Human-AI Teamwork: Master the Exotic Team Dynamics That Emerge When Collaborating with Advanced AI -- Or Be Outplayed
23 March 2026
BY SCOTT M. GRAFFIUS | ScottGraffius.com

Graffius, S. M. (2026, March 23). Human-AI Teamwork: Master the Exotic Team Dynamics That Emerge When Collaborating with Advanced AI -- Or Be Outplayed. ScottGraffius.com. https://scottgraffius.com/blog/files/human-ai-teamwork-master-the-emergent-exotic-team-dynamics-or-be-outplayed.html
Scott M. Graffius helps organizations unlock breakthrough performance and generate billions in value through AI, Agile, and advanced project, program, portfolio, and PMO leadership. He’s a practitioner, consultant, contractor, researcher, award-winning author, and keynote speaker who’s delivered 98 dynamic talks and workshops at conferences and other events across 25 countries.
This article provides a brief overview of his newest talk, "Human-AI Teamwork: Master the Exotic Team Dynamics That Emerge When Collaborating with Advanced AI — Or Be Outplayed."
The future of work isn’t coming — it’s already here. The leaders and organizations that thrive will be those who can align, mobilize, and elevate both human and human-AI teams. This dynamic session provides a practical, immediately usable diagnostic and strategic playbook for navigating the complexities of both human-only and human-AI teams, including the "exotic team dynamics" that emerge when advanced AI (agentic, autonomous, or autopoietic) joins the team.
Human–AI team collaboration—also known as hybrid intelligence, human–machine teaming, or joint cognitive systems—is here. If you want your teams to thrive in this new frontier, Scott M. Graffius delivers the insights and actionable strategies to get you there. Invite him to speak at your conference or other event.
Complete an engagement request form or email Graffius today.
This is the bibliography for "Human-AI Teamwork: Master the Exotic Team Dynamics That Emerge When Collaborating with Advanced AI — Or Be Outplayed" talk. The session was informed by Graffius' first-hand work in leadership, AI, and teamwork tradecraft (including the exotic team dynamics that emerge when advanced artificial intelligence collaborates as a teammate), and the following sources.

Scott M. Graffius is a strategic transformation leader who drives AI, Agile, and broader business and technology initiatives to deliver measurable value across projects, programs, portfolios, and PMOs. He is an expert in the teamwork tradecraft of both human and human-AI teams, including the “exotic team dynamics” that emerge. He is also an authority on the temporal patterns of social media, including the half-life of audience engagement.
He’s a practitioner, researcher, thought leader, award-winning author, and keynote speaker who’s taken the stage at 98 conferences and other events across 25 countries.
He’s delivered over $2.51 billion in value for Fortune 500 companies and other leaders in technology, entertainment, financial services, healthcare, and beyond.
Businesses, professional associations, government agencies, and universities use Graffius and feature his work. Examples include Adobe, Bayer, Boston University, Ford, Gartner, Harvard Medical School, IEEE, Johns Hopkins University, Microsoft, MSN, National Academy of Sciences, Oracle, Pinterest Inc., Project Management Institute, UC San Diego, Verizon, Yale University, and others.
The following sections provide additional information on his experience, contributions, and influence.
Experience
Graffius heads the professional services firm Exceptional PPM and PMO Solutions, along with its subsidiary Exceptional Agility. These consultancies offer strategic and tactical advisory, training, embedded expertise, and consulting services to the public, private, and government sectors. They help organizations enhance their capabilities and results in agile, project management, program management, portfolio management, and PMO leadership, supporting innovation and driving competitive advantage. The consultancies confidently back services with a Delighted Client Guarantee™.
Graffius is a former VP of project management with a publicly traded provider of diverse consumer products and services over the Internet. Before that, he ran and supervised the delivery of projects and programs in public and private organizations with businesses ranging from e-commerce to advanced technology products and services, retail, manufacturing, entertainment, and more.
He has experience with consumer, business, reseller, government, and international markets.
Award-Winning Author
Graffius has authored three books.
International Public Speaker
Organizations worldwide engage Graffius to present on tech (including AI), Agile, project management, program management, portfolio management, and PMO leadership. He crafts and delivers unique and compelling talks and workshops. Graffius has conducted 98 sessions across 25 countries. Select examples of events include Agile Trends Gov, BSides (Newcastle Upon Tyne), Conf42 Quantum Computing, DevDays Europe, DevOps Institute, DevOpsDays (Geneva), Frug’Agile, IEEE, Microsoft, Scottish Summit, Scrum Alliance RSG (Nepal), Techstars, and W Love Games International Video Game Development Conference (Helsinki), and more.
With an average rating of 4.81 (on a scale of 1-5), sessions are highly valued.
The speaker engagement request form is here.
Thought Leadership and Influence
Prominent businesses, professional associations, government agencies, and universities have showcased Graffius and his contributions—spanning his books, talks, workshops, and beyond. Select examples include:
Graffius has played a key role in the Project Management Institute (PMI) in developing professional standards. He was a member of multiple teams that authored, reviewed, and produced:
Additional details are here.
He was also a subject matter expert reviewer of content for the PMI’s Congress. Beyond the PMI, Graffius also served as a member of the review team for two of the Scrum Alliance’s Global Scrum Gatherings.
Acclaimed Authority on Teamwork Tradecraft

Graffius is a renowned authority on teamwork tradecraft. Informed by the research of Bruce W. Tuckman and Mary Ann C. Jensen, over 150 subsequent studies, and Graffius' first-hand professional experience with, and analysis of, team leadership and performance, Graffius created his "Phases of Team Development" intellectual property as a unique perspective and visual conveying the five phases of team development. First introduced in 2008 and periodically updated, his work provides a diagnostic and strategic guide for navigating team dynamics. It provides actionable insights for leaders across industries to develop high-performance teams. Its adoption by esteemed organizations such as Yale University, IEEE, Cisco, Microsoft, Ford, Oracle, Broadcom, the U.S. National Park Service, and the Journal of Neurosurgery, among others, highlights its utility and value, solidifying its status as an indispensable resource for elevating team performance and driving organizational excellence. In 2026, Graffius added human-AI teamwork—including the "exotic team dynamics" which emerge when advanced AI collaborates as a teammate—to his "Phases of Team Development."
The 2026 edition of Graffius' "Phases of Team Development" intellectual property is here.
Expert on Temporal Dynamics on Social Media Platforms

Graffius is also an authority on temporal dynamics on social media platforms. His "Lifespan (Half-Life) of Social Media Posts" research—first published in 2018 and updated annually—delivers a precise quantitative analysis of post longevity across digital platforms, utilizing advanced statistical techniques to determine mean half-life with precision. It establishes a solid empirical base, effectively highlighting the ephemeral nature of content within social media ecosystems. Referenced and applied by leading entities—such as Fast Company, GoDaddy, Journal of Hand Surgery (European Volume), Ministère de la Culture (French Ministry of Culture), Pinterest Inc., PNAS, and Telecommunications Policy, among others—his research exemplifies methodological rigor and sustained significance in the field of digital informatics.
The 2026 edition of Graffius "Lifespan (Half-Life) of Social Media Posts" research is here.
Education and Professional Certifications
Graffius has a bachelor’s degree in psychology with a focus in Human Factors. He holds eight professional certifications:
He is an active member of the Scrum Alliance, the Project Management Institute (PMI), and the Institute of Electrical and Electronics Engineers (IEEE).
Advancing AI, Agile, and Project/PMO Management
Scott M. Graffius continues to advance the fields of AI, Agile, and Project/PMO Management through his leadership, research, writing, and real-world impact. Businesses and other organizations leverage Graffius’ insights to drive their success.
Discover Scott’s Books
Connect with and follow Scott on LinkedIn, X, YouTube, Facebook, Threads, Bluesky, Mastodon, and ResearchGate.














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Graffius, S. M. (2026, March 23). Human-AI Teamwork: Master the Exotic Team Dynamics That Emerge When Collaborating with Advanced AI -- Or Be Outplayed. ScottGraffius.com. https://scottgraffius.com/blog/files/human-ai-teamwork-master-the-emergent-exotic-team-dynamics-or-be-outplayed.html

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Graffius, S. M. (2026, March 23). Human-AI Teamwork: Master the Exotic Team Dynamics That Emerge When Collaborating with Advanced AI -- Or Be Outplayed. ScottGraffius.com. https://scottgraffius.com/blog/files/human-ai-teamwork-master-the-emergent-exotic-team-dynamics-or-be-outplayed.html
Introduction
Scott M. Graffius helps organizations unlock breakthrough performance and generate billions in value through AI, Agile, and advanced project, program, portfolio, and PMO leadership. He’s a practitioner, consultant, contractor, researcher, award-winning author, and keynote speaker who’s delivered 98 dynamic talks and workshops at conferences and other events across 25 countries.
This article provides a brief overview of his newest talk, "Human-AI Teamwork: Master the Exotic Team Dynamics That Emerge When Collaborating with Advanced AI — Or Be Outplayed."
Synopsis of "Human-AI Teamwork: Master the Exotic Team Dynamics That Emerge When Collaborating with Advanced AI -- Or Be Outplayed"
The future of work isn’t coming — it’s already here. The leaders and organizations that thrive will be those who can align, mobilize, and elevate both human and human-AI teams. This dynamic session provides a practical, immediately usable diagnostic and strategic playbook for navigating the complexities of both human-only and human-AI teams, including the "exotic team dynamics" that emerge when advanced AI (agentic, autonomous, or autopoietic) joins the team.
Conclusion
Human–AI team collaboration—also known as hybrid intelligence, human–machine teaming, or joint cognitive systems—is here. If you want your teams to thrive in this new frontier, Scott M. Graffius delivers the insights and actionable strategies to get you there. Invite him to speak at your conference or other event.
Complete an engagement request form or email Graffius today.
Bibliography
This is the bibliography for "Human-AI Teamwork: Master the Exotic Team Dynamics That Emerge When Collaborating with Advanced AI — Or Be Outplayed" talk. The session was informed by Graffius' first-hand work in leadership, AI, and teamwork tradecraft (including the exotic team dynamics that emerge when advanced artificial intelligence collaborates as a teammate), and the following sources.
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- Graffius, S. M. (2019). Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change. Scotts Valley, California, United States: CreateSpace.
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- Graffius, S. M. (2021, February 20). But First, the Team! [Presentation]. Talk delivered at the Brno, Czech Republic DevConf.CZ 2021 Conference. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.29016.72964
- Graffius, S. M. (2021, May 13). But First, the Team! [Presentation]. Lecture delivered at DevOps Pro Europe 2021 Conference; based and simulcast live from Vilnius, Lithuania. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.30524.36481
- Graffius, S. M. (2021, June 21). DevOps and Team Leadership [Workshop]. Session at private event in Las Vegas, Nevada, United States. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.15380.22401
- Graffius, S. M. (2021, September 11). Navigate the Phases of Team Development with Speed and Agility for Happier and More Productive InfoSec Teams [Presentation]. BSides NCL Newcastle upon Tyne, England 2021 InfoSec Conference. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.27961.29280
- Graffius, S. M. (2021, October 5). Navigate the Phases of Team Development with Speed and Agility for Happier and More Productive Teams [Presentation]. Talk delivered at the Institute of Electrical and Electronics Engineers IEEE Day 2021 Conference. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.20055.19365
- Graffius, S. M. (2021, November 8). Bruce Tuckman's Model (Forming, Storming, Norming, Performing, and Adjourning) is Highly Relevant and Beneficial, But It Doesn't Please Everyone. ScottGraffius.com. https://scottgraffius.com/blog/files/jobs.html
- Graffius, S. M. (2021, November 10). An Error Was Introduced Into the Seventh Edition of 'A Guide to the Project Management Body of Knowledge (PMBOK).' Los Angeles, California, United States: Scott M. Graffius.
- Graffius, S. M. (2022, February 4). Team Development Tradecraft: A Source of Competitive Advantage [Workshop]. Session at private event in Adelaide, Australia. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.14092.80002
- Graffius, S. M. (2022, May 13). Want Happier and More Productive DevOps Teams? [Presentation]. Talk delivered at DevOpsDays Geneva, Switzerland 2022 Conference. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.22252.85127
- Graffius, S. M. (2023, January 9). Use the Phases of Team Development (Based on Bruce W. Tuckman's Model of Forming, Storming, Norming, Performing, and Adjourning) to Help Teams Grow and Advance: 2023 Update. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.10720.35846
- Graffius, S. M. (2023, April 26). The Science of High-Performance Teams [Presentation]. Talk delivered at the DevOps Institute's SKILup Day 2023 Conference. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.15888.28169
- Graffius, S. M. (2023, May 1). AI is a Team Sport: A Confluence of Diverse Technical and Soft Skills are Crucial for Success. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.20321.79200
- Graffius, S. M. (2023, May 1). Fueling the Development of Innovative and Life-Changing AI Solutions [Presentation]. Talk delivered to an audience of Technology professionals at a private event in Mountain View, California, United States. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.27956.73601
- Graffius, S. M. (2023, June 29). What Successful AI Teams Have in Common [Presentation]. Talk delivered at Conf42 Quantum Computing 2023 Conference. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.29382.45120
- Graffius, S. M. (2023, July 15). Successful Video Game Development Teams Leverage an Extensive Range of Hard Skills and Soft Skills. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.31205.17124
- Graffius, S. M. (2023, October 9). Top 5 Roles on AI Teams. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.34857.57449
- Graffius, S. M. (2023, October 13). The Science of High-Performance Game Development Teams [Presentation]. Talk delivered at the W Love Games International Video Game Development Conference 2023 - Helsinki, Finland. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.28602.16326
- Graffius, S. M. (2024, January 5). Scott M. Graffius' Phases of Team Development: 2024 Update. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.28629.40168
- Graffius, S. M. (2024, April 5). Cisco Features Scott M. Graffius' 'Phases of Team Development' Work'. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.16689.60000
- Graffius, S. M. (2024, May 3). Leverage Agile and AI to Innovate at the Speed of Light. Talk at private event in Dubai, UAE. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.30790.48960
- Graffius, S. M. (2024, May 21). The Wild World of Team Dynamics: Forming, Storming, Norming, Performing, and Adjourning [Video]. https://www.youtube.com/watch?v=vD4-XueiB1k
- Graffius, S. M. (2024, May 21). What Successful AI Development Teams Have in Common. Talk at DevDays Europe 2024 Conference. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.24313.07529
- Graffius, S. M. (2024, December 2). Hochschule Coburg (Coburg University) Germany Uses Scott M. Graffius' Phases of Team Development IP in Coursework on Agile Development. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.21272.00002
- Graffius, S. M. (2025). Agile Protocol: The Transformation Ultimatum. Seattle, Washington, United States: Amazon Digital Services.
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- Graffius, S. M. (2025, January 24). When Agile, AI, and Strategic Thinking Converge. ScottGraffius.com. https://scottgraffius.com/blog/files/when-agile-ai-and-strategic-thinking-converge.html
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- Graffius, S. M. (2025, May 13). Scott M. Graffius Delivering $2.3 Billion in Value Through AI, Agile, and Project/PMO Leadership. ScottGraffius.com. https://scottgraffius.com/blog/files/scott-m-graffius-delivering-2-point-3-billion-dollars-in-impact-for-organizations.html
- Graffius, S. M. (2025, July 18). Harness Sci-Fi and Speculative Design While Embracing Imperfection to Drive Innovation and Proactively Predict and Prepare for the Future. ScottGraffius.com. https://scottgraffius.com/blog/files/harness-scifi-and-speculative-design-while-embracing-imperfection-to-drive-innovation-and-proactively-predict-and-prepare-for-the-future.html
- Graffius, S. M. (2025, August 7). Method and System for Facilitating Hybrid Human-Artificial Intelligence Teams via a Protocolized Mediation Layer for Bi-Directional Translation, Interpretation, and Optimization of Natural Language, Paralinguistic, Prosodic, and Nonverbal Cues Across Text, Audio, and Video Modalities, Incorporating Real-Time Analysis of Auditory Tone, Pitch, Affect, Facial Expressions, Gaze, Posture, and Other Body Language Indicators, Generating AI-Compatible Representations for Human Inputs, Generating Human-Accessible Representations for AI Outputs, Conveying Context-Aware Information in Both Directions, Reducing Cognitive Friction, Enhancing Mutual Intelligibility, Supporting Decision-Making, and Maximizing Collective Task Performance. A novel integration of multimodal communication, cognitive alignment, and human-AI interaction. Los Angeles, California, United States: Scott M. Graffius.
- Graffius, S. M. (2025, August 8). Exotic Team Dynamics: The New Frontier of Human-AI Collaboration. ScottGraffius.com. https://scottgraffius.com/blog/files/exotic-team-dynamics.html
- Graffius, S. M. (2025, August 22). Scott M. Graffius Premieres His New "Exotic Team Dynamics: Human-AI Collaboration" Talk at Corporate Event in Las Vegas. ScottGraffius.com. https://doi.org/10.13140/RG.2.2.34380.07047
- Graffius, S. M. (2025, September 12). Scott M. Graffius’ Insights on AI, Agile, Gaming, XR, and Defense Transformation Cited by MSN in Their Coverage of Innovation and Leadership in the Sector. ScottGraffius.com. https://scottgraffius.com/blog/files/msn-cites-scott-m-graffius-insights-on-ai.html
- Graffius, S. M. (2025, October 24). HAN University of Applied Sciences Features the Work of Scott M. Graffius. ScottGraffius.com. https://scottgraffius.com/blog/files/han-university-features-scott-m-graffius.html
- Graffius, S. M. (2025, October 29). Definitions of Advanced AIs: Agentic, Autonomous, and Autopoietic. ScottGraffius.com. https://scottgraffius.com/blog/files/advanced-ai-definitions.html
- Graffius, S. M. (2025, November 19). Lessons from Unhinged AI in Fiction: What Rogue AIs in Sci-Fi Storytelling, Films, and TV Shows Reveal About Us. ScottGraffius.com. https://scottgraffius.com/blog/files/lessons-from-unhinged-ai-in-fiction.html
- Graffius, S. M. (2025, November 21). Navigating the Spectrum of Advanced AI – Agentic, Autonomous, and Autopoietic. ScottGraffius.com. https://doi.org/10.13140/RG.2.2.21284.74882
- Graffius, S. M. (2025, November 21). This is What Happens When Advanced AI Joins Your Team [Presentation; French translation for contextual clarity: Voici ce qui se passe lorsque l’IA avancée rejoint votre équipe]. Talk delivered in English at a corporate event, Paris, France.
- Graffius, S. M. (2025, December 1). Beep Beep! Why Wile E. Coyote is the Patron Saint of AI Failure. ScottGraffius.com. https://scottgraffius.com/blog/files/coyote-and-ai.html
- Graffius, S. M. (2025, December 9). A Data-Driven Analysis of the Evolution of Project Management: Tasks, Trends, and AI. ScottGraffius.com. https://doi.org/10.13140/RG.2.2.25079.28328
- Graffius, S. M. (2025, December 20). Scott M. Graffius’ Update to His "Phases of Team Development" Coming Early 2026. ScottGraffius.com. https://scottgraffius.com/blog/files/scott-m-graffius-phases-of-team-development-2026-coming-soon.html
- Graffius, S. M. (2025, December 29). Lessons from Yesterday’s Tomorrowland. ScottGraffius.com. https://scottgraffius.com/blog/files/lessons-from-yesterdays-tomorrowland.html
- Graffius, S. M. (2026, January 3). Scott M. Graffius' Phases of Team Development - Applied to Human Teams and Human-AI Teams: 2026 Update. ScottGraffius.com. https://doi.org/10.13140/RG.2.2.18184.89601
- Graffius, S. M. (2026, February 3). University of Greenwich Features Graffius' Phases of Team Development. ScottGraffius.com. https://doi.org/10.13140/RG.2.2.30462.65604
- Graffius, S. M. (2026, February 17). University of Waterloo Features Graffius' "Phases of Team Development" in Course Materials. ScottGraffius.com. https://doi.org/10.13140/RG.2.2.23551.88482
- Graffius, S. M. (2026, March 12). UNSW Aerospace Engineering Course Features Scott M. Graffius' "Phases of Team Development". ScottGraffius.com. https://scottgraffius.com/blog/files/unsw-features-phases-of-team-development-by-scott-m-graffius.html
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About Scott M. Graffius

Scott M. Graffius is a strategic transformation leader who drives AI, Agile, and broader business and technology initiatives to deliver measurable value across projects, programs, portfolios, and PMOs. He is an expert in the teamwork tradecraft of both human and human-AI teams, including the “exotic team dynamics” that emerge. He is also an authority on the temporal patterns of social media, including the half-life of audience engagement.
He’s a practitioner, researcher, thought leader, award-winning author, and keynote speaker who’s taken the stage at 98 conferences and other events across 25 countries.
He’s delivered over $2.51 billion in value for Fortune 500 companies and other leaders in technology, entertainment, financial services, healthcare, and beyond.
Businesses, professional associations, government agencies, and universities use Graffius and feature his work. Examples include Adobe, Bayer, Boston University, Ford, Gartner, Harvard Medical School, IEEE, Johns Hopkins University, Microsoft, MSN, National Academy of Sciences, Oracle, Pinterest Inc., Project Management Institute, UC San Diego, Verizon, Yale University, and others.
The following sections provide additional information on his experience, contributions, and influence.
Experience
Graffius heads the professional services firm Exceptional PPM and PMO Solutions, along with its subsidiary Exceptional Agility. These consultancies offer strategic and tactical advisory, training, embedded expertise, and consulting services to the public, private, and government sectors. They help organizations enhance their capabilities and results in agile, project management, program management, portfolio management, and PMO leadership, supporting innovation and driving competitive advantage. The consultancies confidently back services with a Delighted Client Guarantee™.
Graffius is a former VP of project management with a publicly traded provider of diverse consumer products and services over the Internet. Before that, he ran and supervised the delivery of projects and programs in public and private organizations with businesses ranging from e-commerce to advanced technology products and services, retail, manufacturing, entertainment, and more.
He has experience with consumer, business, reseller, government, and international markets.
Award-Winning Author
Graffius has authored three books.
- Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions, his first book, earned 17 awards.
- Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change, his second book, was named one of the best Scrum books of all time by BookAuthority.
- Agile Protocol: The Transformation Ultimatum, his third book and his first work of fiction, was released in April 2025. The book trailer is on YouTube.
International Public Speaker
Organizations worldwide engage Graffius to present on tech (including AI), Agile, project management, program management, portfolio management, and PMO leadership. He crafts and delivers unique and compelling talks and workshops. Graffius has conducted 98 sessions across 25 countries. Select examples of events include Agile Trends Gov, BSides (Newcastle Upon Tyne), Conf42 Quantum Computing, DevDays Europe, DevOps Institute, DevOpsDays (Geneva), Frug’Agile, IEEE, Microsoft, Scottish Summit, Scrum Alliance RSG (Nepal), Techstars, and W Love Games International Video Game Development Conference (Helsinki), and more.
With an average rating of 4.81 (on a scale of 1-5), sessions are highly valued.
The speaker engagement request form is here.
Thought Leadership and Influence
Prominent businesses, professional associations, government agencies, and universities have showcased Graffius and his contributions—spanning his books, talks, workshops, and beyond. Select examples include:
- Adobe,
- American Management Association,
- Amsterdam Public Health Research Institute,
- Bayer,
- BMC Software,
- Boston University,
- Broadcom,
- Cisco,
- Coburg University of Applied Sciences and Arts - Germany,
- Computer Weekly,
- Constructor University - Germany,
- Data Governance Success,
- Deimos Aerospace,
- DevOps Institute,
- Dropbox,
- EU's European Commission,
- Ford Motor Company,
- Gartner,
- GoDaddy,
- Harvard Medical School,
- Hasso Plattner Institute - Germany,
- IEEE,
- Innovation Project Management,
- Johns Hopkins University,
- Journal of Neurosurgery,
- Lam Research (Semiconductors),
- Leadership Worthy,
- Life Sciences Trainers and Educators Network,
- London South Bank University,
- Microsoft,
- MSN,
- NASSCOM,
- National Academy of Sciences,
- New Zealand Government,
- Oracle,
- Pinterest Inc.,
- Project Management Institute,
- Mary Raum (Professor of National Security Affairs, United States Naval War College),
- SANS Institute,
- SBG Neumark - Germany,
- Singapore Institute of Technology,
- Torrens University - Australia,
- TBS Switzerland,
- Tufts University,
- UC San Diego,
- UK Sports Institute,
- University of Galway - Ireland,
- US Department of Energy,
- US National Park Service,
- US Soccer,
- US Tennis Association,
- Verizon,
- Wrike,
- Yale University,
- and many others.
Graffius has played a key role in the Project Management Institute (PMI) in developing professional standards. He was a member of multiple teams that authored, reviewed, and produced:
- Practice Standard for Work Breakdown Structures—Second Edition.
- A Guide to the Project Management Body of Knowledge—Sixth Edition.
- The Standard for Program Management—Fourth Edition.
- The Practice Standard for Project Estimating—Second Edition.
Additional details are here.
He was also a subject matter expert reviewer of content for the PMI’s Congress. Beyond the PMI, Graffius also served as a member of the review team for two of the Scrum Alliance’s Global Scrum Gatherings.
Acclaimed Authority on Teamwork Tradecraft

Graffius is a renowned authority on teamwork tradecraft. Informed by the research of Bruce W. Tuckman and Mary Ann C. Jensen, over 150 subsequent studies, and Graffius' first-hand professional experience with, and analysis of, team leadership and performance, Graffius created his "Phases of Team Development" intellectual property as a unique perspective and visual conveying the five phases of team development. First introduced in 2008 and periodically updated, his work provides a diagnostic and strategic guide for navigating team dynamics. It provides actionable insights for leaders across industries to develop high-performance teams. Its adoption by esteemed organizations such as Yale University, IEEE, Cisco, Microsoft, Ford, Oracle, Broadcom, the U.S. National Park Service, and the Journal of Neurosurgery, among others, highlights its utility and value, solidifying its status as an indispensable resource for elevating team performance and driving organizational excellence. In 2026, Graffius added human-AI teamwork—including the "exotic team dynamics" which emerge when advanced AI collaborates as a teammate—to his "Phases of Team Development."
The 2026 edition of Graffius' "Phases of Team Development" intellectual property is here.
Expert on Temporal Dynamics on Social Media Platforms

Graffius is also an authority on temporal dynamics on social media platforms. His "Lifespan (Half-Life) of Social Media Posts" research—first published in 2018 and updated annually—delivers a precise quantitative analysis of post longevity across digital platforms, utilizing advanced statistical techniques to determine mean half-life with precision. It establishes a solid empirical base, effectively highlighting the ephemeral nature of content within social media ecosystems. Referenced and applied by leading entities—such as Fast Company, GoDaddy, Journal of Hand Surgery (European Volume), Ministère de la Culture (French Ministry of Culture), Pinterest Inc., PNAS, and Telecommunications Policy, among others—his research exemplifies methodological rigor and sustained significance in the field of digital informatics.
The 2026 edition of Graffius "Lifespan (Half-Life) of Social Media Posts" research is here.
Education and Professional Certifications
Graffius has a bachelor’s degree in psychology with a focus in Human Factors. He holds eight professional certifications:
- Certified SAFe 6 Agilist (SA),
- Certified Scrum Professional - ScrumMaster (CSP-SM),
- Certified Scrum Professional - Product Owner (CSP-PO),
- Certified ScrumMaster (CSM),
- Certified Scrum Product Owner (CSPO),
- Project Management Professional (PMP),
- Lean Six Sigma Green Belt (LSSGB), and
- IT Service Management Foundation (ITIL).
He is an active member of the Scrum Alliance, the Project Management Institute (PMI), and the Institute of Electrical and Electronics Engineers (IEEE).
Advancing AI, Agile, and Project/PMO Management
Scott M. Graffius continues to advance the fields of AI, Agile, and Project/PMO Management through his leadership, research, writing, and real-world impact. Businesses and other organizations leverage Graffius’ insights to drive their success.
Discover Scott’s Books
- Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions — Deliver Products in Short Cycles with Rapid Adaptation to Change, Fast Time-to-Market, and Continuous Improvement
- Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change
- Agile Protocol: The Transformation Ultimatum
Connect with and follow Scott on LinkedIn, X, YouTube, Facebook, Threads, Bluesky, Mastodon, and ResearchGate.













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How to Cite This Article
Graffius, S. M. (2026, March 23). Human-AI Teamwork: Master the Exotic Team Dynamics That Emerge When Collaborating with Advanced AI -- Or Be Outplayed. ScottGraffius.com. https://scottgraffius.com/blog/files/human-ai-teamwork-master-the-emergent-exotic-team-dynamics-or-be-outplayed.html

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If there are any supplements or updates to this article after the date of publication, they will appear here.

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