(11/24) AI Development Trending = Unprecedented49 AI = Benefits & Risks50 AI Development = Benefits & Risks The widely-discussed benefits and risks of AI – top-of-mind for many – generate warranted Intelligence: A Modern Approach’ (link here), and their views still hold true. Highlights follow… …the benefits: put simply, our entire civilization is the product of our human intelligence. If we have access persuasion…biased decision making… impact on employment…safety-critical applications…cybersecurity… AI = Benefits & Risks Source: Stuart Russell and Peter Norvig, ‘Artificial Intelligence: A Modern Approach’51

revenue. Chris Hyams CEO 10 AI in the EnterpriseLesson 3 Start now and invest early How Klarna benefits from AI knowledge compounding AI is rarely a plug-and-play solution—use cases grow in sophistication sophistication and impact through iteration. The earlier you start, the more your organization benefits from compounding improvements. Klarna, a global payments network and shopping platform, introduced a the customer experience. By investing early and encouraging broad adoption, Klarna is seeing AI’s benefits compound—driving returns
 across its business. 11 AI in the EnterpriseThis AI breakthrough in customer

debit. Addressing technical debt early may hurt short-term productivity, but provides long-term benefits. Technical debt can be minimized with effective architectures and owners, use of automated and articles 10 Contracting Contracting is a challenging, but critical, element in attaining the benefits of Agile practices. Long contracting timelines and costly change requests have become major hurdles faster under a single- award IDIQ than under a multiple-award; however, a single award loses the benefits of continuous competition and the ability to switch easily among contractors in cases of unsatisfactory

parts of the government that do everything from issue driver’s licenses, to distribute unemployment benefits, to regulate fish and wildlife. In 2012 they oversaw eighty requests totaling more than $400

environment. Helps identify compensatory behaviors and workarounds driven by un/usability ii. Same benefits applies with internal customers (infrastructure, operations, etc.) iii. Gene Kim – “One of the

[governance] process involve project sponsors (1) developing a formal proposal that incorporates estimated benefits, risks, and resource requirements and (2) submitting the proposal to decision makers who select

existing global variable. This addresses both issues while preserving the "programming at scale" benefits of the 1.0 behavior: global variables have no spooky effect on the meaning of code that may be all processes other than process 1. As a result, adding 2 or more processes is required to gain benefits from parallel processing methods like pmap. Adding a single process is beneficial if you just wish and user code should only access them directly if this is stated to be the API. This has several benefits: • Package developers are freer to change the implementation without breaking user code. • Methods

existing global variable. This addresses both issues while preserving the "programming at scale" benefits of the 1.0 behavior: global variables have no spooky effect on the meaning of code that may be all processes other than process 1. As a result, adding 2 or more processes is required to gain benefits from parallel processing methods like pmap. Adding a single process is beneficial if you just wish and user code should only access them directly if this is stated to be the API. This has several benefits: • Package developers are freer to change the implementation without breaking user code. • Methods

existing global variable. This addresses both issues while preserving the "programming at scale" benefits of the 1.0 behavior: global variables have no spooky effect on the meaning of code that may be all processes other than process 1. As a result, adding 2 or more processes is required to gain benefits from parallel processing methods like pmap. Adding a single process is beneficial if you just wish and user code should only access them directly if this is stated to be the API. This has several benefits: • Package developers are freer to change the implementation without breaking user code. • Methods

existing global variable. This addresses both issues while preserving the "programming at scale" benefits of the 1.0 behavior: global variables have no spooky effect on the meaning of code that may be all processes other than process 1. As a result, adding 2 or more processes is required to gain benefits from parallel processing methods like pmap. Adding a single process is beneficial if you just wish and user code should only access them directly if this is stated to be the API. This has several benefits: • Package developers are freer to change the implementation without breaking user code. • Methods