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ScottGraffius.com | Blog | Intersection of Project Leadership with Business and Technology

L'avenir du Travail et de l'IA Avancée / Future of Work and Advanced AI

22 June 2026

BY SCOTT M. GRAFFIUS | ScottGraffius.com

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The bibliography includes links to materials referenced throughout this article.

Introduction

On June 18, 2026, Scott M. Graffius led the session, "L'avenir du Travail et de l'IA Avancée / Future of Work and Advanced AI," at a private corporate event in the Champs-Élysées District of Paris, France. The event explored a topic that is rapidly moving from theory to practice: how people and advanced AI systems collaborate as teammates.

It marked Graffius' 99th session. To date, he's delivered talks and workshops at 99 conferences and other events across 25 countries.

Overview of the Session

Session information was presented in French and English:

Français

L'avenir du Travail et de l'IA Avancée

Naviguez les nouveaux schémas de "Dynamiques d'Équipe Exotiques" qui émergent lors de la collaboration avec une IA avancée. Guide pratique pour gérer la logique de décision inverse, les rôles en superposition, la prise de décision intriquée, les protocoles émergents, et bien plus encore. Cette session interactive inclut une collaboration avec une IA avancée agissant comme un membre actif de l'équipe.

English

Future of Work and Advanced AI

Navigate the new patterns of "exotic team dynamics" — a concept coined by Scott M. Graffius that describes the novel, emergent interaction patterns arising when humans and advanced AI function as teammates rather than in a traditional user-tool relationship. These patterns emerge when collaborating with advanced AI.The session provides practitioner guidance on handling inverse decision logic, superposition roles, entangled decision-making, emergent protocols, and much more. It also includes collaboration with an advanced AI as an active participant in the workshop.

Graffius delivered the session in English; additional details follow below.

The Evolution of Teamwork

Until recently, teamwork research focused primarily on interactions among people. Today, organizations are entering an era in which humans increasingly collaborate with AI systems capable of analyzing information, generating ideas, making recommendations, executing actions, and participating directly in workflows.

As AI capabilities expand, traditional models of teamwork are becoming insufficient on their own. With AI functioning as a teammate, new forms of collaboration are emerging — ones that challenge established assumptions about roles, authority, communication, decision-making, and coordination.

Graffius refers to these emerging patterns as “exotic team dynamics.” The term describes the distinctive interaction patterns that arise when humans collaborate with advanced AI systems operating as active contributors within a team environment.

These developments have broad implications across industries and disciplines, including knowledge work, product development, project management, innovation, operations, strategy, education, healthcare, government, and beyond.

Beyond Traditional Teams

Building on the exotic team dynamics, four novel patterns emerge in human–AI collaboration. Together, they signal a shift beyond traditional teamwork models, in which advanced AI reshapes not only tasks but also the structure, boundaries, and behavior of teams.

During the “L’avenir du Travail et de l’IA Avancée / Future of Work and Advanced AI” session, participants explored each of these four dynamics — Inverse Decision Logic, Superposition Roles, Entangled Decision-Making, and Emergent Protocols — as key expressions of this new collaborative frontier.

1. Inverse Decision Logic

In traditional teams, decisions are usually reached through reasoning that can be traced, explained, and defended. Advanced AI changes that pattern. It may produce highly valuable conclusions through pathways that are not immediately intuitive to humans, yet still prove correct when tested against the facts and the larger context.

That is the essence of inverse decision logic: a recommendation can be right even when the reasoning behind it feels unfamiliar, counterintuitive, or reversed from what a human team might expect. This reality pushes organizations to rethink how trust is built, how recommendations are evaluated, and how decisions are validated in human–AI environments.

2. Superposition Roles

In conventional teams, roles tend to be distinct and neatly separated. One person researches, another analyzes, another edits, and another advises. Advanced AI disrupts that model by being able to move across several functions at once — researcher, analyst, strategist, editor, facilitator, and advisor — often within a single exchange.

This is the power of superposition roles: one participant can inhabit multiple functions simultaneously, collapsing boundaries that once defined team structure. As a result, organizations must broaden their assumptions about specialization, responsibility, and the very architecture of collaboration.

3. Entangled Decision-Making

As human judgment and AI-generated insight become more deeply intertwined, important decisions increasingly emerge from the interaction itself. In these moments, the old question of “who originated the idea?” matters less than understanding how the combined human–AI process produced a stronger outcome.

That is entangled decision-making in action: a collaborative mode in which contributions are so interconnected that authorship, accountability, and influence cannot be cleanly separated. The challenge for leaders is to build governance models that reflect this reality rather than pretending the old single-author framework still applies.

4. Emergent Protocols

What happens when new rules appear? In human–AI teams, that typically occurs. Through repeated interaction, teams begin to develop their own norms, validation habits, escalation paths, and working routines.

These emergent protocols are the natural byproducts of collaboration maturing over time. More importantly, they can become a source of real advantage when teams observe them carefully, refine them intentionally, and shape them to support better performance.

Discussion and Demonstration

The session was intentionally interactive. Rather than discussing advanced AI solely as a topic of study, participants experienced live collaboration with an AI — a highly experimental, non-commercial advanced AI prototype — as part of the session itself.

The AI worked alongside participants in real time and demonstrated how human–AI collaboration (where the AI is advanced) can function in practice. This live interaction transformed abstract concepts into observable behavior, giving participants direct insight into both the opportunities and complexities of human–AI teamwork, including "exotic team dynamics."

Looking Ahead

The future of work will not simply involve people using AI tools. Increasingly, it will involve humans collaborating with advanced AI systems as active participants in team environments.

Organizations that understand and master these emerging dynamics will be better positioned to innovate, adapt, and compete.

Those that fail to do so risk being outpaced by teams that have learned how to effectively integrate advanced AI and the associated "exotic team dynamics" into their processes.

Graffius has generated over $2.51 billion in business value for Fortune 500 companies and other organizations around the world. Put that track record to work for you. For speaking engagements, use the request form; for other inquiries, email him.

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Bibliography

This bibliography accompanies Scott M. Graffius’ session, “L’avenir du Travail et de l’IA Avancée / Future of Work and Advanced AI.” The session draws on Graffius’ firsthand experience in leadership, AI, and teamwork tradecraft—including the “exotic team dynamics” that emerge when advanced artificial intelligence operates as a teammate—along with the sources listed below, which include selected works by Graffius. This is an extensive, though not exhaustive, compilation.

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Gorman, A. (2023, April 27). How to Strengthen Your Soft Skills for AI and the Future of Work. Fast Company. https://www.fastcompany.com/90887540/how-to-strengthen-your-soft-skills-for-ai-and-the-future-of-work
Graffius, S. M. (n.d.). Exotic Team Dynamics. ScottGraffius.com. https://scottgraffius.com/exotic-team-dynamics.html
Graffius, S. M. (2016, January 21). 2014 NSDM Publication on Leadership by National Security Affairs Professor Mary Raum Featured the 2008 Edition of Scott M. Graffius' Work on Team Development. https://scottgraffius.com/blog/files/nsdm-leadership.html
Graffius, S. M. (2016). Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions. North Charleston, South Carolina, United States: CreateSpace.
Graffius, S. M. (2016). Thinking Strategically and Acting Tactically. Los Angeles, California, United States: Exceptional PPM and PMO Solutions.
Graffius, S. M. (2018, October 18). Agile Scrum Helps Innovators, Disruptors, and Entrepreneurs Develop and Deliver Products at Astounding Speed Which Drives Competitive Advantage [Presentation]. Talk delivered at Techstars Startup Week Conference. https://dx.doi.org/10.13140/RG.2.2.25009.12647
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.
Graffius, S. M. (2021). Phases of Team Development. Los Angeles, California, United States: Scott M. Graffius. https://dx.doi.org/10.13140/RG.2.2.22040.42246
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.
Graffius, S. M. (2025, January 7). Scott M. Graffius' Phases of Team Development: 2025 Update. ScottGraffius.com. https://dx.doi.org/10.13140/RG.2.2.33705.30564
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
Graffius, S. M. (2025, March 16). U.S. Soccer Scores with Scott M. Graffius' Intellectual Property on Teamwork. ScottGraffius.com. https://scottgraffius.com/blog/files/u-s-soccer-scores-with-scott-m-graffius-intellectual-property-on-teamwork.html
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
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
Graffius, S. M. (2026, June 5). AI Governance Initiative Cites Scott M. Graffius Research on AI Hallucinations. ScottGraffius.com. https://scottgraffius.com/blog/files/ai-governance-initiative-uses-graffius-research.html
Graffius, S. M. (2026, June 9). Scott M. Graffius Contributed to The Standard for Artificial Intelligence in Portfolio, Program, and Project Management. ScottGraffius.com. https://scottgraffius.com/blog/files/scott-m-graffius-contributed-to-pmi-standard-for-ai-in-pppm.html
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About Scott M. Graffius

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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 99 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 99 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:

The Standard for Artificial Intelligence in Portfolio, Program, and Project Management
Agile Practice Guide – Second Edition
A Guide to the Project Management Body of Knowledge (PMBOK Guide) – Eighth Edition
A Guide to the Project Management Body of Knowledge (PMBOK Guide) – Sixth Edition
The Standard for Program Management – Fourth Edition
Practice Standard for Work Breakdown Structures – Second Edition
The Practice Standard for Project Estimating – Second Edition

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

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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

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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

Connect with and follow Scott on LinkedIn, X, YouTube, Facebook, Threads, Bluesky, Mastodon, and ResearchGate.

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List of Additional Articles

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How to Cite This Article

Graffius, S. M. (2026, June 22). L'avenir du Travail et de l'IA Avancée / Future of Work and Advanced AI. ScottGraffius.com. https://scottgraffius.com/blog/files/lavenir-du-travail-et-de-lia-avancee.html

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Digital Object Identifier (DOI)

Coming soon

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Content Acknowledgements

Names, marks, and content are the property of their respective owners.

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Tags and Hashtags

Tags (French)

Avenir du travail
IA avancée
Intelligence artificielle
Dynamiques d'équipe exotiques
Collaboration humain-IA
Transformation organisationnelle
Innovation
Travail en équipe
Phases de Développement des Équipes
Gestion du changement
Logique de décision inverse
Rôles en superposition
Prise de décision intriquée
Protocoles émergents

Tags (English)

Future of Work
Advanced AI
Artificial Intelligence
Exotic Team Dynamics
Human-AI Collaboration
Organizational Transformation
Innovation
Leadership
Teamwork
Phases of Team Development
Change Management
Inverse Decision Logic
Superposition Roles
Entangled Decision-Making
Emergent Protocols

Hashtags (French)

#AvenirDuTravail
#IAAvancee
#IntelligenceArtificielle
#DynamiquesDEquipeExotiques
#CollaborationHumainIA
#TransformationOrganisationnelle
#Innovation
#Leadership
#TravailDEquipe
#PhasesDeDeveloppementDesEquipes
#GestionDuChangement
#LogiqueDeDecisionInverse
#RolesEnSuperposition
#PriseDeDecisionIntriquee
#ProtocolesEmergents

Hashtags (English)

#FutureOfWork
#AdvancedAI
#ArtificialIntelligence
#ExoticTeamDynamics
#HumanAI
#HumanAICollaboration
#Innovation
#Leadership
#Teamwork
#PhasesOfTeamDevelopment
#ChangeManagement
#InverseDecisionLogic
#SuperpositionRoles
#EntangledDecisionMaking
#EmergentProtocols

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Post-Publication Notes

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

Copyright

Copyright © Scott M. Graffius. All rights reserved.

Content on this site—including text, images, videos, and data—may not be used for training or input into any artificial intelligence, machine learning, or automatized learning systems, or published, broadcast, rewritten, or redistributed without the express written permission of Scott M. Graffius.

Tags: Avenir du travail • IA avancée • Organizational Transformation • Exotic Team Dynamics • Artificial Intelligence • Advanced AI • Emergent Protocols • Entangled Decision-Making • Superposition Roles • Inverse Decision Logic • Change Management • Phases of Team Development • Innovation • Teamwork • Future of Work • Protocoles émergents • Prise de décision intriquée • Rôles en superposition • Logique de décision inverse • Gestion du changement • Phases de Développement des Équipes • Travail en équipe • Leadership • Innovation • Transformation organisationnelle • Collaboration humain-IA • Dynamiques d'équipe exotiques • Intelligence artificielle