STARWEST 2026 - Test Management

Customize your STARWEST 2026 experience with sessions covering test management.

Sunday, September 20

Jonathan Kauffman
Coveros, Inc.

AI for Testers

Sunday, September 20, 2026 - 8:30am to Monday, September 21, 2026 - 5:00pm
Jeff Payne
Coveros

Strategies for Testing AI-Based Systems

Sunday, September 20, 2026 - 8:30am to Monday, September 21, 2026 - 5:00pm
Jeff Pierce
Coveros

Fundamentals of AI—ICAgile Certification (ICP-FAI)

Sunday, September 20, 2026 - 8:30am to Monday, September 21, 2026 - 5:00pm

Fundamentals of Agile Test Automation—ICAgile Certification (ICP-ATA)

Sunday, September 20, 2026 - 8:30am to Monday, September 21, 2026 - 5:00pm

Software Tester Certification Foundation Level—ISTQB CTFL v4.0

Sunday, September 20, 2026 - 8:30am to Tuesday, September 22, 2026 - 5:00pm

Monday, September 21

Tariq King
Test IO, an EPAM Company
MA

Testing from the Inside: AI-Assisted Unit Testing Edition

New
Monday, September 21, 2026 - 8:30am to 12:00pm

Want to level up your testing and development skills while harnessing the power of AI? In today’s environments, shifting left is more important than ever to catch bugs early and accelerate delivery. Traditional software testing teaches you to think outside the box from a user’s perspective—but some of the best insights come from looking inside the box, analyzing the code itself, and applying AI to make testing faster and smarter. Join Tariq King as he walks you through the fundamentals of program-based testing, now enhanced with AI assistance. Learn how to apply techniques such as testing...

Chris Loder
Privacy Analytics
MB

Test Automation: How to Start and Succeed

Monday, September 21, 2026 - 8:30am to 12:00pm

Many organizations invest a lot of effort in test automation at the system level but then have serious problems as their product matures and changes over time. As a leader, how can you ensure that your new automation efforts will get off to a good start? What can you do to ensure that your automation work provides continuing added value? Chris Loder will explain the critical issues you need to know to get a good start, and he will share his extensive experience in building great automation. He covers the most important management issues you should address for test automation success,...

Jule Gardiner
EPAM Systems
MD

The How and When of Communication

Monday, September 21, 2026 - 8:30am to 12:00pm

Ever struggled to communicate test progress, influence a stakeholder, or win support for a quality improvement initiative? Do you find it hard to help developers appreciate the value of building testing into the lifecycle? Have you seen ineffective communication reduce the chances of gaining approval for AI initiatives or other important changes? If the answer to any of these questions is yes, then this session is for you. Julie Gardiner shares key ingredients for getting your message across more effectively. She introduces a communication model she has used for nearly 25 years in her...

ME

Getting Started with AI-Driven Automation

Monday, September 21, 2026 - 8:30am to 12:00pm

AI has been rapidly changing the way we approach software testing. Traditional test automation is time-consuming to create and breaks down easily in the presence of change. Thankfully, AI is helping testing teams create less procedural, more resilient tests that are able to self-heal in the presence of modern, rapidly changing, highly dynamic production systems. This sounds great, but you may be asking yourself: How do I get started? What additional skills do I need to learn? What tools are available for me to start using, right now? Join Dionny Santiago as he breaks down different AI...

Andrew Knight
Cycle Labs
MF

Stop Guessing and Start Planning with Better Behavior Discovery

Monday, September 21, 2026 - 8:30am to 12:00pm

Are you tired of working on user stories that seem to be missing vital details for testing? Are you frustrated with being left out of vital design conversations? Or are you fed up with sizing estimates that never turn out to be true to reality? Then it’s time to stop guessing your way through product development and start planning it with better behavior discovery. In this tutorial, we will learn how three vital roles – business, development, testing – can collaborate on what features to build and test through the structured activities of story mapping and example mapping. We will practice...

Kevin Pyles
FamilySearch
MI

Forming Your Agent Team: From LLM to Agent

New
Monday, September 21, 2026 - 8:30am to 12:00pm

The conversation around AI has already moved beyond prompts and chatbots. Today's engineering teams are beginning to build agents that can reason, use tools, and perform meaningful work. While many professionals have experimented with large language models (LLMs), far fewer understand how agents actually work or how to build one themselves. In this hands-on tutorial, you'll move beyond simply using AI and begin building with it. Through practical exercises and real-world examples, you'll learn the foundations of modern agentic systems and follow the evolution from LLM to agent. Along the...

Adam_Auerbach
EPAM Systems
MJ

Becoming an AI-Native Testing Organization

New
Monday, September 21, 2026 - 1:00pm to 4:30pm

AI is changing how software is designed, built, and validated. As industries transition to AI-native product development, testing organizations must adapt their practices and skills. Manual testing is no longer enough; traditional automation should be enhanced with AI-driven quality engineering, autonomous agents, and data-powered tactics for faster and more reliable product delivery. Join Adam Auerbach to explore what it means to become an AI-Native Testing Organization. He will outline the AI-native software development lifecycle (SDLC) and highlight necessary changes in quality...

Tariq King
Test IO, an EPAM Company
ML

A Quality Engineering Introduction to AI and Machine Learning

Monday, September 21, 2026 - 1:00pm to 4:30pm

Although there are several controversies and misunderstandings surrounding AI and machine learning, one thing is apparent — people have quality concerns about the safety, reliability, and trustworthiness of these types of systems. Not only are ML-based systems shrouded in mystery due to their largely black-box nature, they also tend to be unpredictable since they can adapt and learn new things at runtime. Validating ML systems is challenging and requires a cross-section of knowledge, skills, and experience from areas such as mathematics, data science, software engineering, cyber-security,...

Chris Loder
Privacy Analytics
MO

Automation Framework Essentials

Monday, September 21, 2026 - 1:00pm to 4:30pm

Automation is critical in today’s software delivery lifecycle, and yet many organizations struggle to keep their automation running. How can we mitigate difficulties and get consistent automation runs and results we can trust? The secret is implementing a solid automation framework, but that isn’t as easy as it seems. Chris Loder has built several automation frameworks over his career and has learned what works—and, more importantly, what doesn’t. This tutorial will cover what an automation framework is, the benefits of having one, and the keys to a successful framework, including...

Kevin Pyles
FamilySearch
MP

Leading Your Agent Team: From Agent to Agentic Orchestration

New
Monday, September 21, 2026 - 1:00pm to 4:30pm

Building an agent is only the beginning. The next wave of AI innovation is being driven by teams of specialized agents working together to solve increasingly complex problems. As organizations move beyond individual agents and toward coordinated AI systems, a new challenge emerges: how do you lead, coordinate, and govern intelligent teams? In this hands-on tutorial, you'll move beyond creating agents and begin learning how to orchestrate them. Through practical exercises and real-world examples, you'll explore how specialized agents can collaborate, share responsibilities, and work...

Andrew Knight
Cycle Labs
MQ

Building Apps and Tests Together with AI: Agentic Spec-Driven Development

New
Monday, September 21, 2026 - 1:00pm to 4:30pm

What if you could turn ideas into working software with tests to prove it, using AI as your collaborator? This hands-on half-day tutorial introduces agentic spec-driven development, a practical approach for building web apps and test automation together with AI coding agents like Claude, Cursor, Copilot, or Codex. Designed for testers and anyone involved in software development, this session shows how to define a clear project context and rules. You will write feature specs as structured markdown with user stories, design decisions, and acceptance criteria. Then you will use AI to generate...

MR

Test Smarter, Not Harder: How to Design Test Suites for Continuous Delivery

Monday, September 21, 2026 - 1:00pm to 4:30pm

Imagine: as soon as any developed functionality is submitted into the code repository, it is automatically subjected to the appropriate battery of tests and then released straight into the wild. Setting up the pipeline to do just that has become commonplace, but most organizations hit the same stumbling block: just what IS the appropriate battery of tests? Automated build pipelines don't always lend themselves well to the traditional stages of testing. In this hands-on tutorial, Melissa will introduce testers to the key principles of test case and test suite design that apply to...

Tuesday, September 22

Tariq King
Test IO, an EPAM Company
TC

Agentic AI: From Rules to Reasoning

New
Tuesday, September 22, 2026 - 8:30am to 12:00pm

AI agents have existed for decades, but generative AI has fundamentally changed what agents can do and how they are designed and built. Come and explore the evolution of AI agents across two major waves. First, learn the foundations of Agentic AI through agents built using rules, heuristics, and traditional machine learning, examining where these approaches excel and why they struggle with complexity, ambiguity, and scale. Then dive into the second wave of agents powered by generative AI and multimodal large language models. These modern agents can reason, plan, use tools, and interact...

Jonathan Kauffman
Coveros, Inc.
TF

Web Security Testing: The Basics and More

Tuesday, September 22, 2026 - 8:30am to 12:00pm

Web applications are often security critical or serve as front-ends for security critical applications, making web testing for vulnerabilities an essential part of software testing. Unfortunately, most software testers have not been taught how to identify web security issues while testing applications. Join Jonathan as he shares what you need to know to security test web-based applications as part of your overall testing process. Learn about the most common web security vulnerabilities and how they are introduced into web code and exploited by hackers. Explore test techniques for ensuring...

TG

Holistic Performance Testing for Modern Applications

Tuesday, September 22, 2026 - 8:30am to 12:00pm

With the advent of frameworks like Angular, React, and Vue, the landscape of application performance has changed significantly in terms of testing and measurement. Gone are the days of measuring response time as a single value based on back-end performance. In modern web and mobile applications, additional layers need to be peeled apart at the front end to truly understand its performance characteristics. Traditional approaches to performance testing are no longer sufficient to provide a delightfully responsive user experience. Join Kaushal Dalvi as he details new developments in the...

Júlio de Lima
Capco, a Wipro Company
TH

AI-Driven API Test and Automation

Tuesday, September 22, 2026 - 8:30am to 12:00pm

In this tutorial, you’ll learn how to use GenAI to implement and test a REST API from scratch. Using Cursor as your development environment, you’ll be guided through a hands-on experience that combines powerful tools like Mocha, Supertest, k6, and GitHub Actions to implement automated testing and continuous integration. Under the guidance of Julio de Lima, you’ll first dive into essential REST API architecture concepts to build a solid foundation. Then, with the support of GenAI, you’ll generate and refine your API, create functional test cases, and automate them to validate behavior and...

Mike_Sowers
Coveros
TI

Agile Test & Transformation Leadership in Action

Tuesday, September 22, 2026 - 8:30am to 12:00pm

Leading and driving change in our companies, organizations, and teams can be as difficult as pushing a wet rope uphill! Even with the best processes and tools, we may not achieve our business and customer satisfaction goals when our environment is stuck in the status quo. Ultimately, transforming an organization is about changing culture. Our values, beliefs, goals, assumptions, purpose, priorities, and other factors influence culture. Test managers and leaders are critical players in driving cultural change. Mike Sowers will explore the key attributes of being a Test Transformation Leader...

Janna Loeffler
Industry Expert
Cara Moccia
Industry Expert
TL

From PRD to Production: Designing a Test Strategy That Actually Works

New
Tuesday, September 22, 2026 - 1:00pm to 4:30pm

Most test strategies don’t fail in execution. They fail before testing even begins. They start too late, focus too narrowly on automation, and miss the one thing that actually matters: understanding what we are building and why. Janna and Cara will walk you through building a modern test strategy from the ground up, starting with the product requirements document (PDR) and carrying that intent through test design, execution, and measurement. They will break down a practical, end-to-end approach to quality strategy that connects product intent to engineering reality. You will learn how to...

Ken Johnston
Envorso
TM

AiGovOps for Testers: Validating AI Systems You Can Ship — and Defend

New
Tuesday, September 22, 2026 - 1:00pm to 4:30pm

AI is in the systems you're testing — and the rules just changed. With the EU AI Act in full enforcement, 250+ U.S. state bills in motion, and audit demands rising, "we tested it" is no longer enough. Regulators, customers, and your own legal team want evidence: who validated what, against which risks, with what controls running when the model shipped. The good news: testers are the natural front line for AI governance. You already own validation, traceability, and the test-evidence chain that auditors will ask for. The opportunity is to make that work load-bearing for AI systems — and to...

Mike_Sowers
Coveros
TP

Quality and Testing Measures and Metrics

Tuesday, September 22, 2026 - 1:00pm to 4:30pm

To be most effective, leaders—including development and testing managers, ScrumMasters, product owners, and IT managers—need metrics to help direct their efforts and make informed recommendations about the software’s release readiness and associated risks. Because one important evaluation activity is to “measure” the quality of the software, the progress and results of both development and testing must be measured. Collecting, analyzing, and using metrics are complicated because developers and testers often are concerned that the metrics will be used against them. Join Jeff Pierce as he...

Ryan Lee
Trident Advisors
TR

AI-Enabled SDLC: Let the Robot Do the Work

New
Tuesday, September 22, 2026 - 1:00pm to 4:30pm

Theory is great, but what about getting your hands dirty with some real problem-solving? This tutorial is about building your own AI Operating System that you'll take home and use immediately. Join Melissa Benua and Ryan Lee for a hands-on session where you'll construct a personalized AI toolkit that solves YOUR specific testing problems, regardless of your coding background. We'll start by deconstructing the modern SDLC, the same one you're already working in, and show you exactly where AI accelerates each phase. Then we'll prove a critical insight: code is now cheap. AI can generate...

Wednesday, September 23

Filip Hric
Replay.io
K2

Tester 2.0—Becoming Indispensable in the Age of AI

Wednesday, September 23, 2026 - 10:00am to 11:00am

Over the past few months, it has become clear that human testing expertise isn't going anywhere. However, surviving the AI era is not the same as thriving in it; simply "not being replaced yet" isn’t the same as being future-ready. With code being produced faster than ever and teams getting leaner, there seems to be a growing gap between code velocity and code quality. Are we just going to have to live with the fact that software quality is in decline? The answer is "no, but..." While some things stay the same, testers of tomorrow need to prepare for the trials ahead. Advocates for quality...

Iterable
W5

Automating the Migration: Scaling Cypress to Playwright Migrations with AI-Driven Velocity

Preview
Wednesday, September 23, 2026 - 11:30am to 12:30pm

The decision to migrate from Cypress to Playwright is often stalled by the sobering reality of the manual effort required to rewrite extensive test suites. Traditionally, this involves months of tedious refactoring and logic translation that drains engineering resources and delays critical innovation. In this session, Ryan Song reveals a high-velocity framework designed to automate the heavy lifting of framework transition using Generative AI. He will move beyond simple prompts to explore a structured AI pipeline capable of handling complex asynchronous logic, custom commands, and...

W8

AI-Assisted Accessibility Testing: Generating WCAG-Focused Checks with Playwright MCP and LLM CLI

Wednesday, September 23, 2026 - 1:30pm to 2:30pm

Accessibility testing is critical, yet often under-tested due to limited expertise, time constraints, and manual effort. While tools exist, teams still struggle to translate WCAG guidelines into actionable, repeatable automated checks. In this session, Sidhartha will explore how AI can responsibly assist accessibility testing — not by replacing standards or human judgment, but by bridging the gap between guidelines and executable tests. Using Playwright MCP together with an LLM CLI, Sidhartha will demonstrate how AI can: interpret WCAG requirements, generate meaningful accessibility test...

Gregory Goldshteyn
Fox Corporation
W11

Herding Cats in the Cloud: QA Strategies for Non-Deterministic "Agentic" Workflows

Wednesday, September 23, 2026 - 1:30pm to 2:30pm

The era of "AI Agent writes code" (2025) is over. In 2026, we face the reality of Agentic Orchestration, where autonomous agents (Sales, Support, Operations) interact to execute complex, non-deterministic workflows. As QA leaders, how do we test a system where the output changes every time it runs? Traditional "Given-When-Then" assertions are obsolete. A critical failure is "State Synchronization Failure" (Agent A using stale data updated by Agent B)—a distributed systems bug that conventional automation cannot detect. This session explores Agent Reliability Engineering. Gregory will...

Christopher Leek
ClearStar, Inc.
W12

Making Exploratory Testing Data-Driven with Pareto Analysis

Wednesday, September 23, 2026 - 1:30pm to 2:30pm

This session presents a disciplined approach to exploratory testing that combines component-level defect analysis with focused and data-driven test charter design. Christopher will demonstrate how to decompose an application into meaningful components, consistently map defects to those components, and apply Pareto analysis to identify the areas responsible for the majority of defects. These high-risk components then become the basis for targeted exploratory test charters that summarize relevant defect history and provide testers with concrete test ideas and heuristics. Each exploratory...

Niranjan Maharajh
Johnson & Johnson MedTech
W13

Beyond Coverage: Governing GenAI-Generated Tests with Metrics Leaders Can Trust

Wednesday, September 23, 2026 - 2:45pm to 3:45pm

Generative AI has created a new risk for quality leaders: "Coverage Theater." This occurs when AI-generated test suites inflate code coverage metrics to record highs while silently reducing assertion quality, leaving teams with green dashboards but escaping defects. In this session, Niranjan will dismantle this illusion by implementing a Quality Governance Audit using two advanced metrics that reveal what coverage hides. He will introduce the Assertion Strength Index (ASI), a scoring framework that rates tests from generic "existence checks" to rigorous business validation, exposing GenAI’...

Lola Longe
Sam Houston State University
W15

Testing AI Systems That Change Over Time

Wednesday, September 23, 2026 - 2:45pm to 3:45pm

Modern software systems increasingly rely on AI-driven features such as recommendations, copilots, and automated decision-making. Unlike traditional software, these systems evolve over time as data changes and user behavior shifts, making them difficult to test using deterministic test cases alone. Many testing teams struggle with unpredictable outputs, flaky tests, and failures that only appear after deployment. In this session, Dr. Longe will address the challenge of testing AI-enabled systems that change over time and explain how testers can adapt familiar testing principles to these...

Alison Wade
Coveros
K3

The Future of Test Automation: Trends, Challenges, and Your Burning Questions - Panel

Wednesday, September 23, 2026 - 4:15pm to 5:15pm

Test automation is evolving at an unprecedented pace, driven by AI, continuous testing, and the ever-increasing complexity of modern software development. Join us for an engaging panel discussion where industry experts will explore the latest trends in test automation, including AI-powered testing, low-code/no-code automation, and the role of testers in a rapidly changing landscape. This session will also serve as an open forum for attendees to ask any lingering questions from the conference. Whether it’s about the future of automation, best practices, or the impact of AI on testing roles...

Thursday, September 24

Kulas Angeles
Sun Life
K4

The Quality Engineering Mindset: High-Performance Frameworks for Career and Personal Growth

Thursday, September 24, 2026 - 8:30am to 9:30am

Success in software testing depends on more than technical know-how—it requires a unique set of skills that can elevate both your work and your personal growth. The mindset, habits, and analytical approach testers develop are powerful assets for thriving in an ever-changing world. The core skills honed as a tester—curiosity, critical thinking, adaptability, and clear communication—are exactly what you need to solve complex problems, make smart decisions, and drive improvement in any domain. Kulas explores how the essential skills of a software tester—like questioning assumptions, focusing...

Svetlana Stogni
EPAM Systems
T1

AI Enablement at Scale: How to Lead an Organization Through a Successful AI Transformation

Thursday, September 24, 2026 - 9:45am to 10:45am

As AI rapidly moves from experimentation to a core organizational capability, many companies struggle not with models or tools—but with transformation itself. In this talk, Svetlana Stogni shares real-world experiences of leading AI enablement transformations at the organizational level. You will learn how to assess AI readiness, review existing PDLC processes, run rapid assessments, and establish continuous health monitoring to guide sustainable change. The session covers practical approaches to AI tools and platform setup, driving adoption across teams, defining performance and...

Sunita Mccoy
Yum! Brands
T2

Quality Made Modern: The 2026 CoE Glow‑Up

Thursday, September 24, 2026 - 9:45am to 10:45am

Traditional Testing Centers of Excellence, once built for control, standardization, and governance, are struggling to keep pace with today’s AI‑driven, platform‑centric engineering landscape. Many organizations face the same challenge: fragmented testing practices, tool sprawl, inconsistent automation maturity, and a CoE model that feels more like a bottleneck than a value engine. In this session, Sunita will walk through how a modernized CoE can flip that script by shifting from enforcement to enablement, embedding quality into platform engineering, leveraging observability for real‑time...

T3

Testing Event-Driven Systems Without Losing Your Sanity: Practical Patterns for AWS Serverless and Asynchronous Workflows

Thursday, September 24, 2026 - 9:45am to 10:45am

Event-driven architectures promise speed and scale, but they also introduce testing pain: eventual consistency, non-deterministic timing, duplicated events, and failures that only appear in production. In this talk, Parthiban will share a practical, field-tested approach he has used while leading distributed teams building regulated FinTech workloads on AWS serverless components such as Lambda, EventBridge, Step Functions, SQS, and API Gateway. He’ll start with the common failure patterns that make traditional end-to-end testing brittle, slow, and expensive. Next, he will walk through how...

Poorva Dixit
Guardant Health
T8

Global Teams, Unified Quality—Building a Single Quality Mindset Across Borders

Thursday, September 24, 2026 - 11:15am to 12:15pm

In the world of Quality Engineering, the distance between "Developer" and "Tester" is already a challenge. Add 8,000 miles and a 12-hour time difference, and that gap can become a canyon where bugs hide and requirements die. Poorva Dixit, a Senior Manager with nearly two decades of experience in QA and Test Automation, argues that successful offshore leadership isn't about micromanagement, it's about rigorous process and radical human connection. This session unpacks the "One Team" framework: a methodology for erasing the line between onshore strategy and offshore execution. Attendees will...

T10

Testing the Untestable: How to Validate Cloud‑Dependent Features You Don’t Fully Own and Control

Thursday, September 24, 2026 - 11:15am to 12:15pm

Today’s software relies on a collection of cloud services, shared platforms, and third‑party tools, many of which your teams don’t own, control, or even fully understand. Yet when something goes wrong, customers don’t blame the cloud provider or the external API. They blame your product. That puts testers in a tough spot: how do you ensure quality when key parts of the system are unpredictable, unavailable, or outside your team’s reach? This session explores how to build confidence in features that depend on other teams and the ever‑changing cloud. The session will look at practical ways...

Nixalkumar Patel
LG Electronics
T13

Taming the Stochastic Beast: Building AI Evaluation Pipelines for GenAI Releases

Thursday, September 24, 2026 - 1:30pm to 2:30pm

If you've ever shipped a GenAI feature wondering “is this actually good enough?”, you're not alone. Traditional pass/fail QA breaks down when outputs are non-deterministic, and teams end up making release decisions based on subjective “vibe checks” rather than data. This session shows how Product Managers can partner with QA to replace intuition with a systematic AI evaluation pipeline. You'll learn how to define quality as measurable dimensions (groundedness, tone, helpfulness, safety), build a representative test set, and design rubrics that align product goals with engineering...

Katryna Peart
Independent Researcher, AI Governance
T23

RAG Testing That Holds Up: Evaluating LLMs for Faithfulness, Boundaries, and Trust

Preview
Thursday, September 24, 2026 - 3:00pm to 4:00pm

Many teams are adopting RAG to constrain LLMs to internal documents, policies, and knowledge bases, but “using RAG” does not guarantee trustworthy behavior. In practice, models still hallucinate, blend outside knowledge, ignore source boundaries, and produce confident answers that are not supported by retrieved evidence. Traditional test approaches (happy-path assertions, correctness spot checks, performance metrics) often miss these failures because the output reads plausibly correct. Drawing from real evaluation work on document-constrained enterprise systems, this session...

Anna Petrosyan
Acba Bank
T24

Scaling Quality with AI: How We Built Agent-Based QA and a Secure Internal GPT

Thursday, September 24, 2026 - 3:00pm to 4:00pm

As financial systems grow in scale and regulatory complexity, traditional QA approaches struggle to keep pace with the volume of requirements, risks, and test artifacts that must be continuously reviewed and maintained. In regulated fintech environments, QA teams must balance speed, accuracy, and compliance—often relying on manual effort that does not scale. This session presents a real-world case study of how the Acba Bank QA organization evolved from manual, human-heavy processes to an AI-assisted quality ecosystem built around purpose-driven AI agents and a secure, in-house GPT platform...

Chris Loder
Privacy Analytics
K5

Cartoon Logic, Real Automation: What We Learned from Saturday Morning Cartoons

Thursday, September 24, 2026 - 4:15pm to 5:15pm

Do you remember sitting in front of the TV on Saturday mornings, bowl of cereal in hand, glued to your favorite cartoons? In this interactive session, Chris Loder brings that nostalgia to life, and invites you to help connect the dots between classic cartoon wisdom and modern test automation practices. Through real-time audience participation, live polls, and open discussion, we'll explore how characters like Scooby Doo®, Wile E. Coyote®, and Bugs Bunny® accidentally (or cleverly) taught us principles that apply directly to automation strategy, code reuse, and team collaboration. What can...