AI Will Likely Do in Ten Years, per ChatGPT Source: ChatGPT (5/15/25) AI = Circa 2035?36 AI Development Trending = Unprecedented37 Machine-Learning Model* Trending = In 2015... Industry Surpassed Academia Models by Sector – 2003-2024, per Stanford HAI Annual New Notable Machine-Learning Models AI Development Trending = Unprecedented38 AI Developer Growth (NVIDIA Ecosystem as Proxy) = +6x to 6MM Developers to reach 2 million.’ Source: NVIDIA blog posts, press releases, & company overviews +6x AI Development Trending = Unprecedented Global Developers in NVIDIA Ecosystem (MM) – 2005-2025, Per NVIDIA39

create progressively more resilient systems with higher degrees of assurance 3. Ch. 20 – Convert Local Discoveries into Global Improvements a. USE CHAT ROOMS AND CHAT BOTS TO AUTOMATE AND CAPTURE ORGANIZATIONAL FOR OUR ENTIRE ORGANIZATION i. Firm-wide shared source code repository is powerful way to share local discoveries to the entire organization 1. Configuration standards for libraries, infrastructure NFRs. Codify these into the tests and pipeline f. BUILD REUSABLE OPERATIONS USER STORIES INTO DEVELOPMENT i. Goal – make recurring work as repeatable and deterministic as possible; standardize and automate

when we have an annual schedule for software releases, where an entire year’s worth of code that Development has worked on is released to production deployment. Like in manufacturing, this large batch release 1. In the book Implementing Lean Software Development: From Concept to Cash, Mary and Tom Poppendieck describe waste and hardship in the software development stream as anything that causes delay for result. The following categories of waste and hardship come from Implementing Lean Software Development unless otherwise noted: a. Partially done work: b. Extra processes: c. Extra features: d.

programming. While some support of WSGI is available in the tornado.wsgi module, it is not a focus of development and most applications should be written to use Tornado’s own interfaces (such as tornado.web) directly network-level access controls (for example, assuming that a server on 127.0.0.1 can only be accessed by the local machine) should guard against DNS rebinding by validating the Host HTTP header. This means passing reloading If you pass debug=True to the Application constructor, the app will be run in debug/development mode. In this mode, several features intended for convenience while developing will be enabled

programming. While some support of WSGI is available in the tornado.wsgi module, it is not a focus of development and most applications should be written to use Tornado’s own interfaces (such as tornado.web) directly between asyncio and Tornado Utilities tornado.autoreload — Automatically detect code changes in development tornado.concurrent — Work with Future objects tornado.log — Logging support tornado.options — Command-line network-level access controls (for example, assuming that a server on 127.0.0.1 can only be accessed by the local machine) should guard against DNS rebinding by validating the Host HTTP header. This means passing

Global Scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 106 10.2 Local Scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 106 10.3 Constants the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 166 12.12 Defining methods in local scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . 169 13 Constructors 171 13.1 Outer 25.7 Channels and RemoteChannels . . . . . . . . . . . . . . . . . . . . . . . . . . . . 319 25.8 Local invocations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 321 25.9 Shared

Global Scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 106 10.2 Local Scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 106 10.3 Constants the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 166 12.12 Defining methods in local scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . 169 13 Constructors 171 13.1 Outer 25.7 Channels and RemoteChannels . . . . . . . . . . . . . . . . . . . . . . . . . . . . 319 25.8 Local invocations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 321 25.9 Shared

Global Scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 113 11.2 Local Scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 113 11.3 Constants the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 175 13.12 Defining methods in local scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . 178 14 Constructors 180 14.1 Outer 26.7 Channels and RemoteChannels . . . . . . . . . . . . . . . . . . . . . . . . . . . . 343 26.8 Local invocations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 345 26.9 Shared

Global Scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 113 11.2 Local Scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 113 11.3 Constants the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 175 13.12 Defining methods in local scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . 178 14 Constructors 180 14.1 Outer 26.7 Channels and RemoteChannels . . . . . . . . . . . . . . . . . . . . . . . . . . . . 344 26.8 Local invocations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 346 26.9 Shared

Global Scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 113 11.2 Local Scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 113 11.3 Constants the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 175 13.12 Defining methods in local scope . . . . . . . . . . . . . . . . . . . . . . . . . . . . 178 14 Constructors 180 14.1 Outer 26.7 Channels and RemoteChannels . . . . . . . . . . . . . . . . . . . . . . . . . . . . 343 26.8 Local invocations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 345 26.9 Shared