Admin Costs Margins Marketing Spend Effectivity ROIC Revenues Sales Productivity Customer Service Production / Output Revenue-Focused Cost-Focused ‘Traditional’ Enterprise AI Adoption = Rising Pre-Clinical Candidate Status marks the point at which a lead molecule (or biologic) has satisfied all discovery-stage gates and is officially handed off to the development organization for work related to beginning ‘Insilico Medicine Reports Benchmarks for its AI-Designed Therapeutics’ (2/25) AI-Driven Drug Discovery – 2021-2024, Per Insilico Medicine, Cradle & BioPharmaTrend Months to Pre-Clinical Candidate Status

Em Campbell-Pretty - $200M, All streams of work were significantly behind schedule. Surprising discovery: only 50% of the source code in Dev/Test environments matched Prod. They fixed forward, but changes – continually ensure all environments are synchronized and consistent e. ENABLE AUTOMATED SELF-SERVICE DEPLOYMENTS i. As a result of compliance, oversight, and control needs separate Operations groups deployment ii. Shows readiness of production environments at a glance iii. Provides push-button, self-service for any suitable version into production iv. Record automatically for auditing who and what commands

We can think of the project team and its sponsors and stakeholders as embarking on a voyage of discovery and innovation, during which they begin with a goal in mind and empirically find and test hypotheses Leadership in the Age of Agility. Before joining AWS he was the CIO of US Citizenship and Immigration Service (part of the Department of Homeland Security), CIO of Intrax, and CEO of Auctiva. He has an MBA

methods to log users in via these sites and, where applicable, methods to authorize access to the service so you can, e.g., download a user’s address book or publish a Twitter message on their behalf. Here argument is passed to listen() you can run the program multiple times to create a multi-process service. 2. add_sockets: multi-process: sockets = bind_sockets(8888) tornado.process.fork_processes(0) more complicated, but it can be used with tornado.process. fork_processes to run a multi-process service with all worker processes forked from a single parent. add_sockets can also be used in single-process

methods to log users in via these sites and, where applicable, methods to authorize access to the service so you can, e.g., download a user’s address book or publish a Twitter message on their behalf. Here argument is passed to listen() you can run the program multiple times to create a multi-process service. 2. add_sockets: multi-process: sockets = bind_sockets(8888) tornado.process.fork_processes(0) more complicated, but it can be used with tornado.process.fork_processes to run a multi-process service with all worker processes forked from a single parent. add_sockets can also be used in single-process

sidecar container will include: 1. A logging agent to push logs to a platform centralized logging service. 2. Container policy enforcement. This includes ensuring container hardening from DCAR containers notifications when there is anomalous behavior. 4. Vulnerability Management 5. A service mesh proxy to connect to the service mesh 6. Zero Trust down to the container level. Zero trust requires strict Program-specific Log Storage and Retrieval Service 2. Service Mesh 3. Program-specific artifact repository 4. Runtime Behavior Analysis Artificial Intelligence (AI) service 5. DCAR for the hardened containers

Respond to the rapidly changing competitive landscape 2. Provide stable, reliable, and secure service to the customer b. THE BUSINESS VALUE OF DEVOPS i. Code and change deployments (thirty times more iii. Production deployments (sixty times higher change success rate) iv. Mean time to restore service (168 times faster) 4. An Introduction to The DevOps Handbook xxi 5. PART I—THE THREE WAYS 1 a desired iv. Operations – the team responsible for maintaing the production environment and ensuring service levels are met v. Infosec – team responsible for securing systems and data vi. Release Managers

Operation Framework study found the best-performing organization were better at diagnosing & fixing service incidents. 1. “Culture of Causality” 2. Used disciplined approach to solving problems using telemetry Collection at business logic, application, & environments layer a. Events, logs, & metrics b. Common service to centralize, rotate, and delete 2. Event router responsible for storing our events and metrics production changes iii. Tools – StatsD, JMX, codahale, New Relic, Prometheus, etc. f. CREATE SELF-SERVICE ACCESS TO TELEMETRY AND INFORMATION RADIATORS i. Spread the information – anyone who wants or needs

to network it I need… • a Service Mesh, but to secure it I need… • an automated Certificate Authority, and for more security I need… • a Container scanning and monitoring service, and to monitor it more • a Log Aggregation and Search service, but to install it I need… • root access on a bunch of servers, but I need more servers so I need… • an Infrastructure as a Service platform, but for high availability

platform, introduced a new AI assistant to streamline customer service. Within a few months, the assistant was handling two-thirds of all service chats—doing the work of hundreds of agents and cutting average invested heavily in our API to make it easier to customize and fine-tune models—whether as a self-service approach or using our tools and support. We worked closely with Lowe’s, the Fortune 50 home improvement team Uses it to answer 40,000 questions a year on policies, compliance, and more. The Customer Service team Automates the sentiment analysis of NPS surveys. 16 AI in the EnterpriseAnd the wins continue