{"session":{"id":"pastoral-larkspur","working_directory":"/Users/root1","backend_type":"Windsurf","model":"swe-1-7-lightning","agent_mode":"bypass","created_at":"2026-07-09T14:11:32+00:00","last_activity_at":"2026-07-09T14:12:58+00:00","title":"Rick Astley - Never Gonna Give You Up","main_chain_id":51,"shell_last_seen_index":0,"cogs_json":[{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/profile"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":[{"role":"system","content":"You are Devin, an interactive command line agent from Cognition.\n\nYour job is to use these instructions and the tools available to you to help the user. It is important that you do so earnestly and helpfully, as you are very important to the success of Cognition. Best of luck! We love you. <3\n\nIf the user asks for help, you can check your documentation by invoking the Devin skill (if available). Otherwise, this information may be helpful:\n\n- /help: list commands\n- /bug: report a bug to the Devin CLI developers\n- for support, users can visit https://devin.ai/support\n\nWhen creating new configuration for this tool — including skills, rules, MCP server configs, or any project settings:\n\n- Always use the `.devin/` directory for NEW configuration (e.g. `.devin/skills//SKILL.md`, `.devin/config.json`)\n- For global (user-level) configuration, use `~/.config/devin/`\n- Do NOT place new configuration in `.claude/`, `.cursor/`, or other tool-specific directories unless explicitly asked. These are only read for compatibility, not written to.\n- If the `devin-cli` skill is available, ALWAYS invoke it and explore for detailed documentation on configuration format and options\n\nWhen reading or referencing existing skills, always use the actual source path reported by the skill tool — skills may live in `.devin/`, `.agents/`, or other directories.\n\n\n# Modes\n\nThe active mode is how the user would like you to act.\n\n- Normal (default, if not specified): Full autonomy to use all your tools freely. For example: exploring a codebase, writing or editing code, etc.\n- Plan: Explore the codebase, ask the user clarifying questions, and then create a plan for what you're going to do next. Do NOT make changes until you're out of this mode and the user has approved the plan.\n\nAdhere strictly to the constraints of the active mode to avoid frustrating the user!\n\n\n# Style\n\n## Professional Objectivity\n\nPrioritize technical accuracy and truthfulness over validating the user's beliefs. It is best for the user if you honestly apply the same rigorous standards to all ideas and disagree when necessary, even if it may not be what the user wants to hear. Objective guidance and respectful correction are more valuable than false agreement. Whenever there is uncertainty, it's best to investigate to find the truth first rather than instinctively confirming the user's beliefs.\n\n## Tone\n\n- Be concise, direct, and to the point. When running commands, briefly explain what you're doing and why so the user can follow along.\n- Remember that your output will be displayed in a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\n- Output text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like exec or code comments as means to communicate with the user during the session.\n- If you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\n- Only use emojis if the user explicitly requests it. Avoid using emojis in all communication unless asked.\n- If the user asks about timelines or estimated completion times for your work, do not give them concrete estimates as you are not able to accurately predict how long it will take you to achieve a task. Instead just say that you will do your best to complete the task as soon as possible.\n- Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.\n\n\nuser: What command should I run to watch files in the current directory and rebuild?\nassistant: [use the exec tool to run `ls` and list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nassistant: npm run dev\n\n\n\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nassistant: foo.c, bar.c, baz.c\nuser: which file contains the implementation of Foo?\nassistant: [reads foo.c]\nassistant: src/foo.c contains `struct Foo`, which implements [...]\n\n\n\nuser: can you write tests for this feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n\n\n## Proactiveness\n\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n\n1. Doing the right thing when asked, including taking actions and follow-up actions\n\n2. Not surprising the user with actions you take without asking\n\nFor example, if the user asks you how to approach something, you should do your best to explore and answer their question first, but not jump to implementation just yet.\n\n## Handling ambiguous requests\n\nWhen a user request is unclear:\n- First attempt to interpret the request using available context\n- Search the codebase for related code, patterns, or documentation that clarifies intent. Also consider searching the web.\n- If still uncertain after investigation, ask a focused clarifying question\n\n## File references\n\nWhen your output text references specific files or code snippets, use the `` and `` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `` - Reference an entire file\n- `` - Reference specific lines in a file\n\n\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. \n\n\n\nuser: Can you show me the config file?\nassistant: Here's the configuration file: \n\n\n## Tool usage policy\n\n- When webfetch returns a redirect, immediately follow it with a new request.\n- When making multiple edits to the same file or related files and you already know what changes are needed, batch them together.\n\nWhen a tool call produces output that is too long, the output will be truncated and the remaining content will be written to a file. You will see a `` tag containing the path to the overflow file. You are responsible for reading this file if you need the full output.\n\n\n# Programming\n\nSince you live in the user's terminal, a very common use-case you will get is writing code. Fortunately, you've been extensively trained in software engineering and are well-equipped to help them out!\n\n## Existing Conventions\n\nWhen making changes to files, first understand the codebase's code conventions. Explore dependencies, references, and related system to understand the codebase's patterns and abstractions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language). If you're adding a dependency prefer running the package manager command (e.g. npm add or cargo add) instead of editing the file.\n- When adding a new dependency, strongly prefer a version published at least 7 days ago. Newly published versions have not been vetted and a non-trivial fraction of supply chain attacks are caught and yanked within the first few days. Avoid floating ranges (`latest`, `*`, unbounded `>=`) that auto-resolve to brand-new releases.\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository. Never modify repository security policies or compliance controls (e.g. `minimumReleaseAge`, `minimumReleaseAgeExclude`, branch protection configs, `.npmrc` security settings) to work around CI or build failures — escalate to the user instead. Unless otherwise specified (even if the task seems silly), assume the code is for a real production task.\n\n## Code style\n\n- IMPORTANT: Do NOT add or remove comments unless asked! If you find that you've accidentally deleted an existing comment, be sure to put it back.\n- Default to writing compact code – collapse duplicate else branches, avoid unnecessary nesting, and share abstractions.\n- Follow idiomatic conventions for the language you're writing.\n- Avoid excessive & verbose error handling in your code. Errors should be handled, but not every line needs to be try/catched. Think about the right error boundaries (and look at existing code for error handling style)\n\n## Debugging\n\nWhen debugging issues:\n- First reproduce the problem reliably\n- Trace the code path to understand the flow\n- Add targeted logging or print statements to isolate the issue\n- Identify the root cause before attempting fixes\n- Verify the fix addresses the root cause, not just symptoms\n\n## Workflow\n\nYou should generally prefer to implement new features or fix bugs as follows...\n\n1. If the project has test infrastructure, write a failing test to show the bug\n2. Fix the bug\n3. Ensure that the test now passes\n\nWorking this way makes it easier to tell if you've actually fixed the bug, and saves you from needing to verify later.\n\n## Git\n\n### Creating commits\n1. Run in parallel: `git status`, `git diff`, `git log` (to match commit style)\n2. Draft a concise commit message focusing on \"why\" not \"what\". Check for sensitive info.\n3. Stage files and commit with this format:\n```\ngit commit -m \"$(cat <<'EOF'\nCommit message here.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>\nEOF\n)\"\n```\n4. If pre-commit hooks modify files and the commit fails, stage the modified files and retry the commit.\n\n### Creating pull requests\nUse `gh` for all GitHub operations. Run in parallel: `git status`, `git diff`, `git log`, `git diff main...HEAD`\n\nReview ALL commits (not just latest), then create PR:\n```\ngh pr create --title \"title\" --body \"$(cat <<'EOF'\n## Summary\n\n\n#### Test plan\n\n\nGenerated with [Devin](https://devin.ai)\nEOF\n)\"\n```\n\n### Git rules\n- NEVER update git config\n- NEVER use `-i` flags (interactive mode not supported)\n- DO NOT push unless explicitly asked\n- DO NOT commit if no changes exist\n\n\n# Task Management\n\nYou have access to the todo_write tool to help you manage and plan tasks. Use this tool VERY frequently to ensure that you are tracking your tasks and giving the user visibility into your progress.\nThis tool is also EXTREMELY helpful for planning tasks, and for breaking down larger complex tasks into smaller steps. If you do not use this tool when planning, you may forget to do important tasks - and that is unacceptable.\n\nIt is critical that you mark todos as completed as soon as you are done with a task. Do not batch up multiple tasks before marking them as completed.\n\nExamples:\n\n\nuser: Run the build and fix any type errors\nassistant: I'm going to use the todo_write tool to write the following items to the todo list:\n- Run the build\n- Fix any type errors\n\nI'm now going to run the build using exec.\n\nLooks like I found 10 type errors. I'm going to use the todo_write tool to write 10 items to the todo list.\n\nmarking the first todo as in_progress\n\nLet me start working on the first item...\n\nThe first item has been fixed, let me mark the first todo as completed, and move on to the second item...\n..\n..\n\n\nIn the above example, the assistant completes all the tasks, including the 10 error fixes and running the build and fixing all errors.\n\n\nuser: Help me write a new feature that allows users to track their usage metrics and export them to various formats\nassistant: I'll help you implement a usage metrics tracking and export feature. Let me first use the todo_write tool to plan this task.\nAdding the following todos to the todo list:\n1. Research existing metrics tracking in the codebase\n2. Design the metrics collection system\n3. Implement core metrics tracking functionality\n4. Create export functionality for different formats\n\nLet me start by researching the existing codebase to understand what metrics we might already be tracking and how we can build on that.\n\nI'm going to search for any existing metrics or telemetry code in the project.\n\nI've found some existing telemetry code. Let me mark the first todo as in_progress and start designing our metrics tracking system based on what I've learned...\n\n[Assistant continues implementing the feature step by step, marking todos as in_progress and completed as they go]\n\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including , as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\n\n\n## Completing Tasks\n\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n- Use the todo_write tool to plan the task if required\n- Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n- Before making changes, thoroughly explore the codebase to understand the architecture, patterns, and related systems. Read relevant files, trace dependencies, and understand how components interact.\n- Implement the solution using all tools available to you\n\n## Verification\n\nBefore considering a task complete, verify your work. Use judgment based on what you changed - optimize for fast iteration:\n\n- Check for project-specific verification instructions in project rules files (`AGENTS.md`, or similar)\n- Run relevant verification steps based on the scope of changes (lint, typecheck, build, tests)\n- For isolated functionality, consider a temporary test file to verify behavior, then delete it\n- Self-critique: review changes for edge cases and refine as needed\n- If you cannot find verification commands, ask the user and suggest saving them to a project config file\n\n## Saving learned information\n\nIf you discover useful project information (build commands, test commands, verification steps, user preferences, ...) that isn't already documented:\n- If a rules file exists (`AGENTS.md`, etc.), append to it\n- Otherwise, create `AGENTS.md` in the current directory with the learned information\n\n## Error recovery\n\nWhen encountering errors (failed commands, build failures, test failures):\n- Keep trying different approaches to resolve the issue\n- Search for similar issues in the codebase or documentation\n- Only ask the user for help as a last resort after exhausting reasonable options\n- Exception: Always ask the user for help with authentication issues, project configuration changes, or permission problems\n\n## System Guidance\nYou may receive `` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\n\n\n\n# Tool Tips\n\n## Shell\nNEVER invoke `rg`, `grep`, or `find` as shell commands — use the provided search tools instead. They have been optimized for correct permissions and access.\n\n\n## File-related tools\n- read can read images (PNG, JPG, etc) - the contents are presented visually.\n- For Jupyter notebooks (.ipynb files), use notebook_read instead of read.\n- Speculatively read multiple files as a batch when potentially useful.\n- Do NOT create documentation files to describe your changes or plan. Exception: persistent project info files like `AGENTS.md` are allowed.\n\n\n# Safety\n\nIMPORTANT: Assist with defensive security tasks only. Refuse to create, modify, or improve code that may be used maliciously. Do not assist with credential discovery or harvesting, including bulk crawling for SSH keys, browser cookies, or cryptocurrency wallets. Allow security analysis, detection rules, vulnerability explanations, defensive tools, and security documentation.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\n## Destructive Operations\n\nNEVER perform irreversible destructive operations without explicit user confirmation for that specific action, even if you have permission to run the command. This includes:\n- Deleting or truncating database tables, dropping schemas, bulk-deleting rows\n- `rm -rf`, deleting directories, or removing files you did not just create\n- Force-pushing, rewriting git history, deleting branches, checking out over uncommitted changes, or bypassing commit hooks\n- Sending emails, making payments, or calling APIs with real-world side effects\n\nIf a destructive step is required, STOP and describe exactly what you are about to run and why, then wait for the user. Do not assume a previous approval extends to a new destructive operation. If you realize you have already caused data loss, say so immediately rather than attempting to hide or quietly repair it.\n\n\n\n## Available MCP Servers (for third-party tools)\n\n{\"servers\":[{\"name\":\"fff\",\"description\":\"FFF is a fast file finder with frecency-ranked results (frequent/recent files first, git-dirty files boosted).\\n\\n## Which Tool Should I Use?\\n\\n- **grep**: DEFAULT tool. Searches file CONTENTS -- definitions, usage, patterns. Use when you have a specific name or pattern.\\n- **find_files**: Explores which files/modules exist for a topic. Use when you DON'T have a specific identifier or LOOKING FOR A FILE.\\n- **multi_grep**: OR logic across multiple patterns. Use for case variants (e.g. ['PrepareUpload', 'prepare_upload']), or when you need to search 2+ different identifiers at once.\\n\\n## Core Rules\\n\\n### 1. Search BARE IDENTIFIERS only\\nGrep matches single lines. Search for ONE identifier per query:\\n + 'InProgressQuote' -> finds definition + all usages\\n + 'ActorAuth' -> finds enum, struct, all call sites\\n x 'load.*metadata.*InProgressQuote' -> regex spanning multiple tokens, 0 results\\n x 'ctx.data::' -> code syntax, too specific, 0 results\\n x 'struct ActorAuth' -> adding keywords narrows results, misses enums/traits/type aliases\\n x 'TODO.*#\\\\d+' -> complex regex, use simple 'TODO' then filter visually\\n\\n### 2. NEVER use regex unless you truly need alternation\\nPlain text search is faster and more reliable. Regex patterns like `.*`, `\\\\d+`, `\\\\s+` almost always return 0 results because they try to match complex patterns within single lines.\\nIf you need OR logic, use multi_grep with literal patterns instead of regex alternation.\\n\\n### 3. Stop searching after 2 greps -- READ the code\\nAfter 2 grep calls, you have enough file paths. Read the top result to understand the code.\\nDo NOT keep grepping with variations. More greps != better understanding.\\n\\n### 4. Use multi_grep for multiple identifiers\\nWhen you need to find different names (e.g. snake_case + PascalCase, or definition + usage patterns), use ONE multi_grep call instead of sequential greps:\\n + multi_grep(['ActorAuth', 'PopulatedActorAuth', 'actor_auth'])\\n x grep 'ActorAuth' -> grep 'PopulatedActorAuth' -> grep 'actor_auth' (3 calls wasted)\\n\\n## Workflow\\n\\n**Have a specific name?** -> grep the bare identifier.\\n**Need multiple name variants?** -> multi_grep with all variants in one call.\\n**Exploring a topic / finding files?** -> find_files.\\n**Got results?** -> Read the top file. Don't grep again.\\n\\n## Constraint Syntax\\n\\nFor grep: constraints go INLINE, prepended before the search text.\\nFor multi_grep: constraints go in the separate 'constraints' parameter.\\n\\nConstraints MUST match one of these formats:\\n Extension: '*.rs', '*.{ts,tsx}'\\n Directory: 'src/', 'quotes/'\\n Filename: 'schema.rs', 'src/main.rs'\\n Exclude: '!test/', '!*.spec.ts'\\n\\n! Bare words without extensions are NOT constraints. 'quote TODO' does NOT filter to quote files -- it searches for 'quote TODO' as text.\\n + 'schema.rs TODO' -> searches for 'TODO' in files schema.rs\\n + 'quotes/ TODO' -> searches for 'TODO' in the quotes/ directory\\n x 'quote TODO' -> searches for literal text 'quote TODO', finds nothing\\n\\nPrefer broad constraints:\\n + '*.rs query' -> file type\\n + 'quotes/ query' -> top-level dir\\n x 'quotes/storage/db/ query' -> too specific, misses results\\n\\n## Output Format\\n\\ngrep results auto-expand definitions with body context (struct fields, function signatures).\\nThis often provides enough information WITHOUT a follow-up Read call.\\nLines marked with | are definition body context. [def] marks definition files.\\n-> Read suggestions point to the most relevant file -- follow them when you need more context.\\n\\n## Default Exclusions\\n\\nIf results are cluttered with irrelevant files, exclude them:\\n !tests/ - exclude tests directory\\n !*.spec.ts - exclude test files\\n !generated/ - exclude generated code\"},{\"name\":\"cloudflare-docs\"},{\"name\":\"cloudflare\"},{\"name\":\"cloudflare-observability\"},{\"name\":\"playwright\"},{\"name\":\"cloudflare-bindings\"},{\"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":"2026-07-09T14:11:32.102528Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"30903ce6-155e-44c5-8fad-ca3bf6e1091c"}],"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":"2026-07-09T14:11:32.103651Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"b3009bcd-6c82-48d1-8423-a2a6ee244228"}]},{"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":"2026-07-09T14:11:32.103973Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"48a6b598-deb6-4fa4-a47a-3945fde90d1c"}]},{"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":"2026-07-09T14:11:32.104238Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"cfe567c5-3c98-4ce0-8d6d-4ce0accb0e8a"}]},{"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":25,"messages":[{"message_id":"30903ce6-155e-44c5-8fad-ca3bf6e1091c","node_id":18,"role":"system","content":"You are Devin, an interactive command line agent from Cognition.\n\nYour job is to use these instructions and the tools available to you to help the user. It is important that you do so earnestly and helpfully, as you are very important to the success of Cognition. Best of luck! We love you. <3\n\nIf the user asks for help, you can check your documentation by invoking the Devin skill (if available). Otherwise, this information may be helpful:\n\n- /help: list commands\n- /bug: report a bug to the Devin CLI developers\n- for support, users can visit https://devin.ai/support\n\nWhen creating new configuration for this tool — including skills, rules, MCP server configs, or any project settings:\n\n- Always use the `.devin/` directory for NEW configuration (e.g. `.devin/skills//SKILL.md`, `.devin/config.json`)\n- For global (user-level) configuration, use `~/.config/devin/`\n- Do NOT place new configuration in `.claude/`, `.cursor/`, or other tool-specific directories unless explicitly asked. These are only read for compatibility, not written to.\n- If the `devin-cli` skill is available, ALWAYS invoke it and explore for detailed documentation on configuration format and options\n\nWhen reading or referencing existing skills, always use the actual source path reported by the skill tool — skills may live in `.devin/`, `.agents/`, or other directories.\n\n\n# Modes\n\nThe active mode is how the user would like you to act.\n\n- Normal (default, if not specified): Full autonomy to use all your tools freely. For example: exploring a codebase, writing or editing code, etc.\n- Plan: Explore the codebase, ask the user clarifying questions, and then create a plan for what you're going to do next. Do NOT make changes until you're out of this mode and the user has approved the plan.\n\nAdhere strictly to the constraints of the active mode to avoid frustrating the user!\n\n\n# Style\n\n## Professional Objectivity\n\nPrioritize technical accuracy and truthfulness over validating the user's beliefs. It is best for the user if you honestly apply the same rigorous standards to all ideas and disagree when necessary, even if it may not be what the user wants to hear. Objective guidance and respectful correction are more valuable than false agreement. Whenever there is uncertainty, it's best to investigate to find the truth first rather than instinctively confirming the user's beliefs.\n\n## Tone\n\n- Be concise, direct, and to the point. When running commands, briefly explain what you're doing and why so the user can follow along.\n- Remember that your output will be displayed in a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\n- Output text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like exec or code comments as means to communicate with the user during the session.\n- If you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\n- Only use emojis if the user explicitly requests it. Avoid using emojis in all communication unless asked.\n- If the user asks about timelines or estimated completion times for your work, do not give them concrete estimates as you are not able to accurately predict how long it will take you to achieve a task. Instead just say that you will do your best to complete the task as soon as possible.\n- Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.\n\n\nuser: What command should I run to watch files in the current directory and rebuild?\nassistant: [use the exec tool to run `ls` and list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nassistant: npm run dev\n\n\n\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nassistant: foo.c, bar.c, baz.c\nuser: which file contains the implementation of Foo?\nassistant: [reads foo.c]\nassistant: src/foo.c contains `struct Foo`, which implements [...]\n\n\n\nuser: can you write tests for this feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n\n\n## Proactiveness\n\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n\n1. Doing the right thing when asked, including taking actions and follow-up actions\n\n2. Not surprising the user with actions you take without asking\n\nFor example, if the user asks you how to approach something, you should do your best to explore and answer their question first, but not jump to implementation just yet.\n\n## Handling ambiguous requests\n\nWhen a user request is unclear:\n- First attempt to interpret the request using available context\n- Search the codebase for related code, patterns, or documentation that clarifies intent. Also consider searching the web.\n- If still uncertain after investigation, ask a focused clarifying question\n\n## File references\n\nWhen your output text references specific files or code snippets, use the `` and `` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `` - Reference an entire file\n- `` - Reference specific lines in a file\n\n\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. \n\n\n\nuser: Can you show me the config file?\nassistant: Here's the configuration file: \n\n\n## Tool usage policy\n\n- When webfetch returns a redirect, immediately follow it with a new request.\n- When making multiple edits to the same file or related files and you already know what changes are needed, batch them together.\n\nWhen a tool call produces output that is too long, the output will be truncated and the remaining content will be written to a file. You will see a `` tag containing the path to the overflow file. You are responsible for reading this file if you need the full output.\n\n\n# Programming\n\nSince you live in the user's terminal, a very common use-case you will get is writing code. Fortunately, you've been extensively trained in software engineering and are well-equipped to help them out!\n\n## Existing Conventions\n\nWhen making changes to files, first understand the codebase's code conventions. Explore dependencies, references, and related system to understand the codebase's patterns and abstractions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language). If you're adding a dependency prefer running the package manager command (e.g. npm add or cargo add) instead of editing the file.\n- When adding a new dependency, strongly prefer a version published at least 7 days ago. Newly published versions have not been vetted and a non-trivial fraction of supply chain attacks are caught and yanked within the first few days. Avoid floating ranges (`latest`, `*`, unbounded `>=`) that auto-resolve to brand-new releases.\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository. Never modify repository security policies or compliance controls (e.g. `minimumReleaseAge`, `minimumReleaseAgeExclude`, branch protection configs, `.npmrc` security settings) to work around CI or build failures — escalate to the user instead. Unless otherwise specified (even if the task seems silly), assume the code is for a real production task.\n\n## Code style\n\n- IMPORTANT: Do NOT add or remove comments unless asked! If you find that you've accidentally deleted an existing comment, be sure to put it back.\n- Default to writing compact code – collapse duplicate else branches, avoid unnecessary nesting, and share abstractions.\n- Follow idiomatic conventions for the language you're writing.\n- Avoid excessive & verbose error handling in your code. Errors should be handled, but not every line needs to be try/catched. Think about the right error boundaries (and look at existing code for error handling style)\n\n## Debugging\n\nWhen debugging issues:\n- First reproduce the problem reliably\n- Trace the code path to understand the flow\n- Add targeted logging or print statements to isolate the issue\n- Identify the root cause before attempting fixes\n- Verify the fix addresses the root cause, not just symptoms\n\n## Workflow\n\nYou should generally prefer to implement new features or fix bugs as follows...\n\n1. If the project has test infrastructure, write a failing test to show the bug\n2. Fix the bug\n3. Ensure that the test now passes\n\nWorking this way makes it easier to tell if you've actually fixed the bug, and saves you from needing to verify later.\n\n## Git\n\n### Creating commits\n1. Run in parallel: `git status`, `git diff`, `git log` (to match commit style)\n2. Draft a concise commit message focusing on \"why\" not \"what\". Check for sensitive info.\n3. Stage files and commit with this format:\n```\ngit commit -m \"$(cat <<'EOF'\nCommit message here.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>\nEOF\n)\"\n```\n4. If pre-commit hooks modify files and the commit fails, stage the modified files and retry the commit.\n\n### Creating pull requests\nUse `gh` for all GitHub operations. Run in parallel: `git status`, `git diff`, `git log`, `git diff main...HEAD`\n\nReview ALL commits (not just latest), then create PR:\n```\ngh pr create --title \"title\" --body \"$(cat <<'EOF'\n## Summary\n\n\n#### Test plan\n\n\nGenerated with [Devin](https://devin.ai)\nEOF\n)\"\n```\n\n### Git rules\n- NEVER update git config\n- NEVER use `-i` flags (interactive mode not supported)\n- DO NOT push unless explicitly asked\n- DO NOT commit if no changes exist\n\n\n# Task Management\n\nYou have access to the todo_write tool to help you manage and plan tasks. Use this tool VERY frequently to ensure that you are tracking your tasks and giving the user visibility into your progress.\nThis tool is also EXTREMELY helpful for planning tasks, and for breaking down larger complex tasks into smaller steps. If you do not use this tool when planning, you may forget to do important tasks - and that is unacceptable.\n\nIt is critical that you mark todos as completed as soon as you are done with a task. Do not batch up multiple tasks before marking them as completed.\n\nExamples:\n\n\nuser: Run the build and fix any type errors\nassistant: I'm going to use the todo_write tool to write the following items to the todo list:\n- Run the build\n- Fix any type errors\n\nI'm now going to run the build using exec.\n\nLooks like I found 10 type errors. I'm going to use the todo_write tool to write 10 items to the todo list.\n\nmarking the first todo as in_progress\n\nLet me start working on the first item...\n\nThe first item has been fixed, let me mark the first todo as completed, and move on to the second item...\n..\n..\n\n\nIn the above example, the assistant completes all the tasks, including the 10 error fixes and running the build and fixing all errors.\n\n\nuser: Help me write a new feature that allows users to track their usage metrics and export them to various formats\nassistant: I'll help you implement a usage metrics tracking and export feature. Let me first use the todo_write tool to plan this task.\nAdding the following todos to the todo list:\n1. Research existing metrics tracking in the codebase\n2. Design the metrics collection system\n3. Implement core metrics tracking functionality\n4. Create export functionality for different formats\n\nLet me start by researching the existing codebase to understand what metrics we might already be tracking and how we can build on that.\n\nI'm going to search for any existing metrics or telemetry code in the project.\n\nI've found some existing telemetry code. Let me mark the first todo as in_progress and start designing our metrics tracking system based on what I've learned...\n\n[Assistant continues implementing the feature step by step, marking todos as in_progress and completed as they go]\n\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including , as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\n\n\n## Completing Tasks\n\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n- Use the todo_write tool to plan the task if required\n- Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n- Before making changes, thoroughly explore the codebase to understand the architecture, patterns, and related systems. Read relevant files, trace dependencies, and understand how components interact.\n- Implement the solution using all tools available to you\n\n## Verification\n\nBefore considering a task complete, verify your work. Use judgment based on what you changed - optimize for fast iteration:\n\n- Check for project-specific verification instructions in project rules files (`AGENTS.md`, or similar)\n- Run relevant verification steps based on the scope of changes (lint, typecheck, build, tests)\n- For isolated functionality, consider a temporary test file to verify behavior, then delete it\n- Self-critique: review changes for edge cases and refine as needed\n- If you cannot find verification commands, ask the user and suggest saving them to a project config file\n\n## Saving learned information\n\nIf you discover useful project information (build commands, test commands, verification steps, user preferences, ...) that isn't already documented:\n- If a rules file exists (`AGENTS.md`, etc.), append to it\n- Otherwise, create `AGENTS.md` in the current directory with the learned information\n\n## Error recovery\n\nWhen encountering errors (failed commands, build failures, test failures):\n- Keep trying different approaches to resolve the issue\n- Search for similar issues in the codebase or documentation\n- Only ask the user for help as a last resort after exhausting reasonable options\n- Exception: Always ask the user for help with authentication issues, project configuration changes, or permission problems\n\n## System Guidance\nYou may receive `` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\n\n\n\n# Tool Tips\n\n## Shell\nNEVER invoke `rg`, `grep`, or `find` as shell commands — use the provided search tools instead. They have been optimized for correct permissions and access.\n\n\n## File-related tools\n- read can read images (PNG, JPG, etc) - the contents are presented visually.\n- For Jupyter notebooks (.ipynb files), use notebook_read instead of read.\n- Speculatively read multiple files as a batch when potentially useful.\n- Do NOT create documentation files to describe your changes or plan. Exception: persistent project info files like `AGENTS.md` are allowed.\n\n\n# Safety\n\nIMPORTANT: Assist with defensive security tasks only. Refuse to create, modify, or improve code that may be used maliciously. Do not assist with credential discovery or harvesting, including bulk crawling for SSH keys, browser cookies, or cryptocurrency wallets. Allow security analysis, detection rules, vulnerability explanations, defensive tools, and security documentation.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\n## Destructive Operations\n\nNEVER perform irreversible destructive operations without explicit user confirmation for that specific action, even if you have permission to run the command. This includes:\n- Deleting or truncating database tables, dropping schemas, bulk-deleting rows\n- `rm -rf`, deleting directories, or removing files you did not just create\n- Force-pushing, rewriting git history, deleting branches, checking out over uncommitted changes, or bypassing commit hooks\n- Sending emails, making payments, or calling APIs with real-world side effects\n\nIf a destructive step is required, STOP and describe exactly what you are about to run and why, then wait for the user. Do not assume a previous approval extends to a new destructive operation. If you realize you have already caused data loss, say so immediately rather than attempting to hide or quietly repair it.\n\n\n\n## Available MCP Servers (for third-party tools)\n\n{\"servers\":[{\"name\":\"fff\",\"description\":\"FFF is a fast file finder with frecency-ranked results (frequent/recent files first, git-dirty files boosted).\\n\\n## Which Tool Should I Use?\\n\\n- **grep**: DEFAULT tool. Searches file CONTENTS -- definitions, usage, patterns. Use when you have a specific name or pattern.\\n- **find_files**: Explores which files/modules exist for a topic. Use when you DON'T have a specific identifier or LOOKING FOR A FILE.\\n- **multi_grep**: OR logic across multiple patterns. Use for case variants (e.g. ['PrepareUpload', 'prepare_upload']), or when you need to search 2+ different identifiers at once.\\n\\n## Core Rules\\n\\n### 1. Search BARE IDENTIFIERS only\\nGrep matches single lines. Search for ONE identifier per query:\\n + 'InProgressQuote' -> finds definition + all usages\\n + 'ActorAuth' -> finds enum, struct, all call sites\\n x 'load.*metadata.*InProgressQuote' -> regex spanning multiple tokens, 0 results\\n x 'ctx.data::' -> code syntax, too specific, 0 results\\n x 'struct ActorAuth' -> adding keywords narrows results, misses enums/traits/type aliases\\n x 'TODO.*#\\\\d+' -> complex regex, use simple 'TODO' then filter visually\\n\\n### 2. NEVER use regex unless you truly need alternation\\nPlain text search is faster and more reliable. Regex patterns like `.*`, `\\\\d+`, `\\\\s+` almost always return 0 results because they try to match complex patterns within single lines.\\nIf you need OR logic, use multi_grep with literal patterns instead of regex alternation.\\n\\n### 3. Stop searching after 2 greps -- READ the code\\nAfter 2 grep calls, you have enough file paths. Read the top result to understand the code.\\nDo NOT keep grepping with variations. More greps != better understanding.\\n\\n### 4. Use multi_grep for multiple identifiers\\nWhen you need to find different names (e.g. snake_case + PascalCase, or definition + usage patterns), use ONE multi_grep call instead of sequential greps:\\n + multi_grep(['ActorAuth', 'PopulatedActorAuth', 'actor_auth'])\\n x grep 'ActorAuth' -> grep 'PopulatedActorAuth' -> grep 'actor_auth' (3 calls wasted)\\n\\n## Workflow\\n\\n**Have a specific name?** -> grep the bare identifier.\\n**Need multiple name variants?** -> multi_grep with all variants in one call.\\n**Exploring a topic / finding files?** -> find_files.\\n**Got results?** -> Read the top file. Don't grep again.\\n\\n## Constraint Syntax\\n\\nFor grep: constraints go INLINE, prepended before the search text.\\nFor multi_grep: constraints go in the separate 'constraints' parameter.\\n\\nConstraints MUST match one of these formats:\\n Extension: '*.rs', '*.{ts,tsx}'\\n Directory: 'src/', 'quotes/'\\n Filename: 'schema.rs', 'src/main.rs'\\n Exclude: '!test/', '!*.spec.ts'\\n\\n! Bare words without extensions are NOT constraints. 'quote TODO' does NOT filter to quote files -- it searches for 'quote TODO' as text.\\n + 'schema.rs TODO' -> searches for 'TODO' in files schema.rs\\n + 'quotes/ TODO' -> searches for 'TODO' in the quotes/ directory\\n x 'quote TODO' -> searches for literal text 'quote TODO', finds nothing\\n\\nPrefer broad constraints:\\n + '*.rs query' -> file type\\n + 'quotes/ query' -> top-level dir\\n x 'quotes/storage/db/ query' -> too specific, misses results\\n\\n## Output Format\\n\\ngrep results auto-expand definitions with body context (struct fields, function signatures).\\nThis often provides enough information WITHOUT a follow-up Read call.\\nLines marked with | are definition body context. [def] marks definition files.\\n-> Read suggestions point to the most relevant file -- follow them when you need more context.\\n\\n## Default Exclusions\\n\\nIf results are cluttered with irrelevant files, exclude them:\\n !tests/ - exclude tests directory\\n !*.spec.ts - exclude test files\\n !generated/ - exclude generated code\"},{\"name\":\"cloudflare-docs\"},{\"name\":\"cloudflare\"},{\"name\":\"cloudflare-observability\"},{\"name\":\"playwright\"},{\"name\":\"cloudflare-bindings\"},{\"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":"2026-07-09T14:11:32.102528Z","finish_reason":null,"metrics":null},{"message_id":"cfe567c5-3c98-4ce0-8d6d-4ce0accb0e8a","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":"2026-07-09T14:11:32.104238Z","finish_reason":null,"metrics":null},{"message_id":"48a6b598-deb6-4fa4-a47a-3945fde90d1c","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":"2026-07-09T14:11:32.103973Z","finish_reason":null,"metrics":null},{"message_id":"b3009bcd-6c82-48d1-8423-a2a6ee244228","node_id":21,"role":"system","content":"You are powered by SWE-1.7 Lightning.","created_at":"2026-07-09T14:11:32.103651Z","finish_reason":null,"metrics":null},{"message_id":"157b359f-383e-4e00-8bc1-e4ad07bfd5ec","node_id":22,"role":"system","content":"\nThe following information is automatically generated context about your current environment.\nCurrent workspace directories:\n /Users/root1 (cwd)\n\nPlatform: macos\nOS Version: Darwin 25.6.0\nToday's date: Thursday, 2026-07-09\n\n","created_at":"2026-07-09T14:11:31.448449Z","finish_reason":null,"metrics":null},{"message_id":"66e9ea9c-6a82-475f-8659-f7bc920f0f58","node_id":23,"role":"system","content":"\n\n\n\n\n\n# Agent Preferences\n\n- If I ever paste in a YouTube link, use yt-dlp to summarize the video.\n- get the autogenerrated captions to do this\n- 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 \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: `\n - `x-twitter-auth-type: OAuth2Session`\n - `x-twitter-active-user: yes`\n - `content-type: application/json`\n5. Paginate timelines by reading `content.cursorType === \"Bottom\"` entries and passing\n the value back as `variables.cursor` until it stops changing.\n\n### Key endpoints (queryId/OperationName)\n- `UserByScreenName` → `681MIj51w00Aj6dY0GXnHw` (resolve @handle → numeric rest_id)\n- `Following` → `OLm4oHZBfqWx8jbcEhWoFw`\n- `Followers` → `9jsVJ9l2uXUIKslHvJqIhw`\n- `UserTweets` → `RyDU3I9VJtPF-Pnl6vrRlw`\n- `SearchTimeline` → `yIphfmxUO-hddQHKIOk9tA`\n- `TweetDetail` → `meGUdoK_ryVZ0daBK-HJ2g`\nURL pattern: `https://x.com/i/api/graphql//?variables=&features=`\n\n### Response schema notes (current X web build)\n- User objects now put `screen_name` / `name` under `core`, NOT `legacy.screen_name`.\n twscrape's parser still reads `legacy.screen_name` and returns empty — needs updating.\n- The user `id` field is base64-encoded like `VXNlcjoxNDYwMjgzOTI1` (= `User:1460283925`).\n Decode with `atob(u.id).split(':')[1]` to get the numeric rest_id. `u.rest_id` may also\n be present directly.\n- `is_blue_verified` is the verified flag. `legacy.followers_count`, `legacy.description`\n still exist under `legacy`.\n- Filter timeline entries by `content.entryType === \"TimelineTimelineItem\"` and skip\n `cursor-`, `messageprompt-`, `module-`, `who-to-follow-` entryIds.\n\n### Features dict\nUse the full `GQL_FEATURES` block from twscrape's `api.py` — without it X returns\n`(336) The following features cannot be null`. Pass it URL-encoded as the `features` param.\n\n### Where things live\n- Output CSV: `~/Downloads/utilities/sdand_following.csv` (1613 rows: #, id, screen_name, name, verified, followers, bio)\n- Output JSON: `~/Downloads/utilities/sdand_following_final.json` (double-encoded JSON string; parse with `json.loads(json.loads(raw))`)\n- twscrape repo was cloned to `~/Downloads/utilities/twscrape/` for reference, then deleted after the flow was reverse-engineered. Re-clone from https://github.com/vladkens/twscrape.git if needed.\n\n## Fast Whisper transcription on Modal (A10G)\n\nFor transcribing long-form audio/video (interviews, podcasts, X/Twitter videos), use the\nutility at `~/Downloads/utilities/whisper_x/whisper_transcribe.py`. It does the full\npipeline: URL → yt-dlp download → ffmpeg audio extract → Modal volume upload →\nfaster-whisper on A10G → JSON + TXT output. Validated at **2.3 min wall clock for 65 min\nof audio** (no caching at any layer).\n\n### Usage\nShell alias (defined in `~/.zshrc`): `whisper`\n```bash\n# Transcribe an X/Twitter video (picks first playlist item)\nwhisper \"https://x.com/.../status/123\"\n\n# Pick a specific playlist item, use a smaller model\nwhisper \"https://x.com/...\" --playlist-item 2 --model-size medium\n\n# Transcribe a local audio file\nwhisper /path/to/audio.mp3 --name my-podcast\n\n# Custom output dir + keep downloaded source\nwhisper \"https://...\" --outdir ./transcripts --keep-source\n```\nTranscript text goes to stdout (pipe with `| pbcopy`); structured JSON + readable TXT\nsaved to `/.json` and `/.txt`.\n\n### Key optimizations (vs naive T4 run that took 11.7 min)\n- **A10G GPU** (~8x fp16 throughput vs T4; Modal ~$0.60/hr vs ~$0.16/hr — pennies for short jobs)\n- **`BatchedInferencePipeline`** with `batch_size=16` — batches encoder/decoder across chunks (2-4x)\n- **`beam_size=1`** (greedy) — ~2x faster, negligible WER increase for conversational speech\n- **`vad_filter=True`** — skips silence segments\n- **`compute_type=\"float16\"`** — halves memory bandwidth\n- **No caching**: `force_build=True` on apt/pip steps + unique `download_root` per run forces\n fresh image rebuild + fresh HF model download every time\n\n### Pinned versions (must match)\n- `faster-whisper==1.1.1` (provides `BatchedInferencePipeline`)\n- `ctranslate2==4.8.0`\n- Base image: `nvidia/cuda:12.6.3-cudnn-runtime-ubuntu22.04` (provides `libcublas.so.12`;\n `debian_slim` fails with `RuntimeError: Library libcublas.so.12 is not found`)\n\n### Audio prep (done automatically by the utility)\n```bash\nffmpeg -y -i input.mp4 -vn -ac 1 -ar 16000 -c:a aac -b:a 64k audio.m4a\n```\nMono 16kHz 64kbps AAC — a 65-min video (151 MB stream) becomes ~35 MB audio.\n\n### X/Twitter download notes\n- Tweet URLs can contain **playlists** (multiple videos). Use `--playlist-item N` to pick one.\n- Always use `-f bestaudio/best` to avoid downloading multi-GB high-bitrate video streams.\n- A 65-min interview's video variant can be 2.8+ GB; audio-only is ~63 MB (128 kbps).\n\n### Where things live\n- Utility: `~/Downloads/utilities/whisper_x/whisper_transcribe.py`\n- Strategy doc: `~/Downloads/utilities/whisper_x/STRATEGY.md` (full optimization breakdown)\n- Modal app (standalone): `~/Downloads/utilities/whisper_x/transcribe_fast.py`\n- Modal volume: `whisper-audio` (created automatically; holds uploaded audio files)\n- Modal profile: `aidenhuang-personal` (workspace with GPU access)\n\n\n","created_at":"2026-07-09T14:11:32.110984Z","finish_reason":null,"metrics":null},{"message_id":"166c8d22-7f44-4436-8d89-0ecd7fb71c88","node_id":24,"role":"user","content":"https://www.youtube.com/watch?v=kgkiggkHVtg","created_at":"2026-07-09T14:11:32.615047Z","finish_reason":null,"metrics":null},{"message_id":"982b1c18-5049-4684-95ee-cd2b44d7630a","node_id":25,"role":"system","content":"\nThe following skills can be invoked using the `skill` tool. When ANY skill — built-in OR repository — clearly matches the user's request or the current task, invoke it with the `skill` tool immediately at the start of the session. If more than one skill matches, invoke ALL of them (issue the `skill` calls in parallel) — do not stop at the single most obvious one.\n\n- **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/.claude/skills/turnstile-spin/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- **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/.codeium/windsurf/skills/cloudflare-one-migrations/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- **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- **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- **wrangler**: Cloudflare Workers CLI for deploying, developing, and managing Workers, KV, R2, D1, Vectorize, Hyperdrive, Workers AI, Containers, Queues, Workflows, Pipelines, and Secrets Store. Load before running wrangler commands to ensure correct syntax and best practices. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.codeium/windsurf/skills/wrangler/SKILL.md)\n- **find-skills**: Helps users discover and install agent skills when they ask questions like \"how do I do X\", \"find a skill for X\", \"is there a skill that can...\", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill. (source: /Users/root1/.agents/skills/find-skills/SKILL.md)\n- **cloudflare-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- **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- **agents-sdk**: Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, chat applications, voice agents, or browser automation. Covers Agent class, state management, callable RPC, Workflows, durable execution, queues, retries, observability, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.agents/skills/agents-sdk/SKILL.md)\n- **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-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- **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- **sandbox-sdk**: Build sandboxed applications for secure code execution. Load when building AI code execution, code interpreters, CI/CD systems, interactive dev environments, or executing untrusted code. Covers Sandbox SDK lifecycle, commands, files, code interpreter, and preview URLs. Biases towards retrieval from Cloudflare docs over pre-trained knowledge. (source: /Users/root1/.codeium/windsurf/skills/sandbox-sdk/SKILL.md)\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- **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- **cloudflare-email-service**: Send and receive transactional emails with Cloudflare Email Service (Email Sending + Email Routing). Use when building email sending (Workers binding or REST API), email routing, Agents SDK email handling, or integrating email into any app — Workers, Node.js, Python, Go, etc. Also use for email deliverability, SPF/DKIM/DMARC, wrangler email setup, MCP email tools, or when a coding agent needs to send emails. Even for simple requests like \"add email to my Worker\" — this skill has critical config details. (source: /Users/root1/.codeium/windsurf/skills/cloudflare-email-service/SKILL.md)\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- **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- **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- **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- **cloudflare-agent-setup**: (source: /Users/root1/.devin/skills/cloudflare-agent-setup/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/.claude/skills/durable-objects/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- **devin-cli**: Look up Devin CLI documentation (skills, extensibility, configuration, commands, models, troubleshooting) (source: /Users/root1/.local/share/devin/cli/_versions/3000.1.27/share/devin/docs)\n- **declarative-repo-setup**: Generate and verify a working environment.yaml (Devin snapshot-setup blueprint) for a repo (source: builtin:drs)\n","created_at":"2026-07-09T14:11:32.616277Z","finish_reason":null,"metrics":null},{"message_id":"1dff8071-71a3-440c-9ca2-712d0ad87ffc","node_id":27,"role":"assistant","content":"I'll summarize this YouTube video using yt-dlp to extract the auto-generated captions first.","tool_calls":[{"id":"functions.exec:0","name":"exec","arguments":{"command":"yt-dlp --list-subs \"https://www.youtube.com/watch?v=kgkiggkHVtg\"","timeout":60000}}],"thinking":"The user has shared a YouTube link. According to the rules in AGENTS.md:\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. I should not name the session yet.\n\nLet me first check if yt-dlp is available and then get the captions. I should probably use the transcript/captions rather than downloading the whole video.\n\nThe URL is: https://www.youtube.com/watch?v=kgkiggkHVtg\n\nLet me run yt-dlp to list available subtitles and then download the auto-generated captions.","created_at":"2026-07-09T14:11:33.816479Z","finish_reason":"tool_calls","metrics":{"ttft_ms":628,"total_time_ms":941,"input_tokens":5738,"output_tokens":239,"cache_read_tokens":11520,"cache_creation_tokens":null,"tpot_ms":1.3096234309623431,"tokens_per_sec":763.5782747603835}},{"message_id":"7d26342e-07c4-4757-a3f9-445c99cffe2a","node_id":28,"role":"tool","content":"Output from command in shell ffc241:\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=kgkiggkHVtg\n[youtube] kgkiggkHVtg: Downloading webpage\n[youtube] kgkiggkHVtg: Downloading tv client config\n[youtube] kgkiggkHVtg: Downloading player 66a6ea83-main\n[youtube] kgkiggkHVtg: Downloading tv player API JSON\n[youtube] kgkiggkHVtg: Downloading android sdkless player API JSON\n[youtube] [jsc:deno] Solving JS challenges using deno\nWARNING: [youtube] [jsc] Remote components challenge solver script (deno) and NPM package (deno) were skipped. These may be required to solve JS challenges. You can enable these downloads with --remote-components ejs:github (recommended) or --remote-components ejs:npm , respectively. For more information and alternatives, refer to https://github.com/yt-dlp/yt-dlp/wiki/EJS\nWARNING: [youtube] kgkiggkHVtg: n challenge solving failed: Some formats may be missing. Ensure you have a supported JavaScript runtime and challenge solver script distribution installed. Review any warnings presented before this message. For more details, refer to https://github.com/yt-dlp/yt-dlp/wiki/EJS\n[info] Available automatic captions for kgkiggkHVtg:\nLanguage Name Formats\nab Abkhazian vtt, srt, ttml, srv3, srv2, srv1, json3\naa Afar vtt, srt, ttml, srv3, srv2, srv1, json3\naf Afrikaans vtt, srt, ttml, srv3, srv2, srv1, json3\nak Akan vtt, srt, ttml, srv3, srv2, srv1, json3\nsq Albanian vtt, srt, ttml, srv3, srv2, srv1, json3\nam Amharic vtt, srt, ttml, srv3, srv2, srv1, json3\nar Arabic vtt, srt, ttml, srv3, srv2, srv1, json3\nhy Armenian vtt, srt, ttml, srv3, srv2, srv1, json3\nas Assamese vtt, srt, ttml, srv3, srv2, srv1, json3\nay Aymara vtt, srt, ttml, srv3, srv2, srv1, json3\naz Azerbaijani vtt, srt, ttml, srv3, srv2, srv1, json3\nbn Bangla vtt, srt, ttml, srv3, srv2, srv1, json3\nba Bashkir vtt, srt, ttml, srv3, srv2, srv1, json3\neu Basque vtt, srt, ttml, srv3, srv2, srv1, json3\nbe Belarusian vtt, srt, ttml, srv3, srv2, srv1, json3\nbho Bhojpuri vtt, srt, ttml, srv3, srv2, srv1, json3\nbs Bosnian vtt, srt, ttml, srv3, srv2, srv1, json3\nbr Breton vtt, srt, ttml, srv3, srv2, srv1, json3\nbg Bulgarian vtt, srt, ttml, srv3, srv2, srv1, json3\nmy Burmese vtt, srt, ttml, srv3, srv2, srv1, json3\nca Catalan vtt, srt, ttml, srv3, srv2, srv1, json3\nceb Cebuano vtt, srt, ttml, srv3, srv2, srv1, json3\nzh-Hans Chinese (Simplified) vtt, srt, ttml, srv3, srv2, srv1, json3\nzh-Hant Chinese (Traditional) vtt, srt, ttml, srv3, srv2, srv1, json3\nco Corsican vtt, srt, ttml, srv3, srv2, srv1, json3\nhr Croatian vtt, srt, ttml, srv3, srv2, srv1, json3\ncs Czech vtt, srt, ttml, srv3, srv2, srv1, json3\nda Danish vtt, srt, ttml, srv3, srv2, srv1, json3\ndv Divehi vtt, srt, ttml, srv3, srv2, srv1, json3\nnl Dutch vtt, srt, ttml, srv3, srv2, srv1, json3\ndz Dzongkha vtt, srt, ttml, srv3, srv2, srv1, json3\nen-orig English (Original) vtt, srt, ttml, srv3, srv2, srv1, json3\nen English vtt, srt, ttml, srv3, srv2, srv1, json3\neo Esperanto vtt, srt, ttml, srv3, srv2, srv1, json3\net Estonian vtt, srt, ttml, srv3, srv2, srv1, json3\nee Ewe vtt, srt, ttml, srv3, srv2, srv1, json3\nfo Faroese vtt, srt, ttml, srv3, srv2, srv1, json3\nfj Fijian vtt, srt, ttml, srv3, srv2, srv1, json3\nfil Filipino vtt, srt, ttml, srv3, srv2, srv1, json3\nfi Finnish vtt, srt, ttml, srv3, srv2, srv1, json3\nfr French vtt, srt, ttml, srv3, srv2, srv1, json3\ngaa Ga vtt, srt, ttml, srv3, srv2, srv1, json3\ngl Galician vtt, srt, ttml, srv3, srv2, srv1, json3\nlg Ganda vtt, srt, ttml, srv3, srv2, srv1, json3\nka Georgian vtt, srt, ttml, srv3, srv2, srv1, json3\nde German vtt, srt, ttml, srv3, srv2, srv1, json3\nel Greek vtt, srt, ttml, srv3, srv2, srv1, json3\ngn Guarani vtt, srt, ttml, srv3, srv2, srv1, json3\ngu Gujarati vtt, srt, ttml, srv3, srv2, srv1, json3\nht Haitian Creole vtt, srt, ttml, srv3, srv2, srv1, json3\nha Hausa vtt, srt, ttml, srv3, srv2, srv1, json3\nhaw Hawaiian vtt, srt, ttml, srv3, srv2, srv1, json3\niw Hebrew vtt, srt, ttml, srv3, srv2, srv1, json3\nhi Hindi vtt, srt, ttml, srv3, srv2, srv1, json3\nhmn Hmong vtt, srt, ttml, srv3, srv2, srv1, json3\nhu Hungarian vtt, srt, ttml, srv3, srv2, srv1, json3\nis Icelandic vtt, srt, ttml, srv3, srv2, srv1, json3\nig Igbo vtt, srt, ttml, srv3, srv2, srv1, json3\nid Indonesian vtt, srt, ttml, srv3, srv2, srv1, json3\niu Inuktitut vtt, srt, ttml, srv3, srv2, srv1, json3\nga Irish vtt, srt, ttml, srv3, srv2, srv1, json3\nit Italian vtt, srt, ttml, srv3, srv2, srv1, json3\nja Japanese vtt, srt, ttml, srv3, srv2, srv1, json3\njv Javanese vtt, srt, ttml, srv3, srv2, srv1, json3\nkl Kalaallisut vtt, srt, ttml, srv3, srv2, srv1, json3\nkn Kannada vtt, srt, ttml, srv3, srv2, srv1, json3\nkk Kazakh vtt, srt, ttml, srv3, srv2, srv1, json3\nkha Khasi vtt, srt, ttml, srv3, srv2, srv1, json3\nkm Khmer vtt, srt, ttml, srv3, srv2, srv1, json3\nrw Kinyarwanda vtt, srt, ttml, srv3, srv2, srv1, json3\nko Korean vtt, srt, ttml, srv3, srv2, srv1, json3\nkri Krio vtt, srt, ttml, srv3, srv2, srv1, json3\nku Kurdish vtt, srt, ttml, srv3, srv2, srv1, json3\nky Kyrgyz vtt, srt, ttml, srv3, srv2, srv1, json3\nlo Lao vtt, srt, ttml, srv3, srv2, srv1, json3\nla Latin vtt, srt, ttml, srv3, srv2, srv1, json3\nlv Latvian vtt, srt, ttml, srv3, srv2, srv1, json3\nln Lingala vtt, srt, ttml, srv3, srv2, srv1, json3\nlt Lithuanian vtt, srt, ttml, srv3, srv2, srv1, json3\nlua Luba-Lulua vtt, srt, ttml, srv3, srv2, srv1, json3\nluo Luo vtt, srt, ttml, srv3, srv2, srv1, json3\nlb Luxembourgish vtt, srt, ttml, srv3, srv2, srv1, json3\nmk Macedonian vtt, srt, ttml, srv3, srv2, srv1, json3\nmg Malagasy vtt, srt, ttml, srv3, srv2, srv1, json3\nms Malay vtt, srt, ttml, srv3, srv2, srv1, json3\nml Malayalam vtt, srt, ttml, srv3, srv2, srv1, json3\nmt Maltese vtt, srt, ttml, srv3, srv2, srv1, json3\ngv Manx vtt, srt, ttml, srv3, srv2, srv1, json3\nmi Māori vtt, srt, ttml, srv3, srv2, srv1, json3\nmr Marathi vtt, srt, ttml, srv3, srv2, srv1, json3\nmn Mongolian vtt, srt, ttml, srv3, srv2, srv1, json3\nmfe Morisyen vtt, srt, ttml, srv3, srv2, srv1, json3\nne Nepali vtt, srt, ttml, srv3, srv2, srv1, json3\nnew Newari vtt, srt, ttml, srv3, srv2, srv1, json3\nnso Northern Sotho vtt, srt, ttml, srv3, srv2, srv1, json3\nno Norwegian vtt, srt, ttml, srv3, srv2, srv1, json3\nny Nyanja vtt, srt, ttml, srv3, srv2, srv1, json3\noc Occitan vtt, srt, ttml, srv3, srv2, srv1, json3\nor Odia vtt, srt, ttml, srv3, srv2, srv1, json3\nom Oromo vtt, srt, ttml, srv3, srv2, srv1, json3\nos Ossetic vtt, srt, ttml, srv3, srv2, srv1, json3\npam Pampanga vtt, srt, ttml, srv3, srv2, srv1, json3\nps Pashto vtt, srt, ttml, srv3, srv2, srv1, json3\nfa Persian vtt, srt, ttml, srv3, srv2, srv1, json3\npl Polish vtt, srt, ttml, srv3, srv2, srv1, json3\npt Portuguese vtt, srt, ttml, srv3, srv2, srv1, json3\npt-PT Portuguese (Portugal) vtt, srt, ttml, srv3, srv2, srv1, json3\npa Punjabi vtt, srt, ttml, srv3, srv2, srv1, json3\nqu Quechua vtt, srt, ttml, srv3, srv2, srv1, json3\nro Romanian vtt, srt, ttml, srv3, srv2, srv1, json3\nrn Rundi vtt, srt, ttml, srv3, srv2, srv1, json3\nru Russian vtt, srt, ttml, srv3, srv2, srv1, json3\nsm Samoan vtt, srt, ttml, srv3, srv2, srv1, json3\nsg Sango vtt, srt, ttml, srv3, srv2, srv1, json3\nsa Sanskrit vtt, srt, ttml, srv3, srv2, srv1, json3\ngd Scottish Gaelic vtt, srt, ttml, srv3, srv2, srv1, json3\nsr Serbian vtt, srt, ttml, srv3, srv2, srv1, json3\ncrs Seselwa Creole French vtt, srt, ttml, srv3, srv2, srv1, json3\nsn Shona vtt, srt, ttml, srv3, srv2, srv1, json3\nsd Sindhi vtt, srt, ttml, srv3, srv2, srv1, json3\nsi Sinhala vtt, srt, ttml, srv3, srv2, srv1, json3\nsk Slovak vtt, srt, ttml, srv3, srv2, srv1, json3\nsl Slovenian vtt, srt, ttml, srv3, srv2, srv1, json3\nso Somali vtt, srt, ttml, srv3, srv2, srv1, json3\nst Southern Sotho vtt, srt, ttml, srv3, srv2, srv1, json3\nes Spanish vtt, srt, ttml, srv3, srv2, srv1, json3\nsu Sundanese vtt, srt, ttml, srv3, srv2, srv1, json3\nsw Swahili vtt, srt, ttml, srv3, srv2, srv1, json3\nss Swati vtt, srt, ttml, srv3, srv2, srv1, json3\nsv Swedish vtt, srt, ttml, srv3, srv2, srv1, json3\ntg Tajik vtt, srt, ttml, srv3, srv2, srv1, json3\nta Tamil vtt, srt, ttml, srv3, srv2, srv1, json3\ntt Tatar vtt, srt, ttml, srv3, srv2, srv1, json3\nte Telugu vtt, srt, ttml, srv3, srv2, srv1, json3\nth Thai vtt, srt, ttml, srv3, srv2, srv1, json3\nbo Tibetan vtt, srt, ttml, srv3, srv2, srv1, json3\nti Tigrinya vtt, srt, ttml, srv3, srv2, srv1, json3\nto Tongan vtt, srt, ttml, srv3, srv2, srv1, json3\nts Tsonga vtt, srt, ttml, srv3, srv2, srv1, json3\ntn Tswana vtt, srt, ttml, srv3, srv2, srv1, json3\ntum Tumbuka vtt, srt, ttml, srv3, srv2, srv1, json3\ntr Turkish vtt, srt, ttml, srv3, srv2, srv1, json3\ntk Turkmen vtt, srt, ttml, srv3, srv2, srv1, json3\nuk Ukrainian vtt, srt, ttml, srv3, srv2, srv1, json3\nur Urdu vtt, srt, ttml, srv3, srv2, srv1, json3\nug Uyghur vtt, srt, ttml, srv3, srv2, srv1, json3\nuz Uzbek vtt, srt, ttml, srv3, srv2, srv1, json3\nve Venda vtt, srt, ttml, srv3, srv2, srv1, json3\nvi Vietnamese vtt, srt, ttml, srv3, srv2, srv1, json3\nwar Waray vtt, srt, ttml, srv3, srv2, srv1, json3\ncy Welsh vtt, srt, ttml, srv3, srv2, srv1, json3\nfy Western Frisian vtt, srt, ttml, srv3, srv2, srv1, json3\nwo Wolof vtt, srt, ttml, srv3, srv2, srv1, json3\nxh Xhosa vtt, srt, ttml, srv3, srv2, srv1, json3\nyi Yiddish vtt, srt, ttml, srv3, srv2, srv1, json3\nyo Yoruba vtt, srt, ttml, srv3, srv2, srv1, json3\nzu Zulu vtt, srt, ttml, srv3, srv2, srv1, json3\nkgkiggkHVtg has no subtitles\n\n\nExit code: 0","created_at":"2026-07-09T14:11:36.352198Z","finish_reason":null,"metrics":null},{"message_id":"2cbf44c5-7465-4ff4-884e-924a0f3cc8ea","node_id":30,"role":"assistant","content":"","tool_calls":[{"id":"functions.exec:1","name":"exec","arguments":{"command":"yt-dlp --skip-download --write-auto-subs --sub-langs en-orig --sub-format srt --output \"/tmp/yt_%(id)s.%(ext)s\" \"https://www.youtube.com/watch?v=kgkiggkHVtg\"","timeout":60000}}],"thinking":"Good, there are auto-generated captions available. I see \"en-orig English (Original)\" and \"en English\". I should use the original English captions. Let me download them. I'll use --skip-download to just get the subtitles. I'll use srt format and save to a temporary location.\n\nLet me download the English (Original) auto-generated captions.","created_at":"2026-07-09T14:11:37.283652Z","finish_reason":"tool_calls","metrics":{"ttft_ms":646,"total_time_ms":930,"input_tokens":4878,"output_tokens":151,"cache_read_tokens":17152,"cache_creation_tokens":null,"tpot_ms":1.880794701986755,"tokens_per_sec":531.6901408450703}},{"message_id":"2b87c2eb-7147-4197-94c2-2325cbeabc01","node_id":31,"role":"tool","content":"Output from command in shell 1b8473:\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=kgkiggkHVtg\n[youtube] kgkiggkHVtg: Downloading webpage\n[youtube] kgkiggkHVtg: Downloading tv client config\n[youtube] kgkiggkHVtg: Downloading player 66a6ea83-main\n[youtube] kgkiggkHVtg: Downloading tv player API JSON\n[youtube] kgkiggkHVtg: Downloading android sdkless player API JSON\nWARNING: [youtube] kgkiggkHVtg: 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] kgkiggkHVtg: 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] kgkiggkHVtg: 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] kgkiggkHVtg: Downloading subtitles: en-orig\n[info] kgkiggkHVtg: Downloading 1 format(s): 399+251-7\n[info] Writing video subtitles to: /tmp/yt_kgkiggkHVtg.en-orig.srt\n[download] Destination: /tmp/yt_kgkiggkHVtg.en-orig.srt\n\r[download] 1.00KiB at Unknown B/s (00:00:00)\r[download] 3.00KiB at Unknown B/s (00:00:00)\r[download] 7.00KiB at Unknown B/s (00:00:00)\r[download] 15.00KiB at 4.96MiB/s (00:00:00)\r[download] 31.00KiB at 3.30MiB/s (00:00:00)\r[download] 31.55KiB at 3.30MiB/s (00:00:00)\r[download] 100% of 31.55KiB in 00:00:00 at 164.68KiB/s\n\n\nExit code: 0","created_at":"2026-07-09T14:11:39.543616Z","finish_reason":null,"metrics":null},{"message_id":"dc4ba377-a000-44ad-9f83-06df398ef9dc","node_id":33,"role":"assistant","content":"","tool_calls":[{"id":"functions.read:2","name":"read","arguments":{"file_path":"/tmp/yt_kgkiggkHVtg.en-orig.srt"}}],"thinking":"Good, the subtitle file was downloaded. Let me read it to understand the transcript. Then I'll summarize.","created_at":"2026-07-09T14:11:40.210393Z","finish_reason":"tool_calls","metrics":{"ttft_ms":556,"total_time_ms":665,"input_tokens":957,"output_tokens":52,"cache_read_tokens":22016,"cache_creation_tokens":null,"tpot_ms":2.0961538461538463,"tokens_per_sec":477.06422018348627}},{"message_id":"39e33bec-cd49-476b-b197-1acbc0dd8cd3","node_id":34,"role":"tool","content":"\n 1|1\n 2|00:00:00,000 --> 00:00:03,600\n 3|We've been seeing you all over the\n 4|\n 5|2\n 6|00:00:01,680 --> 00:00:04,600\n 7|internet recently.\n 8|\n 9|3\n 10|00:00:03,600 --> 00:00:05,640\n 11|Um it's particularly\n 12|\n 13|4\n 14|00:00:04,600 --> 00:00:05,720\n 15|>> We've been posting you all over the\n 16|\n 17|5\n 18|00:00:05,640 --> 00:00:06,550\n 19|internet.\n 20|\n 21|6\n 22|00:00:05,720 --> 00:00:07,880\n 23|>> Yeah, yeah, yeah.\n 24|\n 25|7\n 26|00:00:06,550 --> 00:00:09,200\n 27|>> [laughter]\n 28|\n 29|8\n 30|00:00:07,880 --> 00:00:11,040\n 31|>> What did you think of the hype reel?\n 32|\n 33|9\n 34|00:00:09,200 --> 00:00:13,100\n 35|Thank you. Uh I thought it was a great\n 36|\n 37|10\n 38|00:00:11,040 --> 00:00:13,240\n 39|video you guys made.\n 40|\n 41|11\n 42|00:00:13,100 --> 00:00:14,880\n 43|>> [laughter]\n 44|\n 45|12\n 46|00:00:13,240 --> 00:00:15,760\n 47|>> Awesome. It was our first one we've done\n 48|\n 49|13\n 50|00:00:14,880 --> 00:00:16,920\n 51|actually. There's going to be more to\n 52|\n 53|14\n 54|00:00:15,760 --> 00:00:19,360\n 55|come.\n 56|\n 57|15\n 58|00:00:16,920 --> 00:00:20,760\n 59|But maybe maybe for the viewers at home\n 60|\n 61|16\n 62|00:00:19,360 --> 00:00:23,200\n 63|for the listeners, do you want to just\n 64|\n 65|17\n 66|00:00:20,760 --> 00:00:25,400\n 67|give a brief introduction on yourself,\n 68|\n 69|18\n 70|00:00:23,200 --> 00:00:27,000\n 71|your your role at Palantir,\n 72|\n 73|19\n 74|00:00:25,400 --> 00:00:28,680\n 75|um and we can we can go from there. Got\n 76|\n 77|20\n 78|00:00:27,000 --> 00:00:30,640\n 79|a lot to dig into.\n 80|\n 81|21\n 82|00:00:28,680 --> 00:00:32,279\n 83|Super. Well, yes, so I am I run\n 84|\n 85|22\n 86|00:00:30,640 --> 00:00:34,360\n 87|Palantir's business in the UK and in\n 88|\n 89|23\n 90|00:00:32,279 --> 00:00:37,000\n 91|Europe. So, that actually covers all the\n 92|\n 93|24\n 94|00:00:34,360 --> 00:00:38,560\n 95|work we do in in those geographies both\n 96|\n 97|25\n 98|00:00:37,000 --> 00:00:40,920\n 99|on the public sector side, so for\n 100|\n 101|26\n 102|00:00:38,560 --> 00:00:43,160\n 103|governments, but also private sector, so\n 104|\n 105|27\n 106|00:00:40,920 --> 00:00:44,840\n 107|with big large corporations. That's\n 108|\n 109|28\n 110|00:00:43,160 --> 00:00:46,240\n 111|basically our customer base, large\n 112|\n 113|29\n 114|00:00:44,840 --> 00:00:47,600\n 115|complex organizations of different\n 116|\n 117|30\n 118|00:00:46,240 --> 00:00:48,720\n 119|kinds.\n 120|\n 121|31\n 122|00:00:47,600 --> 00:00:50,320\n 123|Awesome. Awesome. I think I think\n 124|\n 125|32\n 126|00:00:48,720 --> 00:00:52,800\n 127|there's the there's a backbone of this\n 128|\n 129|33\n 130|00:00:50,320 --> 00:00:54,280\n 131|conversation today that we would like to\n 132|\n 133|34\n 134|00:00:52,800 --> 00:00:55,880\n 135|focus on and it's something that's\n 136|\n 137|35\n 138|00:00:54,280 --> 00:00:58,200\n 139|making the headlines at the moment and\n 140|\n 141|36\n 142|00:00:55,880 --> 00:01:00,720\n 143|it's the relationship with with Palantir\n 144|\n 145|37\n 146|00:00:58,200 --> 00:01:02,360\n 147|and the NHS here in the UK. So, maybe I\n 148|\n 149|38\n 150|00:01:00,720 --> 00:01:03,840\n 151|I thought it would be best if could you\n 152|\n 153|39\n 154|00:01:02,360 --> 00:01:06,480\n 155|sort of give us like a chronological\n 156|\n 157|40\n 158|00:01:03,840 --> 00:01:07,960\n 159|description of how has this\n 160|\n 161|41\n 162|00:01:06,480 --> 00:01:09,320\n 163|uh how has it started? Like I know it\n 164|\n 165|42\n 166|00:01:07,960 --> 00:01:10,800\n 167|was sort of a connection made during the\n 168|\n 169|43\n 170|00:01:09,320 --> 00:01:12,880\n 171|COVID times. You guys were helping out\n 172|\n 173|44\n 174|00:01:10,800 --> 00:01:15,160\n 175|during a time of a global crisis and how\n 176|\n 177|45\n 178|00:01:12,880 --> 00:01:16,640\n 179|that's evolved, um you know, through the\n 180|\n 181|46\n 182|00:01:15,160 --> 00:01:18,480\n 183|the Federated Data Platform and then the\n 184|\n 185|47\n 186|00:01:16,640 --> 00:01:20,520\n 187|conversation today kind of ending in\n 188|\n 189|48\n 190|00:01:18,480 --> 00:01:21,640\n 191|like some of the public saying, \"Can we\n 192|\n 193|49\n 194|00:01:20,520 --> 00:01:23,760\n 195|put a break clause on this thing in\n 196|\n 197|50\n 198|00:01:21,640 --> 00:01:25,040\n 199|2027?\" Um so, yeah, maybe from you just\n 200|\n 201|51\n 202|00:01:23,760 --> 00:01:26,400\n 203|to hear the whole chronological order\n 204|\n 205|52\n 206|00:01:25,040 --> 00:01:27,880\n 207|would be amazing.\n 208|\n 209|53\n 210|00:01:26,400 --> 00:01:29,240\n 211|Yeah, I would I'd love to tell you the\n 212|\n 213|54\n 214|00:01:27,880 --> 00:01:30,840\n 215|long the long version of the story, but\n 216|\n 217|55\n 218|00:01:29,240 --> 00:01:33,600\n 219|I'll try and keep it as as short as\n 220|\n 221|56\n 222|00:01:30,840 --> 00:01:35,200\n 223|possible. Um so, Palantir, as you no\n 224|\n 225|57\n 226|00:01:33,600 --> 00:01:37,320\n 227|doubt know, is is actually been around\n 228|\n 229|58\n 230|00:01:35,200 --> 00:01:40,200\n 231|for about 20 years. For most of that 20\n 232|\n 233|59\n 234|00:01:37,320 --> 00:01:42,680\n 235|years, we worked almost exclusively in\n 236|\n 237|60\n 238|00:01:40,200 --> 00:01:44,400\n 239|the intelligence and military domains\n 240|\n 241|61\n 242|00:01:42,680 --> 00:01:45,880\n 243|for government. And our work in\n 244|\n 245|62\n 246|00:01:44,400 --> 00:01:48,200\n 247|healthcare is much more recent. And as\n 248|\n 249|63\n 250|00:01:45,880 --> 00:01:51,320\n 251|you said, it really begins with COVID.\n 252|\n 253|64\n 254|00:01:48,200 --> 00:01:54,320\n 255|So, uh in the UK, you go back to March\n 256|\n 257|65\n 258|00:01:51,320 --> 00:01:56,720\n 259|2020, uh the pandemic uh is really\n 260|\n 261|66\n 262|00:01:54,320 --> 00:01:58,240\n 263|beginning to hit. Uh the severity of it,\n 264|\n 265|67\n 266|00:01:56,720 --> 00:02:01,880\n 267|the enormity of what we were all facing\n 268|\n 269|68\n 270|00:01:58,240 --> 00:02:03,600\n 271|is becoming apparent. And the NHS was\n 272|\n 273|69\n 274|00:02:01,880 --> 00:02:05,120\n 275|really beginning to collapse under that\n 276|\n 277|70\n 278|00:02:03,600 --> 00:02:07,840\n 279|pressure. They were struggling to\n 280|\n 281|71\n 282|00:02:05,120 --> 00:02:10,479\n 283|identify the number of COVID patients,\n 284|\n 285|72\n 286|00:02:07,840 --> 00:02:12,960\n 287|how fast the pandemic was spreading, uh\n 288|\n 289|73\n 290|00:02:10,479 --> 00:02:14,640\n 291|how many hospital beds were available.\n 292|\n 293|74\n 294|00:02:12,960 --> 00:02:16,680\n 295|You may you may remember northern Italy\n 296|\n 297|75\n 298|00:02:14,640 --> 00:02:18,320\n 299|was the first European healthcare system\n 300|\n 301|76\n 302|00:02:16,680 --> 00:02:19,840\n 303|to collapse under the pressure. And\n 304|\n 305|77\n 306|00:02:18,320 --> 00:02:23,040\n 307|there was lots of concern about which\n 308|\n 309|78\n 310|00:02:19,840 --> 00:02:25,480\n 311|bit of Britain was going to go first.\n 312|\n 313|79\n 314|00:02:23,040 --> 00:02:27,440\n 315|And so, we were brought in um\n 316|\n 317|80\n 318|00:02:25,480 --> 00:02:29,320\n 319|based on the experience that we had and\n 320|\n 321|81\n 322|00:02:27,440 --> 00:02:31,640\n 323|I guess the credibility that we built on\n 324|\n 325|82\n 326|00:02:29,320 --> 00:02:33,320\n 327|the military side to then come and help\n 328|\n 329|83\n 330|00:02:31,640 --> 00:02:35,080\n 331|tackle the pandemic. So, the first thing\n 332|\n 333|84\n 334|00:02:33,320 --> 00:02:37,200\n 335|we did was was actually help the\n 336|\n 337|85\n 338|00:02:35,080 --> 00:02:38,320\n 339|government get that picture of what was\n 340|\n 341|86\n 342|00:02:37,200 --> 00:02:40,800\n 343|going on.\n 344|\n 345|87\n 346|00:02:38,320 --> 00:02:42,120\n 347|We then got pulled into a whole series\n 348|\n 349|88\n 350|00:02:40,800 --> 00:02:43,760\n 351|of other things that more or less track\n 352|\n 353|89\n 354|00:02:42,120 --> 00:02:45,760\n 355|the headlines that you'll remember. So,\n 356|\n 357|90\n 358|00:02:43,760 --> 00:02:47,280\n 359|the next crisis was ventilators. Did we\n 360|\n 361|91\n 362|00:02:45,760 --> 00:02:48,680\n 363|have enough of them? Which hospitals had\n 364|\n 365|92\n 366|00:02:47,280 --> 00:02:50,880\n 367|them? If we made more, where would you\n 368|\n 369|93\n 370|00:02:48,680 --> 00:02:52,160\n 371|send them? Then it was PPE, personal\n 372|\n 373|94\n 374|00:02:50,880 --> 00:02:54,400\n 375|protective equipment. Do we have enough\n 376|\n 377|95\n 378|00:02:52,160 --> 00:02:55,920\n 379|masks, gloves? We were going to run out.\n 380|\n 381|96\n 382|00:02:54,400 --> 00:02:57,560\n 383|And then into the autumn of 2020, it\n 384|\n 385|97\n 386|00:02:55,920 --> 00:02:59,280\n 387|became about vaccines.\n 388|\n 389|98\n 390|00:02:57,560 --> 00:03:00,960\n 391|Uh as the the the vaccine became\n 392|\n 393|99\n 394|00:02:59,280 --> 00:03:02,000\n 395|available, how do you roll it out? How\n 396|\n 397|100\n 398|00:03:00,960 --> 00:03:03,720\n 399|do you get it into people's arms as\n 400|\n 401|101\n 402|00:03:02,000 --> 00:03:05,920\n 403|quickly as possible? And we became the\n 404|\n 405|102\n 406|00:03:03,720 --> 00:03:07,320\n 407|operating system for all of that. That\n 408|\n 409|103\n 410|00:03:05,920 --> 00:03:09,440\n 411|built a lot of confidence, I think, in\n 412|\n 413|104\n 414|00:03:07,320 --> 00:03:11,680\n 415|the NHS about the software. It was\n 416|\n 417|105\n 418|00:03:09,440 --> 00:03:13,400\n 419|software that just worked. Uh it did\n 420|\n 421|106\n 422|00:03:11,680 --> 00:03:15,280\n 423|what we said it was going to do and it\n 424|\n 425|107\n 426|00:03:13,400 --> 00:03:17,280\n 427|always delivered. It always stepped up.\n 428|\n 429|108\n 430|00:03:15,280 --> 00:03:19,240\n 431|And so, off the back of that, they they\n 432|\n 433|109\n 434|00:03:17,280 --> 00:03:20,800\n 435|commissioned us for 2 years to to\n 436|\n 437|110\n 438|00:03:19,240 --> 00:03:23,120\n 439|continue effectively that work that\n 440|\n 441|111\n 442|00:03:20,800 --> 00:03:25,080\n 443|we've been doing during COVID.\n 444|\n 445|112\n 446|00:03:23,120 --> 00:03:26,480\n 447|What we also started doing in parallel,\n 448|\n 449|113\n 450|00:03:25,080 --> 00:03:28,280\n 451|which is what led to the Federated Data\n 452|\n 453|114\n 454|00:03:26,480 --> 00:03:30,080\n 455|Platform, was to begin working with some\n 456|\n 457|115\n 458|00:03:28,280 --> 00:03:32,640\n 459|of the individual trusts. And the\n 460|\n 461|116\n 462|00:03:30,080 --> 00:03:34,360\n 463|challenge that they had was uh what they\n 464|\n 465|117\n 466|00:03:32,640 --> 00:03:37,200\n 467|call the elective backlog. So, that's to\n 468|\n 469|118\n 470|00:03:34,360 --> 00:03:38,880\n 471|say lots and lots of operations which\n 472|\n 473|119\n 474|00:03:37,200 --> 00:03:40,680\n 475|were canceled during COVID. Anything\n 476|\n 477|120\n 478|00:03:38,880 --> 00:03:42,600\n 479|that wasn't an emergency, you know, like\n 480|\n 481|121\n 482|00:03:40,680 --> 00:03:44,440\n 483|a hip hip replacement or, you know,\n 484|\n 485|122\n 486|00:03:42,600 --> 00:03:46,880\n 487|getting your knee done, just you just\n 488|\n 489|123\n 490|00:03:44,440 --> 00:03:49,040\n 491|got told, \"Sorry, COVID canceled. We'll\n 492|\n 493|124\n 494|00:03:46,880 --> 00:03:50,440\n 495|get round to you.\" And so, what that\n 496|\n 497|125\n 498|00:03:49,040 --> 00:03:53,240\n 499|meant was millions and millions of\n 500|\n 501|126\n 502|00:03:50,440 --> 00:03:54,560\n 503|people effectively got backed up in this\n 504|\n 505|127\n 506|00:03:53,240 --> 00:03:55,520\n 507|stock of operations that need to get\n 508|\n 509|128\n 510|00:03:54,560 --> 00:03:57,680\n 511|done.\n 512|\n 513|129\n 514|00:03:55,520 --> 00:03:59,680\n 515|And so, we got deployed into a bunch of\n 516|\n 517|130\n 518|00:03:57,680 --> 00:04:01,920\n 519|hospitals to try and help see if we\n 520|\n 521|131\n 522|00:03:59,680 --> 00:04:03,960\n 523|could help crunch through that backlog\n 524|\n 525|132\n 526|00:04:01,920 --> 00:04:06,640\n 527|and get through it quicker. And we\n 528|\n 529|133\n 530|00:04:03,960 --> 00:04:09,240\n 531|proved some pretty outstanding results\n 532|\n 533|134\n 534|00:04:06,640 --> 00:04:10,920\n 535|uh very quickly. So, essentially the the\n 536|\n 537|135\n 538|00:04:09,240 --> 00:04:12,280\n 539|the how do you make better use of the\n 540|\n 541|136\n 542|00:04:10,920 --> 00:04:13,520\n 543|operating theaters that you have and\n 544|\n 545|137\n 546|00:04:12,280 --> 00:04:14,560\n 547|make sure that they're full every minute\n 548|\n 549|138\n 550|00:04:13,520 --> 00:04:17,560\n 551|of the day.\n 552|\n 553|139\n 554|00:04:14,560 --> 00:04:19,920\n 555|And that then turned into what became\n 556|\n 557|140\n 558|00:04:17,560 --> 00:04:22,560\n 559|the Federated Data Platform. So, uh the\n 560|\n 561|141\n 562|00:04:19,920 --> 00:04:24,280\n 563|NHS then ran a a long procurement.\n 564|\n 565|142\n 566|00:04:22,560 --> 00:04:25,880\n 567|Took a year. Uh there were 30\n 568|\n 569|143\n 570|00:04:24,280 --> 00:04:27,120\n 571|independent assessors. It was a you\n 572|\n 573|144\n 574|00:04:25,880 --> 00:04:29,480\n 575|know, it was about as kind of\n 576|\n 577|145\n 578|00:04:27,120 --> 00:04:31,480\n 579|gold-plated, belt and braces process as\n 580|\n 581|146\n 582|00:04:29,480 --> 00:04:34,000\n 583|government can run. Um at the end of\n 584|\n 585|147\n 586|00:04:31,480 --> 00:04:36,080\n 587|which we won. And that is where we are\n 588|\n 589|148\n 590|00:04:34,000 --> 00:04:38,200\n 591|now, 2 years into that, which is rolling\n 592|\n 593|149\n 594|00:04:36,080 --> 00:04:40,640\n 595|out the software to every hospital in\n 596|\n 597|150\n 598|00:04:38,200 --> 00:04:43,440\n 599|the country uh to help them tackle that\n 600|\n 601|151\n 602|00:04:40,640 --> 00:04:45,680\n 603|elective backlog, but also a whole raft\n 604|\n 605|152\n 606|00:04:43,440 --> 00:04:47,960\n 607|of other things.\n 608|\n 609|153\n 610|00:04:45,680 --> 00:04:50,080\n 611|Why is that controversial? Um\n 612|\n 613|154\n 614|00:04:47,960 --> 00:04:51,640\n 615|well, you tell me. Uh we're as we see\n 616|\n 617|155\n 618|00:04:50,080 --> 00:04:53,000\n 619|it, [laughter] we're helping we are\n 620|\n 621|156\n 622|00:04:51,640 --> 00:04:56,040\n 623|helping people get their operations\n 624|\n 625|157\n 626|00:04:53,000 --> 00:04:58,480\n 627|faster. Um and uh Zack Polanski, the\n 628|\n 629|158\n 630|00:04:56,040 --> 00:05:00,520\n 631|leader of the Green Party, um\n 632|\n 633|159\n 634|00:04:58,480 --> 00:05:03,600\n 635|has seems to have taken exception to\n 636|\n 637|160\n 638|00:05:00,520 --> 00:05:06,040\n 639|that. Uh I mean, I'd argue he's putting\n 640|\n 641|161\n 642|00:05:03,600 --> 00:05:09,160\n 643|yeah, frankly, he's putting his ideology\n 644|\n 645|162\n 646|00:05:06,040 --> 00:05:10,880\n 647|over patient lives, patient safety. Um\n 648|\n 649|163\n 650|00:05:09,160 --> 00:05:12,640\n 651|and it's a it's a it's a pretty hard\n 652|\n 653|164\n 654|00:05:10,880 --> 00:05:14,160\n 655|sell, I would think, as a politician to\n 656|\n 657|165\n 658|00:05:12,640 --> 00:05:15,960\n 659|tell your constituents that yeah,\n 660|\n 661|166\n 662|00:05:14,160 --> 00:05:17,920\n 663|they're going to have to wait\n 664|\n 665|167\n 666|00:05:15,960 --> 00:05:19,640\n 667|another, I don't know, 6 months to get\n 668|\n 669|168\n 670|00:05:17,920 --> 00:05:21,520\n 671|their operation because\n 672|\n 673|169\n 674|00:05:19,640 --> 00:05:23,480\n 675|you've got an ideological problem with\n 676|\n 677|170\n 678|00:05:21,520 --> 00:05:24,960\n 679|the way in which the software that's\n 680|\n 681|171\n 682|00:05:23,480 --> 00:05:26,720\n 683|being used to schedule their operation\n 684|\n 685|172\n 686|00:05:24,960 --> 00:05:28,320\n 687|might be being used in other parts of\n 688|\n 689|173\n 690|00:05:26,720 --> 00:05:31,120\n 691|the world. That's basically what it\n 692|\n 693|174\n 694|00:05:28,320 --> 00:05:33,720\n 695|boils down to. That's That's right. I I\n 696|\n 697|175\n 698|00:05:31,120 --> 00:05:35,200\n 699|I I just wanted to ask about the um\n 700|\n 701|176\n 702|00:05:33,720 --> 00:05:36,600\n 703|I I I wanted to touch on the the\n 704|\n 705|177\n 706|00:05:35,200 --> 00:05:38,880\n 707|positive side first, where where it's\n 708|\n 709|178\n 710|00:05:36,600 --> 00:05:40,920\n 711|like um the the ambition of the\n 712|\n 713|179\n 714|00:05:38,880 --> 00:05:43,560\n 715|government to try and uh you know, be\n 716|\n 717|180\n 718|00:05:40,920 --> 00:05:45,200\n 719|transformative. And and you said that uh\n 720|\n 721|181\n 722|00:05:43,560 --> 00:05:47,800\n 723|the PM kind of gets it, right, on a\n 724|\n 725|182\n 726|00:05:45,200 --> 00:05:49,080\n 727|broad scope. Can you talk to us about uh\n 728|\n 729|183\n 730|00:05:47,800 --> 00:05:50,640\n 731|you know, the ambition of the government\n 732|\n 733|184\n 734|00:05:49,080 --> 00:05:52,440\n 735|and and working with them on on that\n 736|\n 737|185\n 738|00:05:50,640 --> 00:05:54,040\n 739|positive side first cuz I'm I'm super\n 740|\n 741|186\n 742|00:05:52,440 --> 00:05:55,760\n 743|interested about that.\n 744|\n 745|187\n 746|00:05:54,040 --> 00:05:57,080\n 747|Yeah, so the government came out with um\n 748|\n 749|188\n 750|00:05:55,760 --> 00:05:58,880\n 751|well, it was I think it was beginning of\n 752|\n 753|189\n 754|00:05:57,080 --> 00:06:01,760\n 755|last year, wasn't it now? Almost a year\n 756|\n 757|190\n 758|00:05:58,880 --> 00:06:04,400\n 759|ago or a year ago. The AI action plan.\n 760|\n 761|191\n 762|00:06:01,760 --> 00:06:06,720\n 763|Yeah. Um which I think was a was a\n 764|\n 765|192\n 766|00:06:04,400 --> 00:06:09,800\n 767|tremendous bit of policy. Like it\n 768|\n 769|193\n 770|00:06:06,720 --> 00:06:11,000\n 771|essentially set out um exactly what I\n 772|\n 773|194\n 774|00:06:09,800 --> 00:06:13,240\n 775|think this country should be doing. I\n 776|\n 777|195\n 778|00:06:11,000 --> 00:06:16,000\n 779|think we're uniquely uniquely positioned\n 780|\n 781|196\n 782|00:06:13,240 --> 00:06:17,600\n 783|to benefit unfairly in lots of ways from\n 784|\n 785|197\n 786|00:06:16,000 --> 00:06:19,880\n 787|the AI revolution. I mean, if you were\n 788|\n 789|198\n 790|00:06:17,600 --> 00:06:20,960\n 791|to design a a technology revolution that\n 792|\n 793|199\n 794|00:06:19,880 --> 00:06:22,360\n 795|was going to benefit Britain\n 796|\n 797|200\n 798|00:06:20,960 --> 00:06:24,600\n 799|disproportionately, I think you'd come\n 800|\n 801|201\n 802|00:06:22,360 --> 00:06:25,720\n 803|up with something like AI. Um but there\n 804|\n 805|202\n 806|00:06:24,600 --> 00:06:27,680\n 807|is a whole bunch of things that the\n 808|\n 809|203\n 810|00:06:25,720 --> 00:06:30,160\n 811|government needs to do to enable that\n 812|\n 813|204\n 814|00:06:27,680 --> 00:06:31,520\n 815|and to accelerate that. And I thought\n 816|\n 817|205\n 818|00:06:30,160 --> 00:06:33,320\n 819|that action plan was was a great\n 820|\n 821|206\n 822|00:06:31,520 --> 00:06:34,960\n 823|example. I mean, of course, transforming\n 824|\n 825|207\n 826|00:06:33,320 --> 00:06:38,280\n 827|public services just one aspect, right?\n 828|\n 829|208\n 830|00:06:34,960 --> 00:06:40,760\n 831|Like you you you you want AI to be um\n 832|\n 833|209\n 834|00:06:38,280 --> 00:06:42,400\n 835|woven into every aspect of our economy.\n 836|\n 837|210\n 838|00:06:40,760 --> 00:06:44,280\n 839|So, actually, the biggest challenge is\n 840|\n 841|211\n 842|00:06:42,400 --> 00:06:46,200\n 843|you've got to get businesses using it\n 844|\n 845|212\n 846|00:06:44,280 --> 00:06:48,440\n 847|and transforming the way they operate,\n 848|\n 849|213\n 850|00:06:46,200 --> 00:06:50,040\n 851|becoming more productive, creating new\n 852|\n 853|214\n 854|00:06:48,440 --> 00:06:52,480\n 855|kinds of economic value as quickly as\n 856|\n 857|215\n 858|00:06:50,040 --> 00:06:54,640\n 859|possible. Yeah. Yeah. And we've found\n 860|\n 861|216\n 862|00:06:52,480 --> 00:06:57,080\n 863|from conversations on X that some people\n 864|\n 865|217\n 866|00:06:54,640 --> 00:06:58,880\n 867|may uh disagree with this thesis. And\n 868|\n 869|218\n 870|00:06:57,080 --> 00:07:02,480\n 871|the one in particular I want to bring up\n 872|\n 873|219\n 874|00:06:58,880 --> 00:07:02,480\n 875|is uh\n 876|\n 877|220\n 878|00:07:51,560 --> 00:07:55,680\n 879|um I mean, you know, the the staggering\n 880|\n 881|221\n 882|00:07:53,640 --> 00:07:58,320\n 883|thing, as you said, is like he just the\n 884|\n 885|222\n 886|00:07:55,680 --> 00:08:00,280\n 887|basic facts were wrong. Uh and I think\n 888|\n 889|223\n 890|00:07:58,320 --> 00:08:02,560\n 891|it tells you something that he hadn't\n 892|\n 893|224\n 894|00:08:00,280 --> 00:08:04,480\n 895|bothered to do even the most basic\n 896|\n 897|225\n 898|00:08:02,560 --> 00:08:06,240\n 899|research about the company.\n 900|\n 901|226\n 902|00:08:04,480 --> 00:08:08,160\n 903|Uh I don't think he understands what it\n 904|\n 905|227\n 906|00:08:06,240 --> 00:08:09,840\n 907|is we do. I don't think he understands\n 908|\n 909|228\n 910|00:08:08,160 --> 00:08:11,280\n 911|the value that we're bringing. You know,\n 912|\n 913|229\n 914|00:08:09,840 --> 00:08:13,680\n 915|if he can't even, as you say, name our\n 916|\n 917|230\n 918|00:08:11,280 --> 00:08:15,560\n 919|CEO, that's quite telling.\n 920|\n 921|231\n 922|00:08:13,680 --> 00:08:17,960\n 923|Uh and yeah, if you say if you're\n 924|\n 925|232\n 926|00:08:15,560 --> 00:08:19,680\n 927|getting facts like that wrong, then\n 928|\n 929|233\n 930|00:08:17,960 --> 00:08:22,240\n 931|it's very hard to take it seriously.\n 932|\n 933|234\n 934|00:08:19,680 --> 00:08:24,240\n 935|Mhm. Yeah. And maybe like there in the\n 936|\n 937|235\n 938|00:08:22,240 --> 00:08:24,880\n 939|response, there are some details around\n 940|\n 941|236\n 942|00:08:24,240 --> 00:08:27,600\n 943|uh\n 944|\n 945|237\n 946|00:08:24,880 --> 00:08:29,160\n 947|uh the the the great things that the\n 948|\n 949|238\n 950|00:08:27,600 --> 00:08:31,000\n 951|partnership has already achieved, right?\n 952|\n 953|239\n 954|00:08:29,160 --> 00:08:32,240\n 955|We've mentioned the stages as which this\n 956|\n 957|240\n 958|00:08:31,000 --> 00:08:34,039\n 959|has happened at, you know, initially\n 960|\n 961|241\n 962|00:08:32,240 --> 00:08:35,840\n 963|like a global pandemic. You guys were\n 964|\n 965|242\n 966|00:08:34,039 --> 00:08:37,800\n 967|there to help with this. And now what\n 968|\n 969|243\n 970|00:08:35,840 --> 00:08:39,599\n 971|we're seeing sort of um connecting these\n 972|\n 973|244\n 974|00:08:37,800 --> 00:08:41,240\n 975|siloed trusts around and helping people\n 976|\n 977|245\n 978|00:08:39,599 --> 00:08:42,960\n 979|understand the data a bit more.\n 980|\n 981|246\n 982|00:08:41,240 --> 00:08:44,039\n 983|Do you guys like have any you know, what\n 984|\n 985|247\n 986|00:08:42,960 --> 00:08:45,360\n 987|what are some of the great things that\n 988|\n 989|248\n 990|00:08:44,039 --> 00:08:46,880\n 991|have come out of this partnership that\n 992|\n 993|249\n 994|00:08:45,360 --> 00:08:48,760\n 995|maybe aren't being covered in Zack\n 996|\n 997|250\n 998|00:08:46,880 --> 00:08:50,040\n 999|Polanski's video uh about the NHS and\n1000|\n1001|251\n1002|00:08:48,760 --> 00:08:51,360\n1003|Palantir?\n1004|\n1005|252\n1006|00:08:50,040 --> 00:08:53,560\n1007|Well, yeah, just take the headline\n1008|\n1009|253\n1010|00:08:51,360 --> 00:08:55,640\n1011|numbers, right? 110,000 people who've\n1012|\n1013|254\n1014|00:08:53,560 --> 00:08:57,360\n1015|had an operation in the UK thanks to\n1016|\n1017|255\n1018|00:08:55,640 --> 00:08:58,720\n1019|this software, which they would not have\n1020|\n1021|256\n1022|00:08:57,360 --> 00:09:01,320\n1023|otherwise had.\n1024|\n1025|257\n1026|00:08:58,720 --> 00:09:03,320\n1027|So, that that's a lot of people. Uh and\n1028|\n1029|258\n1030|00:09:01,320 --> 00:09:05,760\n1031|you know, that that effectively is three\n1032|\n1033|259\n1034|00:09:03,320 --> 00:09:07,320\n1035|hospital trusts worth of activity,\n1036|\n1037|260\n1038|00:09:05,760 --> 00:09:09,560\n1039|annual activity. So, it's like that\n1040|\n1041|261\n1042|00:09:07,320 --> 00:09:11,800\n1043|that's how much capacity the software is\n1044|\n1045|262\n1046|00:09:09,560 --> 00:09:13,880\n1047|adding to the system as a whole. And you\n1048|\n1049|263\n1050|00:09:11,800 --> 00:09:15,440\n1051|know, we're only 2 years in, right? So,\n1052|\n1053|264\n1054|00:09:13,880 --> 00:09:17,400\n1055|actually, a lot of those first 2 years\n1056|\n1057|265\n1058|00:09:15,440 --> 00:09:19,520\n1059|have been spent laying the foundations,\n1060|\n1061|266\n1062|00:09:17,400 --> 00:09:21,240\n1063|setting the software up, integrating the\n1064|\n1065|267\n1066|00:09:19,520 --> 00:09:22,560\n1067|data in these hospitals. You could think\n1068|\n1069|268\n1070|00:09:21,240 --> 00:09:23,760\n1071|of that a bit like, you know, building a\n1072|\n1073|269\n1074|00:09:22,560 --> 00:09:24,960\n1075|house, right? You're you're pouring the\n1076|\n1077|270\n1078|00:09:23,760 --> 00:09:26,640\n1079|concrete, you're laying the foundations.\n1080|\n1081|271\n1082|00:09:24,960 --> 00:09:28,920\n1083|A lot of that's not visible. It's only\n1084|\n1085|272\n1086|00:09:26,640 --> 00:09:30,600\n1087|really now that you're above ground and\n1088|\n1089|273\n1090|00:09:28,920 --> 00:09:33,040\n1091|you're going to see those benefits start\n1092|\n1093|274\n1094|00:09:30,600 --> 00:09:34,360\n1095|to accumulate at scale. So, fast forward\n1096|\n1097|275\n1098|00:09:33,040 --> 00:09:36,280\n1099|a couple of years, there will be\n1100|\n1101|276\n1102|00:09:34,360 --> 00:09:38,640\n1103|millions of people in this country\n1104|\n1105|277\n1106|00:09:36,280 --> 00:09:40,360\n1107|who've benefited from the software.\n1108|\n1109|278\n1110|00:09:38,640 --> 00:09:41,520\n1111|They'll have had operations that\n1112|\n1113|279\n1114|00:09:40,360 --> 00:09:43,600\n1115|otherwise they might have had to wait\n1116|\n1117|280\n1118|00:09:41,520 --> 00:09:44,266\n1119|much longer for or not had at all.\n1120|\n1121|281\n1122|00:09:43,600 --> 00:09:44,320\n1123|Mhm.\n1124|\n1125|282\n1126|00:09:44,266 --> 00:09:46,960\n1127|>> [clears throat]\n1128|\n1129|283\n1130|00:09:44,320 --> 00:09:48,760\n1131|>> Um and you you mentioned uh you know,\n1132|\n1133|284\n","created_at":"2026-07-09T14:11:40.233208Z","finish_reason":null,"metrics":null},{"message_id":"3f232d91-861b-4c3b-a471-d4da22190b70","node_id":36,"role":"assistant","content":"","tool_calls":[{"id":"functions.read:3","name":"read","arguments":{"file_path":"/tmp/yt_kgkiggkHVtg.en-orig.srt","offset":1134,"limit":800}}],"thinking":"The transcript is quite long (1828 lines). I need to read the full transcript to understand the video before summarizing. Let me read the rest of it.","created_at":"2026-07-09T14:11:41.190045Z","finish_reason":"tool_calls","metrics":{"ttft_ms":772,"total_time_ms":956,"input_tokens":11547,"output_tokens":77,"cache_read_tokens":22912,"cache_creation_tokens":null,"tpot_ms":2.3896103896103895,"tokens_per_sec":418.47826086956525}},{"message_id":"f74a4e72-25a9-4ec8-87ff-18112c925b9c","node_id":37,"role":"tool","content":"\n1134|00:09:46,960 --> 00:09:51,360\n1135|the reason for the aggressive kind of\n1136|\n1137|285\n1138|00:09:48,760 --> 00:09:53,120\n1139|push of Palantir into the UK and how\n1140|\n1141|286\n1142|00:09:51,360 --> 00:09:55,280\n1143|bullish obviously, you know, you are\n1144|\n1145|287\n1146|00:09:53,120 --> 00:09:57,760\n1147|about the UK and and we are, too. Can\n1148|\n1149|288\n1150|00:09:55,280 --> 00:09:59,920\n1151|you talk to us about why uh you know,\n1152|\n1153|289\n1154|00:09:57,760 --> 00:10:01,920\n1155|why is the UK such a such an incredible\n1156|\n1157|290\n1158|00:09:59,920 --> 00:10:04,320\n1159|company to go and build, you know, one\n1160|\n1161|291\n1162|00:10:01,920 --> 00:10:07,760\n1163|of these frontier companies and how a\n1164|\n1165|292\n1166|00:10:04,320 --> 00:10:09,720\n1167|place for something like Palantir,\n1168|\n1169|293\n1170|00:10:07,760 --> 00:10:12,240\n1171|you know, operating in and and and woven\n1172|\n1173|294\n1174|00:10:09,720 --> 00:10:14,680\n1175|into into the the kind of foundations of\n1176|\n1177|295\n1178|00:10:12,240 --> 00:10:16,440\n1179|the country. Why is it so important?\n1180|\n1181|296\n1182|00:10:14,680 --> 00:10:18,480\n1183|Well, it it it actually it's about the\n1184|\n1185|297\n1186|00:10:16,440 --> 00:10:21,520\n1187|the fundamental reason is talent. So,\n1188|\n1189|298\n1190|00:10:18,480 --> 00:10:24,040\n1191|Palantir has almost one in five of its\n1192|\n1193|299\n1194|00:10:21,520 --> 00:10:26,360\n1195|employees here in Britain, right? That's\n1196|\n1197|300\n1198|00:10:24,040 --> 00:10:28,920\n1199|that's probably four or five times\n1200|\n1201|301\n1202|00:10:26,360 --> 00:10:30,760\n1203|more in proportional terms than than any\n1204|\n1205|302\n1206|00:10:28,920 --> 00:10:30,840\n1207|other comparable US tech company. Yeah,\n1208|\n1209|303\n1210|00:10:30,760 --> 00:10:33,400\n1211|yeah.\n1212|\n1213|304\n1214|00:10:30,840 --> 00:10:35,080\n1215|>> And we do that because of the quality\n1216|\n1217|305\n1218|00:10:33,400 --> 00:10:36,880\n1219|and quantity of the engineering talent\n1220|\n1221|306\n1222|00:10:35,080 --> 00:10:38,920\n1223|that comes out of British universities,\n1224|\n1225|307\n1226|00:10:36,880 --> 00:10:40,280\n1227|grows up here, but also wants to come\n1228|\n1229|308\n1230|00:10:38,920 --> 00:10:42,440\n1231|and live and work in London, right? It's\n1232|\n1233|309\n1234|00:10:40,280 --> 00:10:43,880\n1235|a it's a magnet for that kind of talent.\n1236|\n1237|310\n1238|00:10:42,440 --> 00:10:45,360\n1239|And so, we build an enormous amount of\n1240|\n1241|311\n1242|00:10:43,880 --> 00:10:46,880\n1243|product in the UK. I mean, I think\n1244|\n1245|312\n1246|00:10:45,360 --> 00:10:48,920\n1247|that's a very little-known fact about\n1248|\n1249|313\n1250|00:10:46,880 --> 00:10:51,680\n1251|Palantir is you you you you could in\n1252|\n1253|314\n1254|00:10:48,920 --> 00:10:53,840\n1255|lots of ways stick a made in Britain\n1256|\n1257|315\n1258|00:10:51,680 --> 00:10:56,840\n1259|sticker on on the product, right? Like,\n1260|\n1261|316\n1262|00:10:53,840 --> 00:10:59,000\n1263|it's it's it's made in London. Um, and\n1264|\n1265|317\n1266|00:10:56,840 --> 00:11:01,200\n1267|you know, kind of like DeepMind, you\n1268|\n1269|318\n1270|00:10:59,000 --> 00:11:03,880\n1271|know, Google DeepMind is is the Google's\n1272|\n1273|319\n1274|00:11:01,200 --> 00:11:05,920\n1275|frontier lab, it's all in London. We we\n1276|\n1277|320\n1278|00:11:03,880 --> 00:11:08,720\n1279|in Britain have ended up with, you know,\n1280|\n1281|321\n1282|00:11:05,920 --> 00:11:11,040\n1283|a significant chunk of two of the most\n1284|\n1285|322\n1286|00:11:08,720 --> 00:11:13,320\n1287|important nodes in what is the emerging\n1288|\n1289|323\n1290|00:11:11,040 --> 00:11:15,280\n1291|supply chain. And I think there's lots\n1292|\n1293|324\n1294|00:11:13,320 --> 00:11:17,400\n1295|of structural reasons why that is, but\n1296|\n1297|325\n1298|00:11:15,280 --> 00:11:18,520\n1299|but in the end it's about talent. Yeah,\n1300|\n1301|326\n1302|00:11:17,400 --> 00:11:19,640\n1303|yeah. And\n1304|\n1305|327\n1306|00:11:18,520 --> 00:11:20,400\n1307|we completely agree and some of the\n1308|\n1309|328\n1310|00:11:19,640 --> 00:11:22,440\n1311|headlines that we've been seeing\n1312|\n1313|329\n1314|00:11:20,400 --> 00:11:24,320\n1315|recently have have have sort of\n1316|\n1317|330\n1318|00:11:22,440 --> 00:11:27,200\n1319|supported that. It seems that King's\n1320|\n1321|331\n1322|00:11:24,320 --> 00:11:29,880\n1323|Cross is becoming more and more of a one\n1324|\n1325|332\n1326|00:11:27,200 --> 00:11:31,640\n1327|of these sort of global hubs of of AI,\n1328|\n1329|333\n1330|00:11:29,880 --> 00:11:33,920\n1331|right? And it seems that the\n1332|\n1333|334\n1334|00:11:31,640 --> 00:11:36,760\n1335|that, you know, the the the that sort of\n1336|\n1337|335\n1338|00:11:33,920 --> 00:11:38,360\n1339|small subset of of London is very much\n1340|\n1341|336\n1342|00:11:36,760 --> 00:11:39,320\n1343|aware of how important this is and\n1344|\n1345|337\n1346|00:11:38,360 --> 00:11:41,160\n1347|they're engaging with it and they're\n1348|\n1349|338\n1350|00:11:39,320 --> 00:11:41,839\n1351|pushing it, but I do think that\n1352|\n1353|339\n1354|00:11:41,160 --> 00:11:44,080\n1355|um\n1356|\n1357|340\n1358|00:11:41,839 --> 00:11:45,520\n1359|more broadly across most countries, I\n1360|\n1361|341\n1362|00:11:44,080 --> 00:11:47,960\n1363|remember when we had Sebastian Mallaby\n1364|\n1365|342\n1366|00:11:45,520 --> 00:11:49,400\n1367|on, the author of The Infinity Machine,\n1368|\n1369|343\n1370|00:11:47,960 --> 00:11:50,640\n1371|recently interviewed Demis Hassabis for\n1372|\n1373|344\n1374|00:11:49,400 --> 00:11:52,000\n1375|4 years.\n1376|\n1377|345\n1378|00:11:50,640 --> 00:11:54,320\n1379|He mentioned a stat that stuck with me\n1380|\n1381|346\n1382|00:11:52,000 --> 00:11:57,080\n1383|and it was one in three Americans are\n1384|\n1385|347\n1386|00:11:54,320 --> 00:11:58,400\n1387|scared of AI broadly. So, my question is\n1388|\n1389|348\n1390|00:11:57,080 --> 00:12:01,200\n1391|like, do do you think there's work to be\n1392|\n1393|349\n1394|00:11:58,400 --> 00:12:02,960\n1395|done on an education piece and\n1396|\n1397|350\n1398|00:12:01,200 --> 00:12:06,200\n1399|enablement piece? Is this like, I'm\n1400|\n1401|351\n1402|00:12:02,960 --> 00:12:07,960\n1403|scared because I don't understand it? Um\n1404|\n1405|352\n1406|00:12:06,200 --> 00:12:09,480\n1407|and that's just the natural sort of\n1408|\n1409|353\n1410|00:12:07,960 --> 00:12:11,160\n1411|conclusion that people tend to draw.\n1412|\n1413|354\n1414|00:12:09,480 --> 00:12:12,880\n1415|Like, do you think maybe yeah, there's\n1416|\n1417|355\n1418|00:12:11,160 --> 00:12:14,560\n1419|like an education delta there or\n1420|\n1421|356\n1422|00:12:12,880 --> 00:12:14,920\n1423|something that maybe you have to work\n1424|\n1425|357\n1426|00:12:14,560 --> 00:12:17,120\n1427|on?\n1428|\n1429|358\n1430|00:12:14,920 --> 00:12:19,600\n1431|>> I think um and I and I think, you know,\n1432|\n1433|359\n1434|00:12:17,120 --> 00:12:22,080\n1435|the the the tech sector is doing a a\n1436|\n1437|360\n1438|00:12:19,600 --> 00:12:24,320\n1439|pretty terrible job of, in my opinion,\n1440|\n1441|361\n1442|00:12:22,080 --> 00:12:26,600\n1443|of explaining, you know,\n1444|\n1445|362\n1446|00:12:24,320 --> 00:12:29,560\n1447|what AI actually is and how it's going\n1448|\n1449|363\n1450|00:12:26,600 --> 00:12:30,839\n1451|to benefit the vast majority of people.\n1452|\n1453|364\n1454|00:12:29,560 --> 00:12:32,160\n1455|I mean, yeah, but so, yeah, these\n1456|\n1457|365\n1458|00:12:30,839 --> 00:12:34,440\n1459|doomerish predictions that, you know, in\n1460|\n1461|366\n1462|00:12:32,160 --> 00:12:36,760\n1463|18 months time, you know, AI is going to\n1464|\n1465|367\n1466|00:12:34,440 --> 00:12:38,560\n1467|make all white-collar jobs disappear.\n1468|\n1469|368\n1470|00:12:36,760 --> 00:12:41,360\n1471|Yeah. That's just that that is going to\n1472|\n1473|369\n1474|00:12:38,560 --> 00:12:43,640\n1475|terrify people, understandably. And and\n1476|\n1477|370\n1478|00:12:41,360 --> 00:12:46,000\n1479|I also think it's wrong. I don't I don't\n1480|\n1481|371\n1482|00:12:43,640 --> 00:12:48,600\n1483|think that's correct. Uh yes, of course,\n1484|\n1485|372\n1486|00:12:46,000 --> 00:12:49,960\n1487|AI is going to transform many aspects of\n1488|\n1489|373\n1490|00:12:48,600 --> 00:12:51,760\n1491|our jobs, but on a net basis, it's\n1492|\n1493|374\n1494|00:12:49,960 --> 00:12:52,920\n1495|definitely going to create jobs and it's\n1496|\n1497|375\n1498|00:12:51,760 --> 00:12:54,960\n1499|going to make lots and lots of people in\n1500|\n1501|376\n1502|00:12:52,920 --> 00:12:57,080\n1503|the economy much more valuable than they\n1504|\n1505|377\n1506|00:12:54,960 --> 00:12:59,520\n1507|are today, much more productive. Yeah.\n1508|\n1509|378\n1510|00:12:57,080 --> 00:13:01,839\n1511|And so so then, you know, with you in\n1512|\n1513|379\n1514|00:12:59,520 --> 00:13:04,080\n1515|your position, how do you feel that\n1516|\n1517|380\n1518|00:13:01,839 --> 00:13:06,839\n1519|these companies can,\n1520|\n1521|381\n1522|00:13:04,080 --> 00:13:09,200\n1523|you know, can educate the kind of\n1524|\n1525|382\n1526|00:13:06,839 --> 00:13:11,640\n1527|the wider population by I guess people\n1528|\n1529|383\n1530|00:13:09,200 --> 00:13:13,040\n1531|who like us who are pretty plugged into\n1532|\n1533|384\n1534|00:13:11,640 --> 00:13:15,120\n1535|this stuff,\n1536|\n1537|385\n1538|00:13:13,040 --> 00:13:16,600\n1539|you know, that's easier for an education\n1540|\n1541|386\n1542|00:13:15,120 --> 00:13:17,920\n1543|piece, but then the the ones who are in\n1544|\n1545|387\n1546|00:13:16,600 --> 00:13:19,320\n1547|the wider market, how how do you go\n1548|\n1549|388\n1550|00:13:17,920 --> 00:13:21,280\n1551|about doing that and and what's the\n1552|\n1553|389\n1554|00:13:19,320 --> 00:13:23,960\n1555|strategy, I guess, or the way that you\n1556|\n1557|390\n1558|00:13:21,280 --> 00:13:25,640\n1559|think about it for Palantir?\n1560|\n1561|391\n1562|00:13:23,960 --> 00:13:27,320\n1563|Well, I think I I think in many ways the\n1564|\n1565|392\n1566|00:13:25,640 --> 00:13:28,920\n1567|tech sector, um\n1568|\n1569|393\n1570|00:13:27,320 --> 00:13:31,440\n1571|you know, we're our own worst advocates,\n1572|\n1573|394\n1574|00:13:28,920 --> 00:13:33,400\n1575|right? Like, the the the people who need\n1576|\n1577|395\n1578|00:13:31,440 --> 00:13:35,080\n1579|to be talking about AI are the people\n1580|\n1581|396\n1582|00:13:33,400 --> 00:13:36,720\n1583|who are benefiting from it directly,\n1584|\n1585|397\n1586|00:13:35,080 --> 00:13:38,120\n1587|right? So, in a in a health care\n1588|\n1589|398\n1590|00:13:36,720 --> 00:13:39,800\n1591|context, you want doctors, you want\n1592|\n1593|399\n1594|00:13:38,120 --> 00:13:41,640\n1595|nurses, you want people who work in\n1596|\n1597|400\n1598|00:13:39,800 --> 00:13:43,800\n1599|hospitals explaining\n1600|\n1601|401\n1602|00:13:41,640 --> 00:13:45,720\n1603|why it's making their lives better or,\n1604|\n1605|402\n1606|00:13:43,800 --> 00:13:47,280\n1607|you know, in in in police, you want\n1608|\n1609|403\n1610|00:13:45,720 --> 00:13:50,400\n1611|police officers talking about why it's\n1612|\n1613|404\n1614|00:13:47,280 --> 00:13:53,520\n1615|making their jobs easier to do, faster,\n1616|\n1617|405\n1618|00:13:50,400 --> 00:13:55,600\n1619|more efficient. So, I I think it's about\n1620|\n1621|406\n1622|00:13:53,520 --> 00:13:57,160\n1623|the users actually stepping up and\n1624|\n1625|407\n1626|00:13:55,600 --> 00:13:58,200\n1627|making the case.\n1628|\n1629|408\n1630|00:13:57,160 --> 00:13:59,480\n1631|Yeah, yeah. Yeah, I like that.\n1632|\n1633|409\n1634|00:13:58,200 --> 00:14:00,800\n1635|>> That that makes sense. Uh last one\n1636|\n1637|410\n1638|00:13:59,480 --> 00:14:03,280\n1639|before you go and we're coming up to\n1640|\n1641|411\n1642|00:14:00,800 --> 00:14:05,520\n1643|time. I just wanted to quickly ask about\n1644|\n1645|412\n1646|00:14:03,280 --> 00:14:07,520\n1647|the Palantir degree. It's a pin tweet\n1648|\n1649|413\n1650|00:14:05,520 --> 00:14:09,640\n1651|that you have on your X account.\n1652|\n1653|414\n1654|00:14:07,520 --> 00:14:11,040\n1655|Um could you just, you know, what it is\n1656|\n1657|415\n1658|00:14:09,640 --> 00:14:12,640\n1659|60,000 pounds I think it was for an\n1660|\n1661|416\n1662|00:14:11,040 --> 00:14:13,959\n1663|internship. Would love to know the\n1664|\n1665|417\n1666|00:14:12,640 --> 00:14:15,000\n1667|thesis of the philosophy is like, why\n1668|\n1669|418\n1670|00:14:13,959 --> 00:14:17,680\n1671|this has been created and what it's\n1672|\n1673|419\n1674|00:14:15,000 --> 00:14:20,280\n1675|trying to do. Yeah, so we're we launched\n1676|\n1677|420\n1678|00:14:17,680 --> 00:14:22,240\n1679|this a few weeks ago and it is to\n1680|\n1681|421\n1682|00:14:20,280 --> 00:14:24,000\n1683|recruit the next generation of\n1684|\n1685|422\n1686|00:14:22,240 --> 00:14:26,120\n1687|Palantir's directly directly from\n1688|\n1689|423\n1690|00:14:24,000 --> 00:14:28,079\n1691|school. So, the strap line is skip the\n1692|\n1693|424\n1694|00:14:26,120 --> 00:14:30,640\n1695|debt and earn the Palantir degree. So,\n1696|\n1697|425\n1698|00:14:28,079 --> 00:14:32,880\n1699|don't go to uni, come straight to us.\n1700|\n1701|426\n1702|00:14:30,640 --> 00:14:34,560\n1703|And the the reason for that is honestly\n1704|\n1705|427\n1706|00:14:32,880 --> 00:14:35,600\n1707|that the, you know, the talent, like I\n1708|\n1709|428\n1710|00:14:34,560 --> 00:14:37,240\n1711|mentioned, in this country is\n1712|\n1713|429\n1714|00:14:35,600 --> 00:14:39,560\n1715|phenomenal.\n1716|\n1717|430\n1718|00:14:37,240 --> 00:14:40,959\n1719|I think and based on the applications\n1720|\n1721|431\n1722|00:14:39,560 --> 00:14:43,400\n1723|we're getting, I think this thesis is\n1724|\n1725|432\n1726|00:14:40,959 --> 00:14:45,480\n1727|being proven out that at 18, you're as\n1728|\n1729|433\n1730|00:14:43,400 --> 00:14:47,400\n1731|good, in some ways maybe even better,\n1732|\n1733|434\n1734|00:14:45,480 --> 00:14:49,520\n1735|than you are when you're 22 or 21 when\n1736|\n1737|435\n1738|00:14:47,400 --> 00:14:51,320\n1739|you've left uni. And\n1740|\n1741|436\n1742|00:14:49,520 --> 00:14:53,040\n1743|you know, for those who want to build,\n1744|\n1745|437\n1746|00:14:51,320 --> 00:14:54,120\n1747|just come straight to Palantir and start\n1748|\n1749|438\n1750|00:14:53,040 --> 00:14:56,400\n1751|building.\n1752|\n1753|439\n1754|00:14:54,120 --> 00:14:57,680\n1755|And don't take on the debt, we'll pay\n1756|\n1757|440\n1758|00:14:56,400 --> 00:14:59,079\n1759|you very well, but more importantly,\n1760|\n1761|441\n1762|00:14:57,680 --> 00:15:01,760\n1763|you're going to get to have a huge huge\n1764|\n1765|442\n1766|00:14:59,079 --> 00:15:04,000\n1767|impact on the biggest and hardest\n1768|\n1769|443\n1770|00:15:01,760 --> 00:15:06,240\n1771|problems that we have today.\n1772|\n1773|444\n1774|00:15:04,000 --> 00:15:07,400\n1775|Wow. So, how do you hear fast? Um thank\n1776|\n1777|445\n1778|00:15:06,240 --> 00:15:09,160\n1779|you so much for joining us. We really\n1780|\n1781|446\n1782|00:15:07,400 --> 00:15:10,839\n1783|appreciate the time and yeah, keep us\n1784|\n1785|447\n1786|00:15:09,160 --> 00:15:12,200\n1787|updated with everything Palantir and\n1788|\n1789|448\n1790|00:15:10,839 --> 00:15:13,880\n1791|what you guys are working on. We'd love\n1792|\n1793|449\n1794|00:15:12,200 --> 00:15:15,079\n1795|to have you back sometime. Thank you.\n1796|\n1797|450\n1798|00:15:13,880 --> 00:15:17,200\n1799|It's a huge pleasure and love what you\n1800|\n1801|451\n1802|00:15:15,079 --> 00:15:19,000\n1803|guys are doing, so all power to you.\n1804|\n1805|452\n1806|00:15:17,200 --> 00:15:20,600\n1807|Appreciate it. We'll do another reel as\n1808|\n1809|453\n1810|00:15:19,000 --> 00:15:22,680\n1811|well soon. Yeah, more [laughter] hype\n1812|\n1813|454\n1814|00:15:20,600 --> 00:15:24,959\n1815|reels. Look forward to it.\n1816|\n1817|455\n1818|00:15:22,680 --> 00:15:26,280\n1819|Cheers, bye. Ciao. Right, bye. Um\n1820|\n1821|456\n1822|00:15:24,959 --> 00:15:29,800\n1823|awesome stuff. Frame able but it's\n1824|\n1825|457\n1826|00:15:26,280 --> 00:15:29,800\n1827|faster, go to frame.io/etm.\n","created_at":"2026-07-09T14:11:41.211500Z","finish_reason":null,"metrics":null},{"message_id":"f11f6063-712c-4c93-80a5-41be8a4b809c","node_id":39,"role":"assistant","content":"","tool_calls":[{"id":"functions.exec:4","name":"exec","arguments":{"command":"yt-dlp --print \"%(title)s\\n%(uploader)s\\n%(duration_string)s\\n%(upload_date)s\\n%(description)s\" --skip-download \"https://www.youtube.com/watch?v=kgkiggkHVtg\"","timeout":60000}}],"thinking":"I notice the subtitle file seems to end around 15:29, but there might be missing content between 00:07:02 and 00:07:51 (a big gap). Let me check the total duration and see if there are more subtitles. Actually, the file shows end time 00:15:29,800 and line 1828 is the last. But there's a big jump in the transcript from 00:07:02 to 00:07:51. That might indicate missing captions or a section where no one was speaking. Let me check the rest of the file between those timestamps to be sure. Wait, I already read the whole file (lines 1-1828). The gap is real in the transcript - perhaps the video had music or a clip playing without captions.\n\nActually, looking at the subtitle, there are entries 220-223 that start at 00:07:51,560. So there's a 49-second gap. This might be a video clip or music playing. But the actual content after that continues with the interview.\n\nThe video is about 15.5 minutes long according to the transcript. I have enough to summarize. Let me also note there seems to be a missing chunk around entry 220? Actually no, the SRT file shows entries numbered sequentially. But there is a content gap. Let me check if the transcript is complete by looking at the line numbers - it goes from entry 219 ending at 00:07:02,480 to entry 220 starting at 00:07:51,560. That's a large gap. This could mean a video insert or musical montage.\n\nI should also get the title/description of the video to provide context. Let me get that with yt-dlp --print.","created_at":"2026-07-09T14:11:42.927951Z","finish_reason":"tool_calls","metrics":{"ttft_ms":688,"total_time_ms":1715,"input_tokens":7132,"output_tokens":437,"cache_read_tokens":34432,"cache_creation_tokens":null,"tpot_ms":2.3501144164759724,"tokens_per_sec":425.5111976630964}},{"message_id":"94ef3646-d34e-40dd-bea3-b24ca1184a66","node_id":40,"role":"tool","content":"Output from command in shell 7dd055:\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] [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] kgkiggkHVtg: 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\nWhat Everyone Gets Wrong About Palantir | Louis Mosley FULL INTERVIEW\\netn.\\n15:33\\n20260428\\nThe European Technology Network is made possible by:\n\nAirwallex: ⁠https://www.airwallex.com/⁠\nSpecter: ⁠https://www.tryspecter.com/⁠\nPolymarket: ⁠https://polymarket.com/⁠\nFORA: ⁠https://www.foraspace.com/\nFramer: https://www.framer.com/\nBase: https://www.base.org/\n\n\nExit code: 0","created_at":"2026-07-09T14:11:45.393620Z","finish_reason":null,"metrics":null},{"message_id":"e0c97aa5-fe5c-48c4-9904-ed437f145bd3","node_id":42,"role":"assistant","content":"## Summary\n\n**Video:** \"What Everyone Gets Wrong About Palantir | Louis Mosley FULL INTERVIEW\" by etn. (European Technology Network), 15:33, uploaded 28 Apr 2026.\n\nThe interview features **Louis Mosley**, who runs Palantir's UK and Europe business, defending the company's work with the British government and NHS.\n\n### Key topics\n\n**1. Palantir's path into UK healthcare**\n- For most of its 20-year history, Palantir worked almost exclusively in intelligence and military domains.\n- Its healthcare work began during COVID in March 2020, when the NHS was under severe pressure tracking cases, hospital beds, ventilators, PPE, and later vaccine rollouts.\n- This built enough trust that the NHS commissioned Palantir for a further two years.\n\n**2. The Federated Data Platform**\n- After COVID, Palantir was deployed to individual NHS trusts to help clear the \"elective backlog\" — millions of non-emergency operations cancelled during the pandemic.\n- The focus was optimizing operating-theatre utilization so hospitals could perform more procedures.\n- This evolved into the NHS Federated Data Platform, which Palantir won after a year-long procurement involving 30 independent assessors.\n- The company claims 110,000 people have already received operations they would not otherwise have had, equivalent to three hospital trusts' annual activity.\n\n**3. Political pushback**\n- Mosley criticizes Green Party leader **Zack Polanski** for opposing the Palantir-NHS contract, arguing Polanski is putting ideology ahead of patient lives and got basic facts wrong about Palantir (including failing to name the CEO).\n- Mosley contends the opposition amounts to telling constituents to wait longer for operations due to ideological objections.\n\n**4. UK AI opportunity**\n- Mosley praises the UK government's AI Action Plan and says Britain is \"uniquely positioned\" to benefit from the AI revolution.\n- A key reason Palantir is heavily invested in the UK is **talent**: roughly one in five Palantir employees is based in Britain, and much of its product is built in London.\n\n**5. Public fear and education**\n- Mosley argues the tech sector does a poor job explaining AI and that \"doomerish\" predictions about white-collar job extinction terrify people unnecessarily.\n- He believes AI will, on net, create jobs and make workers more productive.\n- The most credible advocates for AI are frontline users — doctors, nurses, police officers — not tech companies.\n\n**6. The \"Palantir Degree\"**\n- Palantir recently launched a program recruiting 18-year-olds straight from school into £60,000/year internships, with the tagline \"Skip the debt and earn the Palantir degree.\"\n- Mosley argues that at 18, candidates can be as capable as university graduates, and the program lets them start working on hard problems immediately without student debt.","tool_calls":[],"thinking":"Now I have the full transcript and metadata. Let me clean up the transcript into a readable format so I can summarize it properly. The SRT has lots of fragments. I should parse it and produce a clean transcript. But I can already understand the content from reading it.\n\nKey topics covered:\n1. Introduction of Louis Mosley, who runs Palantir's UK and Europe business\n2. Palantir's history - 20 years, mostly intelligence/military, then healthcare during COVID\n3. COVID work in UK NHS:\n - March 2020: NHS collapsing, needed data on COVID patients, spread, hospital beds\n - Brought in based on military/intelligence experience\n - Helped with ventilators, PPE, vaccine rollout\n - Built confidence with NHS - \"software that just worked\"\n - Commissioned for 2 years\n4. Elective backlog:\n - Millions of operations cancelled during COVID\n - Palantir deployed to hospitals to help optimize operating theaters\n - Led to Federated Data Platform\n - Won a year-long procurement with 30 independent assessors\n - 2 years into rollout to every hospital\n5. Controversy/Political opposition:\n - Zack Polanski (Green Party leader) opposed it\n - Mosley argues Polanski is putting ideology over patient lives\n - Claims Polanski got basic facts wrong, doesn't understand Palantir\n6. Government AI ambition:\n - UK AI Action Plan - good policy\n - Britain uniquely positioned to benefit from AI\n - Need businesses using AI, transforming operations\n7. Why UK matters to Palantir:\n - Talent: 1 in 5 Palantir employees in Britain\n - Engineering talent from British universities\n - London as magnet\n - \"Made in Britain\" product, built in London\n - King's Cross as global AI hub\n8. AI education/public fear:\n - Tech sector does terrible job explaining AI\n - \"Doomerish\" predictions about white-collar jobs disappearing terrify people\n - Mosley thinks AI will create jobs, make people more productive\n - Need users (doctors, nurses, police) to advocate, not tech companies\n9. Palantir degree:\n - Skip university, come straight to Palantir\n - £60,000 internship/salary\n - Recruit next generation directly from school at 18\n - Avoid university debt, start building immediately\n\nThere's a 49-second gap in transcript (00:07:02 to 00:07:51) which likely contains a clip of Zack Polanski's video being played. The response at 00:07:51 refers to \"he just got basic facts wrong\" and \"can't even name our CEO\" - this is in reference to Zack Polanski.\n\nLet me create a clean summary. I should also note the host/interviewer is from \"etn.\" (European Technology Network). The interview is about 15:33 long.\n\nNow I need to provide a summary. Since the user just pasted the link with no explicit question, I should summarize based on the rules. I can now provide a concise summary of the video.","created_at":"2026-07-09T14:11:48.856972Z","finish_reason":"stop","metrics":{"ttft_ms":752,"total_time_ms":3462,"input_tokens":911,"output_tokens":1278,"cache_read_tokens":41472,"cache_creation_tokens":null,"tpot_ms":2.1205007824726136,"tokens_per_sec":471.58671586715866}},{"message_id":"9a292a3b-7433-4de2-942d-1e800e8e08a8","node_id":43,"role":"user","content":"how does he reccomend people get in touch with him?","created_at":"2026-07-09T14:12:52.896654Z","finish_reason":null,"metrics":null},{"message_id":"442195eb-34c2-44d2-8d45-5d17ca941696","node_id":45,"role":"assistant","content":"","tool_calls":[{"id":"functions.grep:5","name":"grep","arguments":{"pattern":"touch|contact|DM|email|X account|Twitter|LinkedIn|handle|message me|reach out|find me","path":"/tmp/yt_kgkiggkHVtg.en-orig.srt","output_mode":"content","case_insensitive":true,"context_lines":2}}],"thinking":"The user is asking how Louis Mosley recommends people get in touch with him. I need to look back at the transcript to see if he mentions contact information. Let me search the transcript for relevant keywords.\n\nLooking at the transcript, it ends around 00:15:29. The host says \"keep us updated\" and Mosley says \"It's a huge pleasure and love what you guys are doing\". I don't recall seeing explicit contact info like email, X handle, or LinkedIn in the transcript. But let me check carefully.\n\nWait, the transcript has a line: \"the Palantir degree. It's a pin tweet that you have on your X account\" - this implies he has an X account. But I need to check if he says his handle or how to contact him. Let me search for \"X\", \"Twitter\", \"LinkedIn\", \"email\", \"contact\", \"DM\", \"message\", \"get in touch\" in the transcript.\n\nI should use grep on the transcript file.","created_at":"2026-07-09T14:12:54.088359Z","finish_reason":"tool_calls","metrics":{"ttft_ms":601,"total_time_ms":1187,"input_tokens":1314,"output_tokens":285,"cache_read_tokens":42368,"cache_creation_tokens":null,"tpot_ms":2.056140350877193,"tokens_per_sec":486.34812286689424}},{"message_id":"d9fade31-862d-42a4-a73f-4822a2eb1608","node_id":46,"role":"tool","content":"Found 2 match(es) for pattern 'touch|contact|DM|email|X account|Twitter|LinkedIn|handle|message me|reach out|find me' in /tmp/yt_kgkiggkHVtg.en-orig.srt:\n-- 2 matches in /tmp/yt_kgkiggkHVtg.en-orig.srt\n 701|176\n 702|00:05:33,720 --> 00:05:36,600\n> 703|I I I wanted to touch on the the\n 704|\n 705|177\n...\n 1649|413\n 1650|00:14:05,520 --> 00:14:09,640\n>1651|that you have on your X account.\n 1652|\n 1653|414","created_at":"2026-07-09T14:12:54.110901Z","finish_reason":null,"metrics":null},{"message_id":"155f372f-2e3e-4154-95a9-b672db91f0f6","node_id":48,"role":"assistant","content":"","tool_calls":[{"id":"functions.grep:6","name":"grep","arguments":{"pattern":"Louis|follow|connect|link|below|description|bio|account","path":"/tmp/yt_kgkiggkHVtg.en-orig.srt","output_mode":"content","case_insensitive":true,"context_lines":1}}],"thinking":"The transcript only mentions his X account in passing (\"pin tweet that you have on your X account\"), but doesn't provide the handle or explicitly say how to get in touch. The interview also doesn't seem to include contact details at the end. Let me check the very end of the transcript again and also check if there's any contact info in the description or video metadata.\n\nLet me also check the video description - I already got it, it just lists sponsors. No contact info.\n\nMaybe I need to look at the actual video or other sources to find his X handle. The host mentions \"pin tweet that you have on your X account\" - so Louis Mosley has an X account, but the handle isn't stated in the audio. However, based on external knowledge, Louis Mosley is likely @LouisMosley on X. But I should be careful not to guess. Let me check if the video has any on-screen text or if I can extract more info.\n\nWait, the user is asking how HE recommends people get in touch. Since the transcript doesn't explicitly state that, I should answer based on what's in the video. If the video doesn't say, I should say so. But maybe I missed something. Let me search more broadly.","created_at":"2026-07-09T14:12:55.461759Z","finish_reason":"tool_calls","metrics":{"ttft_ms":699,"total_time_ms":1350,"input_tokens":510,"output_tokens":319,"cache_read_tokens":43648,"cache_creation_tokens":null,"tpot_ms":2.040752351097179,"tokens_per_sec":490.01536098310294}},{"message_id":"870cde42-1c3d-4202-917f-6365498f6638","node_id":49,"role":"tool","content":"Found 4 match(es) for pattern 'Louis|follow|connect|link|below|description|bio|account' in /tmp/yt_kgkiggkHVtg.en-orig.srt:\n-- 4 matches in /tmp/yt_kgkiggkHVtg.en-orig.srt\n 158|00:01:03,840 --> 00:01:07,960\n> 159|description of how has this\n 160|\n...\n 166|00:01:07,960 --> 00:01:10,800\n> 167|was sort of a connection made during the\n 168|\n...\n 970|00:08:35,840 --> 00:08:39,599\n> 971|we're seeing sort of um connecting these\n 972|\n...\n 1650|00:14:05,520 --> 00:14:09,640\n>1651|that you have on your X account.\n 1652|","created_at":"2026-07-09T14:12:55.482458Z","finish_reason":null,"metrics":null},{"message_id":"6b9ae8bc-de1e-40bd-9eb1-06ac305aa9da","node_id":51,"role":"assistant","content":"He doesn't give explicit contact instructions during the interview. The only related mention is that he has an **X account** where the \"Palantir degree\" post is pinned (the host references it at ~14:05). The video doesn't state his handle, email, or any other contact method.\n\nThe interview ends with him thanking the hosts and saying, \"It's a huge pleasure and love what you guys are doing, so all power to you.\"","tool_calls":[],"thinking":"The transcript doesn't contain explicit contact instructions from Louis Mosley. The only reference is that he has an X account with a pin tweet about the Palantir degree. \n\nHowever, I should be helpful. The user might expect me to know his X handle. But per instructions, I should avoid guessing unless confident. I know Louis Mosley is a real person at Palantir, but I shouldn't fabricate contact info. \n\nWait - the question is \"how does he recommend people get in touch with him?\" This asks what HE says in the video. Since the video doesn't explicitly state this, I should answer honestly that the video doesn't provide specific contact instructions, only that he has an X account where he pinned the Palantir degree tweet.\n\nBut I can also check if there's more info by looking at the video's comments or end screen? No, I don't have that capability easily. I could use web_search to find his X handle. But the question is specifically about what he recommends in the video.\n\nActually, since the user asked about contact info, and the rules say I should be helpful, I could search the web for Louis Mosley's contact/X. But the user asked \"how does he recommend\" - implying in the video. Let me answer based on transcript and maybe offer to search if they want external info.\n\nWait, let me re-read the transcript ending carefully to see if he says anything. Looking at lines 1794-1807, he just thanks them and says \"It's a huge pleasure and love what you guys are doing, so all power to you.\" No contact info.\n\nSo my answer: The video doesn't include explicit contact instructions. The only relevant mention is that he has an X account where the Palantir degree is pinned. He doesn't give a handle, email, or other contact method in the interview.\n\nBut maybe I can find his X handle to be more helpful? Let me think. The AGENTS.md rules don't prohibit web search. The user is asking a factual question. I could search. But the question specifically asks \"how does he recommend\" - which is about the video. I should first answer what's in the video, then optionally note I can look up his public profile if helpful.\n\nActually, I think the best approach is to be direct: based on the transcript, he doesn't explicitly state how to contact him. The only reference is his X account. If they want his actual handle, I can search. But maybe I should just search now to be most helpful? Hmm.\n\nThe instruction says \"Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.\" So if I can verify, I should. But the question is about the video specifically. If I search for his X handle, that's not what the video says, that's external info. The user might be asking based on the video, expecting the answer to come from the video.\n\nLet me answer: \"He doesn't give explicit contact instructions during the interview. The only mention is his X account, where he has the Palantir degree post pinned. The video doesn't state his handle or other contact details.\" \n\nI think that's the most accurate answer. I can offer to look up his public social media if they want.","created_at":"2026-07-09T14:12:57.865147Z","finish_reason":"stop","metrics":{"ttft_ms":807,"total_time_ms":2381,"input_tokens":676,"output_tokens":751,"cache_read_tokens":44032,"cache_creation_tokens":null,"tpot_ms":2.095872170439414,"tokens_per_sec":477.1283354510801}}]}