Rapid 52 1 2 3 4 5 6 7 8 Outline53 AI User + Usage + CapEx Growth = Unprecedented54 Consumer / User AI Adoption = Unprecedented55 AI User Growth (ChatGPT as Foundational Indicator) = +8x 4/11/25 TED Talk disclosure. Source: OpenAI disclosures 0 400 800 ChatGPT Weekly Active Users, MM Consumer / User AI Adoption = Unprecedented +8x ChatGPT User Growth (MM) – 10/22-4/25, per OpenAI56 AI (5/25) Indexed Years (Internet @ 1 = 1990, ChatGPT App @ 1 = 2023) 90% @ Year 23 90% @ Year 3 Consumer / User AI Adoption = Unprecedented Internet vs. ChatGPT Users – Percent Outside North America (1990-2025)

queues module (and the very similar Queue classes in asyncio) implements an asynchronous producer / consumer pattern for coroutines, analogous to the pattern implemented for threads by the Python standard "xsrf_cookie_kwargs": {"secure": True}} • twitter_consumer_key, twitter_consumer_secret, friendfeed_consumer_key, friendfeed_consumer_secret, google_consumer_key, google_consumer_secret, facebook_api_key, facebook_secret: methods. Classes Queue class tornado.queues.Queue(maxsize: int = 0) Coordinate producer and consumer coroutines. If maxsize is 0 (the default) the queue size is unbounded. 130 Chapter 6. DocumentationTornado

[https://docs.python.org/3/library/asyncio.html#module-asyncio]) implements an asynchronous producer / consumer pattern for coroutines, analogous to the pattern implemented for threads by the Python standard "xsrf_cookie_kwargs": {"secure": True}}twitter_consumer_key, twitter_consumer_secret, friendfeed_consumer_key, friendfeed_consumer_secret, google_consumer_key, google_consumer_secret, facebook_api_key, facebook_secret: Queue(maxsize: int [https://docs.python.org/3/library/functions.html#int] = 0) Coordinate producer and consumer coroutines. If maxsize is 0 (the default) the queue size is unbounded. import asyncio from tornado

response marketing ii. Early efforts required sending thousands of postcards/flyers and asking consumer for follow-up action (phone call, return postcard, etc.) 1. Campaigns would modify text, layouts

coroutines: Julia Tasks allow suspending and resuming computations for I/O, event handling, producer-consumer processes, and similar patterns. Tasks can synchronize through operations like wait and fetch, be done. An example is the producer-consumer problem, where one complex procedure is generating values and another complex procedure is consuming them. The consumer cannot simply call a producer function have more values to generate and so might not yet be ready to return. With tasks, the producer and consumer can both run as long as they need to, passing values back and forth as necessary. Julia provides

coroutines: Julia Tasks allow suspending and resuming computations for I/O, event handling, producer-consumer processes, and similar patterns. Tasks can synchronize through operations like wait and fetch, be done. An example is the producer-consumer problem, where one complex procedure is generating values and another complex procedure is consuming them. The consumer cannot simply call a producer function have more values to generate and so might not yet be ready to return. With tasks, the producer and consumer can both run as long as they need to, passing values back and forth as necessary. Julia provides

coroutines: Julia Tasks allow suspending and resuming computations for I/O, event handling, producer-consumer processes, and similar patterns. Tasks can synchronize through operations like wait and fetch, be done. An example is the producer-consumer problem, where one complex procedure is generating values and another complex procedure is consuming them. The consumer cannot simply call a producer function have more values to generate and so might not yet be ready to return. With tasks, the producer and consumer can both run as long as they need to, passing values back and forth as necessary. Julia provides

coroutines: Julia Tasks allow suspending and resuming computations for I/O, event handling, producer-consumer processes, and similar patterns. Tasks can synchronize through operations like wait and fetch, be done. An example is the producer-consumer problem, where one complex procedure is generating values and another complex procedure is consuming them. The consumer cannot simply call a producer function have more values to generate and so might not yet be ready to return. With tasks, the producer and consumer can both run as long as they need to, passing values back and forth as necessary. Julia provides

coroutines: Julia Tasks allow suspending and resuming computations for I/O, event handling, producer-consumer processes, and similar patterns. Tasks can synchronize through operations like wait and fetch, be done. An example is the producer-consumer problem, where one complex procedure is generating values and another complex procedure is consuming them. The consumer cannot simply call a producer function have more values to generate and so might not yet be ready to return. With tasks, the producer and consumer can both run as long as they need to, passing values back and forth as necessary. Julia provides

coroutines: Julia Tasks allow suspending and resuming computations for I/O, event handling, producer-consumer processes, and similar patterns. Tasks can synchronize through operations like wait and fetch, be done. An example is the producer-consumer problem, where one complex procedure is generating values and another complex procedure is consuming them. The consumer cannot simply call a producer function have more values to generate and so might not yet be ready to return. With tasks, the producer and consumer can both run as long as they need to, passing values back and forth as necessary. Julia provides