Richard Hirsh; John McCallum; OpenAI Details on Page 138 0 Years 72 Years Electric Power Computer Memory AI Inference AI Monetization Threats = Rising Competition + Open-Source Momentum + China’s Rise its 365 product suite 3/23: Anthropic releases Claude, its AI assistant focused on safety & inter- pretability 3/24: USA Department of Homeland Security unveils its AI Roadmap 11/23: 28 countries, including USA, EU members & China, sign Bletchley Declaration on AI Safety 4/24: Meta Platforms releases its open- source** Llama 3 model with 70B parameters

as quickly, frequently, cheaply, and as soon as possible i. Institutionalize rituals to increase safety, continuous improvement, and learning ii. Create mechanism to rapidly spread learning throughout evolved beyond it b. ESTABLISH A JUST, LEARNING CULTURE i. Unjust responses to incidents 1. Impede safety 2. Promote fear over mindfulness 3. Create bureaucracy rather than carefulness 4. Cultivate secrecy and gather details of the failure from multiple perspectives2. Empower all engineers to improve safety by allowing them to give detailed accounts of their contributions to the failures 3. Enable and

request.body. By default uploaded files are fully buffered in memory; if you need to handle files that are too large to comfortably keep in memory see the stream_request_body class decorator. In the demos __name__ == "__main__": asyncio.run(main()) See the User’s guide for additional information. Thread-safety notes In general, methods on RequestHandler and elsewhere in Tornado are not thread-safe. In particular string or an iterator of byte strings. The latter is preferred for large files as it helps reduce memory fragmentation. Added in version 3.1. classmethod get_content_version(abspath: str) → str Returns

request.body. By default uploaded files are fully buffered in memory; if you need to handle files that are too large to comfortably keep in memory see the stream_request_body class decorator.In the demos directory to confuse some IDEs.Web framework tornado.web — RequestHandler and Application classes Thread-safety notes Request handlers RequestHandler Entry points RequestHandler.initialize() RequestHandler.prepare() == "__main__": asyncio.run(main()) See the User’s guide for additional information. Thread-safety notes In general, methods on RequestHandler and elsewhere in Tornado are not thread-safe. In particular

Example . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 383 28.6 Garbage Collection Safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 383 28.7 Non-constant Function Specifications Accessing Data through a Pointer . . . . . . . . . . . . . . . . . . . . . . . . . . . 387 28.16 Thread-safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 388 28.17 More About Calling Julia Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 408 31.5 Memory Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 409 31.6 Working with

Example . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 383 28.6 Garbage Collection Safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 383 28.7 Non-constant Function Specifications Accessing Data through a Pointer . . . . . . . . . . . . . . . . . . . . . . . . . . . 387 28.16 Thread-safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 388 28.17 More About Calling Julia Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 408 31.5 Memory Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 409 31.6 Working with

Example . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 383 28.6 Garbage Collection Safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 383 28.7 Non-constant Function Specifications Accessing Data through a Pointer . . . . . . . . . . . . . . . . . . . . . . . . . . . 387 28.16 Thread-safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 388 28.17 More About Calling Julia Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 408 31.5 Memory Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 409 31.6 Working with

Example . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 383 28.6 Garbage Collection Safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 383 28.7 Non-constant Function Specifications Accessing Data through a Pointer . . . . . . . . . . . . . . . . . . . . . . . . . . . 387 28.16 Thread-safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 388 28.17 More About Calling Julia Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 408 31.5 Memory Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 409 31.6 Working with

Example . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 384 28.6 Garbage Collection Safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 384 28.7 Non-constant Function Specifications Accessing Data through a Pointer . . . . . . . . . . . . . . . . . . . . . . . . . . . 388 28.16 Thread-safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 389 28.17 More About Calling Julia Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 409 31.5 Memory Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 410 31.6 Working with

Example . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 358 27.6 Garbage Collection Safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 358 27.7 Non-constant Function Specifications Accessing Data through a Pointer . . . . . . . . . . . . . . . . . . . . . . . . . . . 362 27.16 Thread-safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 363 27.17 More About Calling Julia Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 381 30.5 Memory Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 381 30.6 Working with