&#39;s just letting</p>\n 87|<p begin=\"00:02:37.360\" end=\"00:02:40.480\" style=\"s2\">you do this to your photos. I think</p>\n 88|<p begin=\"00:02:39.120\" end=\"00:02:42.879\" style=\"s2\">there&#39;s clearly a little bit less</p>\n 89|<p begin=\"00:02:40.480\" end=\"00:02:44.640\" style=\"s2\">practical uses for this spatial</p>\n 90|<p begin=\"00:02:42.879\" end=\"00:02:45.680\" style=\"s2\">refframe. It&#39;s a very cool tech demo,</p>\n 91|<p begin=\"00:02:44.640\" end=\"00:02:46.480\" style=\"s2\">but I do think it&#39;s kind of convenient</p>\n 92|<p begin=\"00:02:45.680\" end=\"00:02:47.840\" style=\"s2\">for the stuff where you&#39;re trying to</p>\n 93|<p begin=\"00:02:46.480\" end=\"00:02:49.519\" style=\"s2\">like line it up perfectly, like one of</p>\n 94|<p begin=\"00:02:47.840\" end=\"00:02:52.400\" style=\"s2\">those perfectly symmetrical shots where</p>\n 95|<p begin=\"00:02:49.519\" end=\"00:02:54.480\" style=\"s2\">you kind of just get the snap like 96%</p>\n 96|<p begin=\"00:02:52.400\" end=\"00:02:55.840\" style=\"s2\">right in person and then you want to</p>\n 97|<p begin=\"00:02:54.480\" end=\"00:02:58.319\" style=\"s2\">post it, but you want it to be perfect.</p>\n 98|<p begin=\"00:02:55.840\" end=\"00:03:01.280\" style=\"s2\">So, you get those last few percent by</p>\n 99|<p begin=\"00:02:58.319\" end=\"00:03:04.239\" style=\"s2\">reframing it and getting it just right.</p>\n100|<p begin=\"00:03:01.280\" end=\"00:03:09.280\" style=\"s2\">Is that still a photo that you took with</p>\n101|<p begin=\"00:03:04.239\" end=\"00:03:10.800\" style=\"s2\">your phone? In my opinion, no. But who&#39;s</p>\n102|<p begin=\"00:03:09.280\" end=\"00:03:14.080\" style=\"s2\">counting? Also, it will not let you</p>\n103|<p begin=\"00:03:10.800\" end=\"00:03:15.680\" style=\"s2\">extend or reframe the same photo more</p>\n104|<p begin=\"00:03:14.080\" end=\"00:03:17.200\" style=\"s2\">than once. So, it&#39;ll let you do it once</p>\n105|<p begin=\"00:03:15.680\" end=\"00:03:18.319\" style=\"s2\">and then says, &quot;All right, that&#39;s</p>\n106|<p begin=\"00:03:17.200\" end=\"00:03:19.599\" style=\"s2\">enough.&quot; But you can also sort of</p>\n107|<p begin=\"00:03:18.319\" end=\"00:03:21.440\" style=\"s2\">screenshot it and get your way around it</p>\n108|<p begin=\"00:03:19.599\" end=\"00:03:22.959\" style=\"s2\">and hack your way into multiple extends</p>\n109|<p begin=\"00:03:21.440\" end=\"00:03:24.159\" style=\"s2\">and multiple refframes. Also, both of</p>\n110|<p begin=\"00:03:22.959\" end=\"00:03:25.360\" style=\"s2\">these features require an internet</p>\n111|<p begin=\"00:03:24.159\" end=\"00:03:27.200\" style=\"s2\">connection. So, if you try to do this</p>\n112|<p begin=\"00:03:25.360\" end=\"00:03:28.879\" style=\"s2\">while you&#39;re offline or in an airplane,</p>\n113|<p begin=\"00:03:27.200\" end=\"00:03:30.400\" style=\"s2\">then it will give you an error message</p>\n114|<p begin=\"00:03:28.879\" end=\"00:03:32.159\" style=\"s2\">because you need those bigger models on</p>\n115|<p begin=\"00:03:30.400\" end=\"00:03:33.680\" style=\"s2\">the cloud to actually pull this off. All</p>\n116|<p begin=\"00:03:32.159\" end=\"00:03:36.560\" style=\"s2\">right. So, then number four is what I&#39;m</p>\n117|<p begin=\"00:03:33.680\" end=\"00:03:38.640\" style=\"s2\">calling the freaking finally section cuz</p>\n118|<p begin=\"00:03:36.560\" end=\"00:03:40.239\" style=\"s2\">it&#39;s about time. Each one of these</p>\n119|<p begin=\"00:03:38.640\" end=\"00:03:43.120\" style=\"s2\">things was like Apple stubbornly</p>\n120|<p begin=\"00:03:40.239\" end=\"00:03:44.480\" style=\"s2\">refusing to do it for some reason to the</p>\n121|<p begin=\"00:03:43.120\" end=\"00:03:48.560\" style=\"s2\">point where it became a meme. Like, it&#39;s</p>\n122|<p begin=\"00:03:44.480\" end=\"00:03:51.120\" style=\"s2\">been years. But now for iOS 27, they&#39;ve</p>\n123|<p begin=\"00:03:48.560\" end=\"00:03:53.680\" style=\"s2\">found the time. So finally separate</p>\n124|<p begin=\"00:03:51.120\" end=\"00:03:57.519\" style=\"s2\">alarm volume from the rest of system</p>\n125|<p begin=\"00:03:53.680\" end=\"00:03:59.120\" style=\"s2\">volume in iOS 27. Freaking finally, bro.</p>\n126|<p begin=\"00:03:57.519\" end=\"00:04:01.280\" style=\"s2\">This has been an Android feature for</p>\n127|<p begin=\"00:03:59.120\" end=\"00:04:03.200\" style=\"s2\">like 20 years at this point. And</p>\n128|<p begin=\"00:04:01.280\" end=\"00:04:04.959\" style=\"s2\">honestly, I still think Android manages</p>\n129|<p begin=\"00:04:03.200\" end=\"00:04:07.200\" style=\"s2\">is better with the separate volume</p>\n130|<p begin=\"00:04:04.959\" end=\"00:04:08.959\" style=\"s2\">toggles and it makes it very clear. But</p>\n131|<p begin=\"00:04:07.200\" end=\"00:04:10.640\" style=\"s2\">hey, at this point, I&#39;ll take it. I</p>\n132|<p begin=\"00:04:08.959\" end=\"00:04:12.799\" style=\"s2\">don&#39;t care. It&#39;s about time. Also,</p>\n133|<p begin=\"00:04:10.640\" end=\"00:04:15.439\" style=\"s2\">better management of switching off of</p>\n134|<p begin=\"00:04:12.799\" end=\"00:04:16.880\" style=\"s2\">weak Wi-Fi networks back to cellular.</p>\n135|<p begin=\"00:04:15.439\" end=\"00:04:17.919\" style=\"s2\">This is something I&#39;ve dealt with for</p>\n136|<p begin=\"00:04:16.880\" end=\"00:04:19.519\" style=\"s2\">years. I&#39;m sure a lot of other people</p>\n137|<p begin=\"00:04:17.919\" end=\"00:04:22.000\" style=\"s2\">have had this. you&#39;re leaving your house</p>\n138|<p begin=\"00:04:19.519\" end=\"00:04:23.520\" style=\"s2\">and you pull up maps to like navigate to</p>\n139|<p begin=\"00:04:22.000\" end=\"00:04:25.600\" style=\"s2\">work or wherever and just want to see</p>\n140|<p begin=\"00:04:23.520\" end=\"00:04:27.040\" style=\"s2\">traffic for like the first two blocks</p>\n141|<p begin=\"00:04:25.600\" end=\"00:04:28.720\" style=\"s2\">every single time. I have like a tree</p>\n142|<p begin=\"00:04:27.040\" end=\"00:04:30.080\" style=\"s2\">that I know that I have to get to where</p>\n143|<p begin=\"00:04:28.720\" end=\"00:04:31.360\" style=\"s2\">it&#39;s not going to know what the</p>\n144|<p begin=\"00:04:30.080\" end=\"00:04:33.680\" style=\"s2\">instructions are. It&#39;s not going to know</p>\n145|<p begin=\"00:04:31.360\" end=\"00:04:35.759\" style=\"s2\">the traffic until I pass it. It gets off</p>\n146|<p begin=\"00:04:33.680\" end=\"00:04:37.520\" style=\"s2\">of my house&#39;s Wi-Fi and then it connects</p>\n147|<p begin=\"00:04:35.759\" end=\"00:04:40.080\" style=\"s2\">to cellular. But I&#39;ve noticed it</p>\n148|<p begin=\"00:04:37.520\" end=\"00:04:41.680\" style=\"s2\">actually being better on iOS 27. Just</p>\n149|<p begin=\"00:04:40.080\" end=\"00:04:44.320\" style=\"s2\">leaving, just going straight to cellular</p>\n150|<p begin=\"00:04:41.680\" end=\"00:04:49.040\" style=\"s2\">in CarPlay. in iOS 27. And then now</p>\n151|<p begin=\"00:04:44.320\" end=\"00:04:50.880\" style=\"s2\">playing, you can finally scrub the media</p>\n152|<p begin=\"00:04:49.040\" end=\"00:04:53.600\" style=\"s2\">back and forth that you&#39;re actually</p>\n153|<p begin=\"00:04:50.880\" end=\"00:04:55.600\" style=\"s2\">playing on the timeline.</p>\n154|<p begin=\"00:04:53.600\" end=\"00:05:00.240\" style=\"s2\">Finally. What&#39;s taking so long? And then</p>\n155|<p begin=\"00:04:55.600\" end=\"00:05:03.280\" style=\"s2\">AirPods are finally getting custom EQ.</p>\n156|<p begin=\"00:05:00.240\" end=\"00:05:04.800\" style=\"s2\">What? Finally. At this point, it&#39;s been</p>\n157|<p begin=\"00:05:03.280\" end=\"00:05:06.800\" style=\"s2\">so long. I was convinced they were</p>\n158|<p begin=\"00:05:04.800\" end=\"00:05:09.120\" style=\"s2\">holding back on this on purpose for some</p>\n159|<p begin=\"00:05:06.800\" end=\"00:05:11.280\" style=\"s2\">weird reason. But okay, it&#39;s here now.</p>\n160|<p begin=\"00:05:09.120\" end=\"00:05:14.479\" style=\"s2\">at least for AirPods with an H2 chip or</p>\n161|<p begin=\"00:05:11.280\" end=\"00:05:17.199\" style=\"s2\">later. And it&#39;s only a threeb equalizer,</p>\n162|<p begin=\"00:05:14.479\" end=\"00:05:18.639\" style=\"s2\">but still, it&#39;s crazy to see. I&#39;ll take</p>\n163|<p begin=\"00:05:17.199\" end=\"00:05:20.080\" style=\"s2\">it. It&#39;s about time. I don&#39;t know who</p>\n164|<p begin=\"00:05:18.639\" end=\"00:05:22.000\" style=\"s2\">had to lose a bet over there for this</p>\n165|<p begin=\"00:05:20.080\" end=\"00:05:24.560\" style=\"s2\">stuff to happen, but thank you for</p>\n166|<p begin=\"00:05:22.000\" end=\"00:05:27.039\" style=\"s2\">losing that bet. It&#39;s about time. I</p>\n167|<p begin=\"00:05:24.560\" end=\"00:05:29.600\" style=\"s2\">appreciate it. Moving on. So, number</p>\n168|<p begin=\"00:05:27.039\" end=\"00:05:31.680\" style=\"s2\">three is the aesthetic tweaks because</p>\n169|<p begin=\"00:05:29.600\" end=\"00:05:32.960\" style=\"s2\">there are a ton of little aesthetic</p>\n170|<p begin=\"00:05:31.680\" end=\"00:05:35.120\" style=\"s2\">improvements everywhere throughout this</p>\n171|<p begin=\"00:05:32.960\" end=\"00:05:37.280\" style=\"s2\">update. Obviously, iOS 26 was a big one</p>\n172|<p begin=\"00:05:35.120\" end=\"00:05:39.360\" style=\"s2\">with liquid glass. That&#39;s not going</p>\n173|<p begin=\"00:05:37.280\" end=\"00:05:41.280\" style=\"s2\">anywhere. But right from the jump on iOS</p>\n174|<p begin=\"00:05:39.360\" end=\"00:05:44.000\" style=\"s2\">27, you can see like the home screen,</p>\n175|<p begin=\"00:05:41.280\" end=\"00:05:45.600\" style=\"s2\">the icons are just, you can tell they&#39;re</p>\n176|<p begin=\"00:05:44.000\" end=\"00:05:47.360\" style=\"s2\">a little bit different. The text and the</p>\n177|<p begin=\"00:05:45.600\" end=\"00:05:49.280\" style=\"s2\">shadows are just a little bit easier to</p>\n178|<p begin=\"00:05:47.360\" end=\"00:05:51.199\" style=\"s2\">read. They&#39;re a little crisper. If you</p>\n179|<p begin=\"00:05:49.280\" end=\"00:05:52.800\" style=\"s2\">look at Apple&#39;s stock apps, they&#39;ve</p>\n180|<p begin=\"00:05:51.199\" end=\"00:05:54.400\" style=\"s2\">actually updated a couple of their</p>\n181|<p begin=\"00:05:52.800\" end=\"00:05:57.440\" style=\"s2\">icons. And they&#39;ve actually finally</p>\n182|<p begin=\"00:05:54.400\" end=\"00:05:59.600\" style=\"s2\">caved and added a new appearances tab.</p>\n183|<p begin=\"00:05:57.440\" end=\"00:06:02.400\" style=\"s2\">And in this tab, right at the top, is a</p>\n184|<p begin=\"00:05:59.600\" end=\"00:06:04.880\" style=\"s2\">literal slider to dial in exactly how</p>\n185|<p begin=\"00:06:02.400\" end=\"00:06:06.720\" style=\"s2\">much liquid glass you actually want. By</p>\n186|<p begin=\"00:06:04.880\" end=\"00:06:08.560\" style=\"s2\">default, it&#39;s in the middle, which I</p>\n187|<p begin=\"00:06:06.720\" end=\"00:06:10.560\" style=\"s2\">found is just a tiny bit more opaque</p>\n188|<p begin=\"00:06:08.560\" end=\"00:06:11.759\" style=\"s2\">than before. But then you can go all the</p>\n189|<p begin=\"00:06:10.560\" end=\"00:06:13.759\" style=\"s2\">way to the right, which makes it way</p>\n190|<p begin=\"00:06:11.759\" end=\"00:06:15.840\" style=\"s2\">more opaque and frosted, or all the way</p>\n191|<p begin=\"00:06:13.759\" end=\"00:06:18.319\" style=\"s2\">to the left, which makes it way more</p>\n192|<p begin=\"00:06:15.840\" end=\"00:06:20.160\" style=\"s2\">glassy and transparent for you real</p>\n193|<p begin=\"00:06:18.319\" end=\"00:06:22.160\" style=\"s2\">liquid glass sickos out there. It&#39;s</p>\n194|<p begin=\"00:06:20.160\" end=\"00:06:23.680\" style=\"s2\">basic stuff, but I definitely appreciate</p>\n195|<p begin=\"00:06:22.160\" end=\"00:06:25.280\" style=\"s2\">it. I think a lot of you guys will, too.</p>\n196|<p begin=\"00:06:23.680\" end=\"00:06:27.600\" style=\"s2\">Also, on the lock screen, there&#39;s this</p>\n197|<p begin=\"00:06:25.280\" end=\"00:06:29.759\" style=\"s2\">new compact clock option if you just</p>\n198|<p begin=\"00:06:27.600\" end=\"00:06:31.360\" style=\"s2\">want to shrink that thing all the way</p>\n199|<p begin=\"00:06:29.759\" end=\"00:06:33.840\" style=\"s2\">down. But they&#39;ve also completely</p>\n200|<p begin=\"00:06:31.360\" end=\"00:06:36.639\" style=\"s2\">redesigned the home screen swipe down</p>\n201|<p begin=\"00:06:33.840\" end=\"00:06:39.120\" style=\"s2\">search which is now combined with Siri</p>\n202|<p begin=\"00:06:36.639\" end=\"00:06:44.160\" style=\"s2\">which conveniently brings me to number</p>\n203|<p begin=\"00:06:39.120\" end=\"00:06:47.199\" style=\"s2\">two which is the new Siri aka Siri AI.</p>\n204|<p begin=\"00:06:44.160\" end=\"00:06:49.759\" style=\"s2\">So okay I would say the bar was very low</p>\n205|<p begin=\"00:06:47.199\" end=\"00:06:52.240\" style=\"s2\">for Siri before like the last 10 years</p>\n206|<p begin=\"00:06:49.759\" end=\"00:06:53.759\" style=\"s2\">of Siri it&#39;s been borderline useless. I</p>\n207|<p begin=\"00:06:52.240\" end=\"00:06:55.440\" style=\"s2\">would say uh probably have been more</p>\n208|<p begin=\"00:06:53.759\" end=\"00:06:56.960\" style=\"s2\">accidental triggers of Siri than</p>\n209|<p begin=\"00:06:55.440\" end=\"00:06:58.639\" style=\"s2\">intentional ones. But now with the help</p>\n210|<p begin=\"00:06:56.960\" end=\"00:07:00.319\" style=\"s2\">of Google, it&#39;s gotten this complete</p>\n211|<p begin=\"00:06:58.639\" end=\"00:07:02.080\" style=\"s2\">overhaul from the ground up. It starts</p>\n</file-view>","created_at":"2026-07-13T23:44:47.693773Z","finish_reason":null,"metrics":null},{"message_id":"16c54824-1067-457e-8198-00ba04c2e278","node_id":34,"role":"assistant","content":"","tool_calls":[{"id":"functions.read:3","name":"read","arguments":{"file_path":"/tmp/iOS 27 Hands-On： Top 5 New Features!.en.ttml","offset":211}}],"thinking":"The file is truncated. Let me read the rest of the file.","created_at":"2026-07-13T23:44:48.569343Z","finish_reason":"tool_calls","metrics":{"ttft_ms":790,"total_time_ms":874,"input_tokens":8670,"output_tokens":54,"cache_read_tokens":19072,"cache_creation_tokens":null,"tpot_ms":1.5555555555555556,"tokens_per_sec":642.8571428571429}},{"message_id":"a63c5590-9c58-41d2-8591-02520fca72de","node_id":35,"role":"tool","content":"<file-view path=\"/tmp/iOS 27 Hands-On： Top 5 New Features!.en.ttml\" start_line=\"211\" end_line=\"415\" total_lines=\"447\">\n211|<p begin=\"00:06:58.639\" end=\"00:07:02.080\" style=\"s2\">overhaul from the ground up. It starts</p>\n212|<p begin=\"00:07:00.319\" end=\"00:07:04.000\" style=\"s2\">with this new animation. So you can hold</p>\n213|<p begin=\"00:07:02.080\" end=\"00:07:06.240\" style=\"s2\">down the power button like before and it</p>\n214|<p begin=\"00:07:04.000\" end=\"00:07:08.479\" style=\"s2\">expands out of the dynamic island and</p>\n215|<p begin=\"00:07:06.240\" end=\"00:07:10.560\" style=\"s2\">it&#39;s this half see-through halfop opaque</p>\n216|<p begin=\"00:07:08.479\" end=\"00:07:12.880\" style=\"s2\">sort of crystal orb thing that moves as</p>\n217|<p begin=\"00:07:10.560\" end=\"00:07:15.360\" style=\"s2\">you talk. And then once it pops up your</p>\n218|<p begin=\"00:07:12.880\" end=\"00:07:17.759\" style=\"s2\">answer as an overlay, you can actually</p>\n219|<p begin=\"00:07:15.360\" end=\"00:07:21.120\" style=\"s2\">drag the bottom down to turn it into</p>\n220|<p begin=\"00:07:17.759\" end=\"00:07:23.199\" style=\"s2\">this full overlay conversation window.</p>\n221|<p begin=\"00:07:21.120\" end=\"00:07:24.960\" style=\"s2\">And then you can even full screen it to</p>\n222|<p begin=\"00:07:23.199\" end=\"00:07:26.479\" style=\"s2\">open it alone in its brand new</p>\n223|<p begin=\"00:07:24.960\" end=\"00:07:28.560\" style=\"s2\">standalone Siri app. So it goes from</p>\n224|<p begin=\"00:07:26.479\" end=\"00:07:30.880\" style=\"s2\">being an overlay to being in the Siri</p>\n225|<p begin=\"00:07:28.560\" end=\"00:07:32.880\" style=\"s2\">app. And this app actually does keep a</p>\n226|<p begin=\"00:07:30.880\" end=\"00:07:34.880\" style=\"s2\">history of your requests. It&#39;s not every</p>\n227|<p begin=\"00:07:32.880\" end=\"00:07:36.319\" style=\"s2\">single request, but it&#39;s most of them</p>\n228|<p begin=\"00:07:34.880\" end=\"00:07:38.000\" style=\"s2\">and you know keeps the bigger ones that</p>\n229|<p begin=\"00:07:36.319\" end=\"00:07:39.680\" style=\"s2\">you might want to revisit. It also has a</p>\n230|<p begin=\"00:07:38.000\" end=\"00:07:41.599\" style=\"s2\">new voice that is much more expressive</p>\n231|<p begin=\"00:07:39.680\" end=\"00:07:43.280\" style=\"s2\">and humanlike and is actually</p>\n232|<p begin=\"00:07:41.599\" end=\"00:07:46.319\" style=\"s2\">customizable. I appreciate that you can</p>\n233|<p begin=\"00:07:43.280\" end=\"00:07:48.400\" style=\"s2\">make it talk faster.</p>\n234|<p begin=\"00:07:46.319\" end=\"00:07:51.199\" style=\"s2\">&gt;&gt; Hi, let&#39;s find the right voice for you.</p>\n235|<p begin=\"00:07:48.400\" end=\"00:07:53.840\" style=\"s2\">Hi, let&#39;s find the right Let&#39;s find the</p>\n236|<p begin=\"00:07:51.199\" end=\"00:07:56.160\" style=\"s2\">right voice for you. Hi. Hi. Let&#39;s find</p>\n237|<p begin=\"00:07:53.840\" end=\"00:07:57.360\" style=\"s2\">the right voice for Hi, let&#39;s find the</p>\n238|<p begin=\"00:07:56.160\" end=\"00:07:59.840\" style=\"s2\">right voice for you.</p>\n239|<p begin=\"00:07:57.360\" end=\"00:08:01.360\" style=\"s2\">&gt;&gt; Let&#39;s find the right voice for you. Hi,</p>\n240|<p begin=\"00:07:59.840\" end=\"00:08:03.120\" style=\"s2\">let&#39;s find the right voice for you.</p>\n241|<p begin=\"00:08:01.360\" end=\"00:08:05.039\" style=\"s2\">&gt;&gt; So, that&#39;s pretty sweet. Uh, and yeah,</p>\n242|<p begin=\"00:08:03.120\" end=\"00:08:08.240\" style=\"s2\">it just it generally feels like they&#39;ve</p>\n243|<p begin=\"00:08:05.039\" end=\"00:08:10.560\" style=\"s2\">caught up to the basic functionality of,</p>\n244|<p begin=\"00:08:08.240\" end=\"00:08:12.160\" style=\"s2\">say, Gemini on an Android phone. It&#39;s</p>\n245|<p begin=\"00:08:10.560\" end=\"00:08:13.440\" style=\"s2\">more conversational now, so you can ask</p>\n246|<p begin=\"00:08:12.160\" end=\"00:08:14.800\" style=\"s2\">it like follow-up questions about</p>\n247|<p begin=\"00:08:13.440\" end=\"00:08:17.120\" style=\"s2\">something and it will retain that</p>\n248|<p begin=\"00:08:14.800\" end=\"00:08:18.879\" style=\"s2\">context and keep it going. Uh, it has</p>\n249|<p begin=\"00:08:17.120\" end=\"00:08:21.680\" style=\"s2\">broad world knowledge that it actually</p>\n250|<p begin=\"00:08:18.879\" end=\"00:08:23.440\" style=\"s2\">uses now instead of just saying, &quot;Hey, I</p>\n251|<p begin=\"00:08:21.680\" end=\"00:08:25.440\" style=\"s2\">looked this up for you or I Googled it.&quot;</p>\n252|<p begin=\"00:08:23.440\" end=\"00:08:27.440\" style=\"s2\">And it has on-screen awareness now, so</p>\n253|<p begin=\"00:08:25.440\" end=\"00:08:29.440\" style=\"s2\">you can ask it things about whatever</p>\n254|<p begin=\"00:08:27.440\" end=\"00:08:30.639\" style=\"s2\">you&#39;re looking at on your iPhone. As</p>\n255|<p begin=\"00:08:29.440\" end=\"00:08:32.320\" style=\"s2\">long as you use the right language,</p>\n256|<p begin=\"00:08:30.639\" end=\"00:08:33.919\" style=\"s2\">because there&#39;s no UI to get it to look</p>\n257|<p begin=\"00:08:32.320\" end=\"00:08:37.360\" style=\"s2\">at the screen. But I&#39;d say its biggest</p>\n258|<p begin=\"00:08:33.919\" end=\"00:08:40.320\" style=\"s2\">new capability is being able to dig into</p>\n259|<p begin=\"00:08:37.360\" end=\"00:08:42.080\" style=\"s2\">the data and the personal context that&#39;s</p>\n260|<p begin=\"00:08:40.320\" end=\"00:08:45.040\" style=\"s2\">actually on your phone. So, I&#39;m talking</p>\n261|<p begin=\"00:08:42.080\" end=\"00:08:47.360\" style=\"s2\">about like your iMes, your emails, your</p>\n262|<p begin=\"00:08:45.040\" end=\"00:08:48.720\" style=\"s2\">calendar events, and your photos. So,</p>\n263|<p begin=\"00:08:47.360\" end=\"00:08:50.560\" style=\"s2\">when you first get this update, it</p>\n264|<p begin=\"00:08:48.720\" end=\"00:08:52.240\" style=\"s2\">actually indexes in the background for a</p>\n265|<p begin=\"00:08:50.560\" end=\"00:08:54.160\" style=\"s2\">while. It&#39;ll say it&#39;s optimizing for the</p>\n266|<p begin=\"00:08:52.240\" end=\"00:08:56.160\" style=\"s2\">new Siri. For me, this was a couple of</p>\n267|<p begin=\"00:08:54.160\" end=\"00:08:58.160\" style=\"s2\">days, actually. But once that&#39;s over,</p>\n268|<p begin=\"00:08:56.160\" end=\"00:09:01.839\" style=\"s2\">you can ask it things like, &quot;What was</p>\n269|<p begin=\"00:08:58.160\" end=\"00:09:03.600\" style=\"s2\">that watch Dave sent me?&quot;</p>\n270|<p begin=\"00:09:01.839\" end=\"00:09:06.080\" style=\"s2\">&gt;&gt; Dave Lee sent you a message about the</p>\n271|<p begin=\"00:09:03.600\" end=\"00:09:08.080\" style=\"s2\">light meter watch LMWV1 from</p>\n272|<p begin=\"00:09:06.080\" end=\"00:09:10.080\" style=\"s2\">Kickstarter. He mentioned that he</p>\n273|<p begin=\"00:09:08.080\" end=\"00:09:11.279\" style=\"s2\">thought David Im Brandon would like it.</p>\n274|<p begin=\"00:09:10.080\" end=\"00:09:14.240\" style=\"s2\">See, that&#39;s coming straight from my</p>\n275|<p begin=\"00:09:11.279\" end=\"00:09:15.600\" style=\"s2\">messages. Or where was I two Saturdays</p>\n276|<p begin=\"00:09:14.240\" end=\"00:09:19.200\" style=\"s2\">ago?</p>\n277|<p begin=\"00:09:15.600\" end=\"00:09:21.519\" style=\"s2\">&gt;&gt; Two Saturdays ago on June 27th, 20126,</p>\n278|<p begin=\"00:09:19.200\" end=\"00:09:23.680\" style=\"s2\">you were in Greensboro, North Carolina.</p>\n279|<p begin=\"00:09:21.519\" end=\"00:09:25.279\" style=\"s2\">You stayed at a hotel in a rural area</p>\n280|<p begin=\"00:09:23.680\" end=\"00:09:25.839\" style=\"s2\">and mentioned playing in a game that</p>\n281|<p begin=\"00:09:25.279\" end=\"00:09:28.000\" style=\"s2\">day.</p>\n282|<p begin=\"00:09:25.839\" end=\"00:09:31.440\" style=\"s2\">&gt;&gt; So, if you pull down, you can see this</p>\n283|<p begin=\"00:09:28.000\" end=\"00:09:34.480\" style=\"s2\">is pulling from my wallet transactions,</p>\n284|<p begin=\"00:09:31.440\" end=\"00:09:36.640\" style=\"s2\">my messages, and it seems like geo tags</p>\n285|<p begin=\"00:09:34.480\" end=\"00:09:38.080\" style=\"s2\">from photos I took on those days. So,</p>\n286|<p begin=\"00:09:36.640\" end=\"00:09:40.080\" style=\"s2\">it&#39;s it&#39;s pretty comprehensive and it</p>\n287|<p begin=\"00:09:38.080\" end=\"00:09:41.760\" style=\"s2\">actually lets you dig up stuff from your</p>\n288|<p begin=\"00:09:40.080\" end=\"00:09:44.080\" style=\"s2\">personal history as long as it&#39;s gone</p>\n289|<p begin=\"00:09:41.760\" end=\"00:09:45.920\" style=\"s2\">through one of these Apple apps. It&#39;s</p>\n290|<p begin=\"00:09:44.080\" end=\"00:09:48.080\" style=\"s2\">similar to what Google is doing with</p>\n291|<p begin=\"00:09:45.920\" end=\"00:09:50.320\" style=\"s2\">Gemini, which is going to the cloud and</p>\n292|<p begin=\"00:09:48.080\" end=\"00:09:53.120\" style=\"s2\">pulling from your Google services like</p>\n293|<p begin=\"00:09:50.320\" end=\"00:09:54.800\" style=\"s2\">Gmail or Google Calendar, but in my</p>\n294|<p begin=\"00:09:53.120\" end=\"00:09:56.800\" style=\"s2\">opinion, this one&#39;s better. It&#39;s faster</p>\n295|<p begin=\"00:09:54.800\" end=\"00:09:59.279\" style=\"s2\">because it&#39;s locally indexed and it&#39;s a</p>\n296|<p begin=\"00:09:56.800\" end=\"00:10:00.720\" style=\"s2\">much more visual display. And it&#39;s also</p>\n297|<p begin=\"00:09:59.279\" end=\"00:10:02.320\" style=\"s2\">multimodal. So, like I said, it can</p>\n298|<p begin=\"00:10:00.720\" end=\"00:10:05.040\" style=\"s2\">answer visual questions about what&#39;s on</p>\n299|<p begin=\"00:10:02.320\" end=\"00:10:07.120\" style=\"s2\">your screen, but also they just added a</p>\n300|<p begin=\"00:10:05.040\" end=\"00:10:10.160\" style=\"s2\">new mode to the camera app. It&#39;s one</p>\n301|<p begin=\"00:10:07.120\" end=\"00:10:12.880\" style=\"s2\">swipe away and it just says Siri, so you</p>\n302|<p begin=\"00:10:10.160\" end=\"00:10:15.760\" style=\"s2\">can now take a photo in Siri mode and</p>\n303|<p begin=\"00:10:12.880\" end=\"00:10:16.880\" style=\"s2\">then ask Siri about that image. So, kind</p>\n304|<p begin=\"00:10:15.760\" end=\"00:10:18.480\" style=\"s2\">of like what you might have done with</p>\n305|<p begin=\"00:10:16.880\" end=\"00:10:20.160\" style=\"s2\">Google Lens a few years ago. It&#39;s</p>\n306|<p begin=\"00:10:18.480\" end=\"00:10:22.000\" style=\"s2\">honestly pretty good. I&#39;d say it&#39;s</p>\n307|<p begin=\"00:10:20.160\" end=\"00:10:24.720\" style=\"s2\">caught up to what you would say is like</p>\n308|<p begin=\"00:10:22.000\" end=\"00:10:26.959\" style=\"s2\">the base expected functionality from an</p>\n309|<p begin=\"00:10:24.720\" end=\"00:10:30.079\" style=\"s2\">AI assistant on your phone in 2026. It&#39;s</p>\n310|<p begin=\"00:10:26.959\" end=\"00:10:31.279\" style=\"s2\">no longer a seller dwelling shadow of an</p>\n311|<p begin=\"00:10:30.079\" end=\"00:10:34.480\" style=\"s2\">AI assistant. Now, here&#39;s the thing</p>\n312|<p begin=\"00:10:31.279\" end=\"00:10:37.200\" style=\"s2\">about this new Siri. Uh, no third party</p>\n313|<p begin=\"00:10:34.480\" end=\"00:10:38.399\" style=\"s2\">app ties yet. So, this is the thing I</p>\n314|<p begin=\"00:10:37.200\" end=\"00:10:40.000\" style=\"s2\">was I was talking about in my early</p>\n315|<p begin=\"00:10:38.399\" end=\"00:10:40.959\" style=\"s2\">coverage of it, which is like, okay, of</p>\n316|<p begin=\"00:10:40.000\" end=\"00:10:42.880\" style=\"s2\">course, it&#39;s going to work best if</p>\n317|<p begin=\"00:10:40.959\" end=\"00:10:45.920\" style=\"s2\">you&#39;re using a bunch of Apple services,</p>\n318|<p begin=\"00:10:42.880\" end=\"00:10:47.120\" style=\"s2\">iMessage, Apple Photos, Apple Calendar,</p>\n319|<p begin=\"00:10:45.920\" end=\"00:10:48.880\" style=\"s2\">all that stuff. Like when I asked about</p>\n320|<p begin=\"00:10:47.120\" end=\"00:10:50.959\" style=\"s2\">the texts with Dave, that&#39;s from</p>\n321|<p begin=\"00:10:48.880\" end=\"00:10:53.839\" style=\"s2\">iMessage, right? But what about my</p>\n322|<p begin=\"00:10:50.959\" end=\"00:10:56.320\" style=\"s2\">conversations I&#39;ve had in WhatsApp or</p>\n323|<p begin=\"00:10:53.839\" end=\"00:10:57.920\" style=\"s2\">Telegram or Gmail or any of these other</p>\n324|<p begin=\"00:10:56.320\" end=\"00:10:59.680\" style=\"s2\">things? It doesn&#39;t know anything about</p>\n325|<p begin=\"00:10:57.920\" end=\"00:11:02.240\" style=\"s2\">any of those conversations. So my</p>\n326|<p begin=\"00:10:59.680\" end=\"00:11:04.399\" style=\"s2\">understanding now is basically that</p>\n327|<p begin=\"00:11:02.240\" end=\"00:11:06.399\" style=\"s2\">these developers or these app developers</p>\n328|<p begin=\"00:11:04.399\" end=\"00:11:09.519\" style=\"s2\">will be able to push an update to their</p>\n329|<p begin=\"00:11:06.399\" end=\"00:11:12.240\" style=\"s2\">app that allows Siri to look into their</p>\n330|<p begin=\"00:11:09.519\" end=\"00:11:14.000\" style=\"s2\">data and basically find stuff that is</p>\n331|<p begin=\"00:11:12.240\" end=\"00:11:16.480\" style=\"s2\">flagged for Siri to find it</p>\n332|<p begin=\"00:11:14.000\" end=\"00:11:17.839\" style=\"s2\">specifically. So things like thirdparty</p>\n333|<p begin=\"00:11:16.480\" end=\"00:11:20.720\" style=\"s2\">messaging apps will be able to tell</p>\n334|<p begin=\"00:11:17.839\" end=\"00:11:22.800\" style=\"s2\">Siri, hey, this is more messages here</p>\n335|<p begin=\"00:11:20.720\" end=\"00:11:24.320\" style=\"s2\">and other things like calendars and even</p>\n336|<p begin=\"00:11:22.800\" end=\"00:11:25.440\" style=\"s2\">a bunch more other types of apps. And</p>\n337|<p begin=\"00:11:24.320\" end=\"00:11:27.279\" style=\"s2\">that is really cool to me. There&#39;s</p>\n338|<p begin=\"00:11:25.440\" end=\"00:11:29.600\" style=\"s2\">there&#39;s even little tiny hints of them</p>\n339|<p begin=\"00:11:27.279\" end=\"00:11:32.959\" style=\"s2\">starting to trickle out now. Like when I</p>\n340|<p begin=\"00:11:29.600\" end=\"00:11:35.600\" style=\"s2\">ask what&#39;s the battery status of my car,</p>\n341|<p begin=\"00:11:32.959\" end=\"00:11:38.000\" style=\"s2\">it then actually asks me the user if I</p>\n342|<p begin=\"00:11:35.600\" end=\"00:11:39.920\" style=\"s2\">want to enable Siri to look into these</p>\n343|<p begin=\"00:11:38.000\" end=\"00:11:42.000\" style=\"s2\">other apps. And so I selected one and</p>\n344|<p begin=\"00:11:39.920\" end=\"00:11:43.120\" style=\"s2\">when I said yes to Porsches, it was able</p>\n345|<p begin=\"00:11:42.000\" end=\"00:11:44.800\" style=\"s2\">to tell me. Although you can see</p>\n346|<p begin=\"00:11:43.120\" end=\"00:11:46.320\" style=\"s2\">Rivian&#39;s app is right there on my home</p>\n347|<p begin=\"00:11:44.800\" end=\"00:11:47.839\" style=\"s2\">screen with the widget, but that doesn&#39;t</p>\n348|<p begin=\"00:11:46.320\" end=\"00:11:49.120\" style=\"s2\">show up in the list for me. So clearly</p>\n349|<p begin=\"00:11:47.839\" end=\"00:11:51.360\" style=\"s2\">they haven&#39;t pushed an update yet.</p>\n350|<p begin=\"00:11:49.120\" end=\"00:11:53.360\" style=\"s2\">Basically now it&#39;s a waiting game to see</p>\n351|<p begin=\"00:11:51.360\" end=\"00:11:55.760\" style=\"s2\">how many of these developers will</p>\n352|<p begin=\"00:11:53.360\" end=\"00:11:58.480\" style=\"s2\">actually update their apps to let Siri</p>\n353|<p begin=\"00:11:55.760\" end=\"00:11:59.760\" style=\"s2\">look into their data. And I think we&#39;ll</p>\n354|<p begin=\"00:11:58.480\" end=\"00:12:01.120\" style=\"s2\">probably start to see a lot more of that</p>\n355|<p begin=\"00:11:59.760\" end=\"00:12:02.560\" style=\"s2\">stuff around September when, you know,</p>\n356|<p begin=\"00:12:01.120\" end=\"00:12:05.839\" style=\"s2\">the new iPhones come out and everybody</p>\n357|<p begin=\"00:12:02.560\" end=\"00:12:10.079\" style=\"s2\">gets iOS 27 at once. But for now, it&#39;s</p>\n358|<p begin=\"00:12:05.839\" end=\"00:12:11.920\" style=\"s2\">uh TBD on how much this sort of access</p>\n359|<p begin=\"00:12:10.079\" end=\"00:12:13.200\" style=\"s2\">levels up Siri to being this little</p>\n360|<p begin=\"00:12:11.920\" end=\"00:12:14.560\" style=\"s2\">agent that crawls around your phone and</p>\n361|<p begin=\"00:12:13.200\" end=\"00:12:15.920\" style=\"s2\">finds a bunch of stuff. Also, in the</p>\n362|<p begin=\"00:12:14.560\" end=\"00:12:18.639\" style=\"s2\">comments under the like button, let me</p>\n363|<p begin=\"00:12:15.920\" end=\"00:12:22.000\" style=\"s2\">know if you want a review just on the</p>\n364|<p begin=\"00:12:18.639\" end=\"00:12:24.079\" style=\"s2\">new Siri against like Gemini on Android</p>\n365|<p begin=\"00:12:22.000\" end=\"00:12:26.079\" style=\"s2\">cuz I think there&#39;s a lot more that I</p>\n366|<p begin=\"00:12:24.079\" end=\"00:12:28.800\" style=\"s2\">could talk about that I have opinions on</p>\n367|<p begin=\"00:12:26.079\" end=\"00:12:30.160\" style=\"s2\">from like sourcing to how it displays</p>\n368|<p begin=\"00:12:28.800\" end=\"00:12:31.680\" style=\"s2\">data and when it shows your</p>\n369|<p begin=\"00:12:30.160\" end=\"00:12:33.200\" style=\"s2\">transcriptions and the UI and all this</p>\n370|<p begin=\"00:12:31.680\" end=\"00:12:34.399\" style=\"s2\">other stuff, but that that&#39;s a whole</p>\n371|<p begin=\"00:12:33.200\" end=\"00:12:37.519\" style=\"s2\">separate thing. Let me know what you</p>\n372|<p begin=\"00:12:34.399\" end=\"00:12:38.880\" style=\"s2\">think. I just for now series pretty</p>\n373|<p begin=\"00:12:37.519\" end=\"00:12:40.399\" style=\"s2\">good. So that&#39;s why it&#39;s my number two</p>\n374|<p begin=\"00:12:38.880\" end=\"00:12:41.920\" style=\"s2\">feature. But real quick before the</p>\n375|<p begin=\"00:12:40.399\" end=\"00:12:43.360\" style=\"s2\">number one, I also have some honorable</p>\n376|<p begin=\"00:12:41.920\" end=\"00:12:44.959\" style=\"s2\">mentions, some things that I would like</p>\n377|<p begin=\"00:12:43.360\" end=\"00:12:47.040\" style=\"s2\">to show you, but that didn&#39;t quite make</p>\n378|<p begin=\"00:12:44.959\" end=\"00:12:49.680\" style=\"s2\">my top five. So if you open a picture of</p>\n379|<p begin=\"00:12:47.040\" end=\"00:12:52.000\" style=\"s2\">food in the new photos app in iOS 27,</p>\n380|<p begin=\"00:12:49.680\" end=\"00:12:54.079\" style=\"s2\">Siri will not just identify that it is</p>\n381|<p begin=\"00:12:52.000\" end=\"00:12:56.160\" style=\"s2\">food, which it can already do, but then</p>\n382|<p begin=\"00:12:54.079\" end=\"00:12:58.560\" style=\"s2\">it also services a lookup nutrition</p>\n383|<p begin=\"00:12:56.160\" end=\"00:13:01.519\" style=\"s2\">button that will tell you on a sliding</p>\n384|<p begin=\"00:12:58.560\" end=\"00:13:04.000\" style=\"s2\">scale of how healthy it thinks that food</p>\n385|<p begin=\"00:13:01.519\" end=\"00:13:05.440\" style=\"s2\">is. Nothing super detailed like trying</p>\n386|<p begin=\"00:13:04.000\" end=\"00:13:07.120\" style=\"s2\">to guess calorie counts or anything like</p>\n387|<p begin=\"00:13:05.440\" end=\"00:13:08.880\" style=\"s2\">that, but yeah, I guess that&#39;s a</p>\n388|<p begin=\"00:13:07.120\" end=\"00:13:11.200\" style=\"s2\">potentially interesting information when</p>\n389|<p begin=\"00:13:08.880\" end=\"00:13:13.120\" style=\"s2\">it&#39;s accurate. The passwords app now</p>\n390|<p begin=\"00:13:11.200\" end=\"00:13:15.200\" style=\"s2\">also can do the thing where it goes</p>\n391|<p begin=\"00:13:13.120\" end=\"00:13:17.279\" style=\"s2\">through and agentically automatically</p>\n392|<p begin=\"00:13:15.200\" end=\"00:13:20.079\" style=\"s2\">logs in and fixes all of your weak or</p>\n393|<p begin=\"00:13:17.279\" end=\"00:13:21.760\" style=\"s2\">compromised passwords and then I guess</p>\n394|<p begin=\"00:13:20.079\" end=\"00:13:24.560\" style=\"s2\">makes you an official password zapper</p>\n395|<p begin=\"00:13:21.760\" end=\"00:13:26.480\" style=\"s2\">liar. Insane. Uh, you can also describe</p>\n396|<p begin=\"00:13:24.560\" end=\"00:13:27.920\" style=\"s2\">a brand new Siri shortcut with natural</p>\n397|<p begin=\"00:13:26.480\" end=\"00:13:30.160\" style=\"s2\">language and it will make it for you</p>\n398|<p begin=\"00:13:27.920\" end=\"00:13:31.920\" style=\"s2\">from scratch and let you edit it after</p>\n399|<p begin=\"00:13:30.160\" end=\"00:13:33.920\" style=\"s2\">the fact. That is incredible. And you</p>\n400|<p begin=\"00:13:31.920\" end=\"00:13:36.720\" style=\"s2\">can also now do threaded replies in</p>\n401|<p begin=\"00:13:33.920\" end=\"00:13:40.079\" style=\"s2\">iMessage with Android users finally. But</p>\n402|<p begin=\"00:13:36.720\" end=\"00:13:43.600\" style=\"s2\">the number one best new thing in iOS 27</p>\n403|<p begin=\"00:13:40.079\" end=\"00:13:45.120\" style=\"s2\">is that everything is noticeably faster.</p>\n404|<p begin=\"00:13:43.600\" end=\"00:13:47.040\" style=\"s2\">So this is crazy. I know they said a</p>\n405|<p begin=\"00:13:45.120\" end=\"00:13:50.320\" style=\"s2\">bunch of like huge crazy numbers on</p>\n406|<p begin=\"00:13:47.040\" end=\"00:13:52.639\" style=\"s2\">stage like 70% faster photo loading into</p>\n407|<p begin=\"00:13:50.320\" end=\"00:13:55.120\" style=\"s2\">the gallery after you take a picture or</p>\n408|<p begin=\"00:13:52.639\" end=\"00:13:58.240\" style=\"s2\">30% faster app loading across the board</p>\n409|<p begin=\"00:13:55.120\" end=\"00:13:59.760\" style=\"s2\">or 80% faster airdrops. Just like</p>\n410|<p begin=\"00:13:58.240\" end=\"00:14:01.680\" style=\"s2\">massive changes. And the numbers on</p>\n411|<p begin=\"00:13:59.760\" end=\"00:14:03.360\" style=\"s2\">stage are one thing, but actually using</p>\n412|<p begin=\"00:14:01.680\" end=\"00:14:06.079\" style=\"s2\">the phone and feeling it being</p>\n413|<p begin=\"00:14:03.360\" end=\"00:14:08.639\" style=\"s2\">noticeably smoother and snappier is</p>\n414|<p begin=\"00:14:06.079\" end=\"00:14:12.000\" style=\"s2\">actually pretty sick. Now, okay, on a</p>\n415|<p begin=\"00:14:08.639\" end=\"00:14:13.440\" style=\"s2\">brand new iPhone 16 or 17 or 18, this is</p>\n</file-view>","created_at":"2026-07-13T23:44:48.600168Z","finish_reason":null,"metrics":null},{"message_id":"70101788-00f3-40ca-847f-81814010ebab","node_id":37,"role":"assistant","content":"","tool_calls":[{"id":"functions.read:4","name":"read","arguments":{"file_path":"/tmp/iOS 27 Hands-On： Top 5 New Features!.en.ttml","offset":415}}],"thinking":"Need to read the remaining part.","created_at":"2026-07-13T23:44:49.528064Z","finish_reason":"tool_calls","metrics":{"ttft_ms":825,"total_time_ms":926,"input_tokens":8459,"output_tokens":47,"cache_read_tokens":27648,"cache_creation_tokens":null,"tpot_ms":2.148936170212766,"tokens_per_sec":465.34653465346537}},{"message_id":"35174336-4bd9-410a-842f-eb192ebc8360","node_id":38,"role":"tool","content":"<file-view path=\"/tmp/iOS 27 Hands-On： Top 5 New Features!.en.ttml\" start_line=\"415\" end_line=\"447\" total_lines=\"447\">\n415|<p begin=\"00:14:08.639\" end=\"00:14:13.440\" style=\"s2\">brand new iPhone 16 or 17 or 18, this is</p>\n416|<p begin=\"00:14:12.000\" end=\"00:14:14.880\" style=\"s2\">a bit more subtle. Obviously, I feel</p>\n417|<p begin=\"00:14:13.440\" end=\"00:14:16.800\" style=\"s2\">like that&#39;s already a pretty fast phone.</p>\n418|<p begin=\"00:14:14.880\" end=\"00:14:19.600\" style=\"s2\">I do notice the faster aird drops, but</p>\n419|<p begin=\"00:14:16.800\" end=\"00:14:21.199\" style=\"s2\">where this really shines is older phones</p>\n420|<p begin=\"00:14:19.600\" end=\"00:14:23.760\" style=\"s2\">because for all that talk about iOS</p>\n421|<p begin=\"00:14:21.199\" end=\"00:14:25.519\" style=\"s2\">updates like slowing down your phone,</p>\n422|<p begin=\"00:14:23.760\" end=\"00:14:27.360\" style=\"s2\">it&#39;s pretty refreshing to see</p>\n423|<p begin=\"00:14:25.519\" end=\"00:14:29.920\" style=\"s2\">compatibility for this software go all</p>\n424|<p begin=\"00:14:27.360\" end=\"00:14:33.519\" style=\"s2\">the way back to iPhone 11 back from</p>\n425|<p begin=\"00:14:29.920\" end=\"00:14:35.199\" style=\"s2\">2019. And with this new optimized CPUer,</p>\n426|<p begin=\"00:14:33.519\" end=\"00:14:37.279\" style=\"s2\">it&#39;s really kicking in and making an</p>\n427|<p begin=\"00:14:35.199\" end=\"00:14:40.079\" style=\"s2\">even bigger difference for this older</p>\n428|<p begin=\"00:14:37.279\" end=\"00:14:42.160\" style=\"s2\">phone to feel much newer again. And I&#39;m</p>\n429|<p begin=\"00:14:40.079\" end=\"00:14:43.680\" style=\"s2\">personally all here for an update that</p>\n430|<p begin=\"00:14:42.160\" end=\"00:14:45.760\" style=\"s2\">doesn&#39;t have to make many visual</p>\n431|<p begin=\"00:14:43.680\" end=\"00:14:47.760\" style=\"s2\">changes, but actually addresses a lot of</p>\n432|<p begin=\"00:14:45.760\" end=\"00:14:50.399\" style=\"s2\">the behind-the-scenes bloat and</p>\n433|<p begin=\"00:14:47.760\" end=\"00:14:52.079\" style=\"s2\">inefficiencies to just make everything</p>\n434|<p begin=\"00:14:50.399\" end=\"00:14:54.560\" style=\"s2\">run that much more smoothly. So, there</p>\n435|<p begin=\"00:14:52.079\" end=\"00:14:57.279\" style=\"s2\">you have it. iOS 27. I think when this</p>\n436|<p begin=\"00:14:54.560\" end=\"00:14:58.959\" style=\"s2\">update hits your phone, download it,</p>\n437|<p begin=\"00:14:57.279\" end=\"00:15:00.480\" style=\"s2\">install it, do it. I know that there&#39;s</p>\n438|<p begin=\"00:14:58.959\" end=\"00:15:01.920\" style=\"s2\">real people that hit me up when software</p>\n439|<p begin=\"00:15:00.480\" end=\"00:15:03.199\" style=\"s2\">updates come out. They&#39;re like, I don&#39;t</p>\n440|<p begin=\"00:15:01.920\" end=\"00:15:04.959\" style=\"s2\">I don&#39;t really want to install this one.</p>\n441|<p begin=\"00:15:03.199\" end=\"00:15:08.079\" style=\"s2\">I feel like it&#39;s going to mess things</p>\n442|<p begin=\"00:15:04.959\" end=\"00:15:11.600\" style=\"s2\">up. But this one, you should you should</p>\n443|<p begin=\"00:15:08.079\" end=\"00:15:16.120\" style=\"s2\">install it. do it. Thanks for watching.</p>\n444|<p begin=\"00:15:11.600\" end=\"00:15:16.120\" style=\"s2\">Catch you in the next one. Peace.</p>\n445|</div>\n446|</body>\n447|</tt>\n</file-view>","created_at":"2026-07-13T23:44:49.562046Z","finish_reason":null,"metrics":null},{"message_id":"b01052d8-b36a-4754-9c79-5356160c9087","node_id":40,"role":"assistant","content":"## Summary: iOS 27 Hands-On — Top 5 New Features\n\n**Video:** Marques Brownlee, 15:18\n\nMKBHD calls iOS 27 an \"update of refinement\" — lots of small, long-awaited fixes rather than one big redesign. He says the developer betas have been unusually stable and recommends installing it when it drops in September.\n\n### Top 5 Features\n\n**5. New Photos editing tools**\n- **Extend:** generative AI expands the edges of a photo so you can change aspect ratio or add more frame.\n- **Reframe:** lets you drag/morph the apparent camera position — useful for nailing symmetrical shots, though MKBHD questions whether the result is still \"your\" photo.\n- Cleanup is also improved.\n- All three need an internet connection and Apple limits you to one Extend/Reframe per photo (though he notes you can screenshot to bypass).\n\n**4. \"Finally\" fixes**\n- Alarm volume can now be separated from system volume.\n- iPhone is quicker to drop a weak Wi-Fi signal and switch to cellular.\n- Now Playing gets a proper scrubbable timeline.\n- AirPods (H2 and later) finally get a custom 3-band EQ.\n\n**3. Aesthetic tweaks**\n- Liquid Glass stays, but Apple added an **Appearances** tab with a slider to dial opacity from very glassy to very frosted.\n- Home screen text/shadows are crisper; some stock app icons are updated.\n- New **compact lock screen clock**.\n- Swiping down on the home screen now combines Search with Siri.\n\n**2. New Siri / Siri AI**\n- Complete overhaul with help from Google: new orb animation, standalone Siri app with request history, more human-like customizable voice.\n- It's conversational, has broader world knowledge, on-screen awareness, and can dig into personal data (iMessage, Mail, Calendar, Photos) after a background indexing period.\n- New **Siri camera mode** lets you take a photo and ask about it.\n- Third-party app integration isn't live yet; app developers will need to opt in.\n\n**Honorable mentions**\n- Food photos get a \"Lookup Nutrition\" button with a healthiness scale.\n- Passwords app can agentically find and fix weak/compromised passwords.\n- Natural-language Siri Shortcuts creation.\n- Threaded replies in iMessage with Android users.\n\n**1. Noticeable performance gains**\n- Apple claimed big numbers: ~70% faster photo-to-gallery loading, ~30% faster app launching, ~80% faster AirDrop.\n- MKBHD says the difference is especially obvious on older phones — iOS 27 supports devices back to **iPhone 11 (2019)** and the optimized scheduler makes them feel much newer.","tool_calls":[],"thinking":"Now I have the full transcript. Let me summarize it. I'll create a structured summary of the video: \"iOS 27 Hands-On: Top 5 New Features!\" by Marques Brownlee.\n\nKey points:\n1. iOS 27 is an update of refinement, public beta is out, stable developer betas\n2. Top 5 features ranked by MKBHD:\n   - #5: New photo editing features (Extend and Reframe, plus improved Cleanup). Extend uses generative AI to extend edges. Reframe changes perspective/spatial viewpoint. Requires internet, only once per photo.\n   - #4: \"Freaking finally\" section - separate alarm volume from system volume, better switching from weak Wi-Fi to cellular, Now Playing scrubbing, AirPods custom EQ (H2+)\n   - #3: Aesthetic tweaks - home screen icons more readable, updated stock app icons, new Appearances tab with Liquid Glass slider, compact lock screen clock, redesigned home screen swipe-down search combined with Siri\n   - #2: New Siri/Siri AI - overhauled with Google help, new animation, standalone Siri app with history, more expressive customizable voice, conversational, world knowledge, on-screen awareness, personal context from iMessage/photos/calendar/emails, multimodal with camera mode. No third-party app ties yet (coming later via app updates)\n   - Honorable mentions: food nutrition lookup in Photos, Passwords app agentically fixes weak passwords, natural language Siri shortcuts, threaded iMessage replies with Android\n   - #1: Everything is noticeably faster - Apple claimed 70% faster photo loading, 30% faster app loading, 80% faster AirDrop; especially noticeable on older phones (iPhone 11+ support)\n\nNow let me give the summary.","created_at":"2026-07-13T23:44:52.554942Z","finish_reason":"stop","metrics":{"ttft_ms":835,"total_time_ms":2991,"input_tokens":1342,"output_tokens":935,"cache_read_tokens":36096,"cache_creation_tokens":null,"tpot_ms":2.3058823529411763,"tokens_per_sec":433.67346938775506}}]}