Run step
Step 9: assistant
{
"preview": 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\"},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01JsyrDgnzQBkEaKP3vvsmL3\",\"name\":\"code_execution\",\"input\":{\"code\":\"\\nqs = [\\n (\\\"ChatGPT 2.5 billion prompts per day 2025\\\", [\\\"billion prompts\\\", \\\"billion messages\\\"]),\\n (\\\"Google processes quadrillion tokens per month 2025\\\", [\\\"quadrillion\\\"]),\\n (\\\"Greenblatt \\\\\\\"AI Control: Improving Safety Despite Intentional Subversion\\\\\\\" trusted human labor 2% of problems audit\\\", [\\\"2%\\\", \\\"audit\\\"]),\\n (\\\"Ctrl-Z Controlling AI Agents via Resampling defer to resample cost audit budget\\\", [\\\"resampl\\\", \\\"budget\\\"]),\\n (\\\"\\\\\\\"Scalable AI Safety via Doubly-Efficient Debate\\\\\\\" human judgements constant number queries cost\\\", [\\\"human judg\\\", \\\"queries\\\", \\\"efficien\\\"]),\\n (\\\"\\\\\\\"Deep reinforcement learning from human preferences\\\\\\\" feedback on less than 1% of agent interactions\\\", [\\\"1%\\\", \\\"one percent\\\"]),\\n (\\\"Khan \\\\\\\"Debating with More Persuasive LLMs Leads to More Truthful Answers\\\\\\\" human judges hours annotation time per debate\\\", [\\\"hours\\\", \\\"minutes\\\"]),\\n (\\\"AI control cost of monitoring every action untrusted monitoring doubles inference cost safety tax\\\", [\\\"cost\\\", \\\"overhead\\\"]),\\n]\\nfor q,k in qs:\\n await s(q,k,n=3,width=220,maxhits=1)\\n\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_014KZsZGxn3qSeAWF71Jfwap\",\"name\":\"web_search\",\"input\":{\"query\":\"ChatGPT 2.5 billion prompts per day 2025\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01JsyrDgnzQBkEaKP3vvsmL3\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_014KZsZGxn3qSeAWF71Jfwap\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"Number of ChatGPT Users (2026)\",\"url\":\"https://explodingtopics.com/blog/chatgpt-users\",\"encrypted_content\":\"EqEJCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDBox1REBjziKO2lYthoMStpwMRO7HsR7wn8FIjBHB60nXolKz54TIxWVlywcrerkocn07irYstl4Gx8Zm34IWpMBqSZJx/+2PiK086sqpAimeSrYDo5BB6GEj6SXVta8ABCeT7HaRJzlR5gloMmtChJ4KMHSU9/cjjt0Kb4/pERIrocgqC1bhqjffkbTaw0eAga707eLqTW8ALzm+9zpQOSqsaNyj76MAi7SlrJ/RYy3pjpP5t8cRuj72y5VVqzMSH/jASj703L3SLr6SyiPO8HchgRDrMFyDUuWExiR4OMkW8mmzXSJ9jbP59zM8z6g2XwqF1gzA0VB1Nnb8FkALSMx3MwJ/H/Jcd7apez0itG6gHUI6pAe21+9obQcafHTu877TNw6e0bmrXRXQxsyzCee8p0nhZvHuff7xyJxfjUrMWGJ9Jn5HaVDfz1HrAemOnJh++5+TA7ghlk+FJO4+68f0eKIlFVF7gNZv00oshvuABHrkDiRS/u5nwX3hZj7i2YIJT8T9H/GWIljyPHp1RYvfYAFx0dh/qBtNLbNcW2Sxr5PgnPtBtKMzDUOeElf5tIw9s8/o03exhqrsPoNc/zaDuZNmFJa0zdO3LqtU7o/Eae3teRq2CC6qikxo28H44JV9HzSyHfTAXIEmwjK2HLZlKGzwPAizGSBMRe/czNGAV5hrqV5ekblyCdetpwfYf4PP+KUv7Uo2jS5QeX2da4x/7cKhhmhE4ClbzoEXedINFa5lbxx4ALCVzaqtjJTbcz0rKwtfRSmE13NmG3M5dzt8HLxj5m1uhEo3+7k4JnZrlhaErwOLZeQVglZ+jzejg+wZoViA2tk6U0BUTc0neSr3ZTN+ueWXq+jNUBl867TtAIu8YM6QaSea7Bcf82pHMdyFMHNLNjD1rHhQvkUH7zhoz5tA9zxSAgdBrFK0fhhnVBAgYCvrrZVumVGtLsBDroewUMP6XVh+UltXEmRuSKZ0bFr/toOHqNR+67I/dLu34o3Z1Vnjq9o8zWHdjXLhvKFirOvxZH9w6unkLkjN5aYE7iAP3bmvbi4UZaO5zvHfWu8xQc4LlSwPPS246M/+hRDBRmysvNKFIEudkMbveMx54xlrr3N0OkcN/mBEf+cMMwJFD0Pn5HqgiOvFWrgfd32scxyxn0ZJkzek+vacU5eUpAZdIaRD+tCNl62WEvzqiQ+A4F5XXvgLVewNekhlI25bhBhVtrPLO69Ii+86azg/ySnzqu2Xfqm98SjeUdRJhT/8mONKLbymScVD+Wr1KaGBrhyvvXEyZ+d3FZVpGZfukhJzl7Ui61j7WuEqmE05SefcL3LgvnOq8cFZW+yOYOQ4EmEaMTufghIaQKPkz8aqzjaEx8SkP9P4t9uBVNjEag170xH6nXCpDVwo/ItFitTu3MMt7P5t5/Io4uR7U293CJatHqoGaZT8rpazFyn/PqoGT+RNlUm6Tf0lsYmol+ks3Qr9r/h7m8wp7YpVKafQ1e69awz0bfkZIKmUGY5ub2PGAM=\",\"page_age\":\"2 days ago\"},{\"type\":\"web_search_result\",\"title\":\"chatgpt users send 2 5 billion prompts a 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dressing\",\"url\":\"https://the-decoder.com/google-boasts-1-3-quadrillion-tokens-each-month-but-the-figure-is-mostly-window-dressing/\",\"encrypted_content\":\"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\",\"page_age\":\"396 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Is Token Consumption Growth Slowing Down?\",\"url\":\"https://tomtunguz.com/is-token-consumption-slowing-down/\",\"encrypted_content\":\"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\",\"page_age\":\"72 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Techmeme: Google says it hit a milestone of 1.3 quadrillion monthly tokens processed across its services this summer, up from 980T monthly tokens announced in July (Matthias Bastian/The Decoder)\",\"url\":\"https://www.techmeme.com/251010/p32\",\"encrypted_content\":\"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\",\"page_age\":\"395 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Google's API Nears 46 Trillion Tokens a Day, Up Over 4x - FourWeekMBA\",\"url\":\"https://fourweekmba.com/ai-googles-api-nears-46-trillion-tokens-a-day-up-over-4x/\",\"encrypted_content\":\"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\",\"page_age\":\"13 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Token Tracker & Implications - by FD - Robonomics\",\"url\":\"https://robonomics.substack.com/p/token-tracker-and-implications\",\"encrypted_content\":\"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\",\"page_age\":\"239 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Google AI usage smashes past a Quadrillion tokens in a month\",\"url\":\"https://www.fanaticalfuturist.com/2025/10/google-ai-usage-smashes-past-a-quadrillion-tokens-in-a-month/\",\"encrypted_content\":\"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\",\"page_age\":\"46 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Google's 1.3 Quadrillion Token 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Google Processes Nearly a Quadrillion Tokens: Why It Signals a New Era in AI Scale\",\"url\":\"https://www.spaces.aiponetwork.com/c/news/google-processes-nearly-a-quadrillion-tokens-why-it-signals-a-new-era-in-ai-scale\",\"encrypted_content\":\"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\",\"page_age\":\"471 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Google Now Processes 1.3 Quadrillion AI Tokens Each Month - Adam 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AI Control: Improving Safety Despite Intentional 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AI Control: Improving Safety Despite Intentional Subversion — 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AI Control: Improving Safety Despite Intentional Subversion — 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Ctrl-Z: Controlling AI Agents via 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Retrying vs Resampling in AI 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AI Control Guide: Trusted Monitoring and Control 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Adam Kaufman on 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Scalable AI Safety via Doubly-Efficient 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Scalable AI Safety via Doubly-Efficient Debate [Quick 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Proprietary + Confidential Scalable AI Safety via Doubly-Efficient 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"How to Avoid Debate: Scalable AI Safety via Doubly-Efficient Interactive 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Deep Reinforcement Learning from Human 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Reinforcement Learning from Human Preferences Paul F Christiano OpenAI\",\"url\":\"https://arxiv.org/pdf/1706.03741\",\"encrypted_content\":\"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\",\"page_age\":\"3408 days ago\"},{\"type\":\"web_search_result\",\"title\":\"(PDF) Deep reinforcement learning from human preferences\",\"url\":\"https://www.researchgate.net/publication/317558021_Deep_reinforcement_learning_from_human_preferences\",\"encrypted_content\":\"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\",\"page_age\":\"3439 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Deep RL from Human 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Human Preference Supervision For Deep Reinforcement 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Reinforcement Learning from Human Preferences Paul F Christiano 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Deep reinforcement learning from human 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Debating with More Persuasive LLMs Leads to More Truthful Answers — 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Debating with More Persuasive LLMs Leads to More Truthful 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Debating with More Persuasive LLMs Leads to More Truthful 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Debating with More Persuasive LLMs Leads to More Truthful Answers — Federated 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Debating with More Persuasive LLMs Leads to More Truthful Answers — Large Language 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"How to prevent collusion when using untrusted models to monitor each other — AI Alignment Forum\",\"url\":\"https://www.alignmentforum.org/posts/GCqoks9eZDfpL8L3Q/how-to-prevent-collusion-when-using-untrusted-models-to\",\"encrypted_content\":\"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\",\"page_age\":\"777 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Control Tax: The Price of Keeping AI in Check\",\"url\":\"https://arxiv.org/html/2506.05296\",\"encrypted_content\":\"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\",\"page_age\":\"254 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Ctrl-Z: Controlling AI Agents via 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AI Safety Is Not Compute-Bearish, at Least for Now: From Safety Tax to Scaling 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Control Tax: The Price of Keeping AI in 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",
"truncated": true,
"originalChars": 206483
}