Food for Agile Thought #476: PM Career-Defining AI Skills, Graph Theory for Orgs, Budget for Change, High-Performance Team Toolbox

Food for Agile Thought #476: PM Career-Defining AI Skills, Graph Theory for Orgs, Budget for Change, High-Performance Team Toolbox

TL; DR: PM Career-Defining AI Skills — Food for Agile Thought #476

Welcome to the 476th edition of the Food for Agile Thought newsletter, shared with 42,817 peers. This week, we feature John Cutler on how Lean principles adapt to stabilize scaling challenges, Simon Powers on budgeting strategies for impactful organizational change, and Steven Sinofsky dissecting engineering patterns that fail despite sounding practical. James Hawkins addresses escaping the “deadline doom loop,” while Steve Denning examines the synergy of hierarchies and networks for fostering innovation and competence.

Next, Dan Olsen debunks claims of product management’s demise, highlighting AI’s role in enhancing PM effectiveness. Peter Yang interviews Aman Khan on PM Career-Defining AI Skills in 2025, while Mihika Kapoor shares her playbook for turning bold ideas into viral internal successes. Moreover, David Pereira offers practical guidance on refactoring, bridging technical and business priorities through actionable insights and real-world examples.

Lastly, we explore Stefan Lindegaard’s toolbox for scaling high-performance teams with tools like the Capability Gap Map. Petra Wille highlights trust and generosity as keys to thriving communities, and Melissa Suzuno showcases Vistaly’s role in continuous discovery. Finally, Katelyn Bourgoin shares psychology-driven strategies to shape customer pricing perceptions effectively.

Food for Agile Thought #476: PM Career-Defining AI Skills, Graph Theory, Budget for Change, High-Performance Team Toolbox–Age-of-Product.com


🎓 January 27, 2025: The Advanced Product Backlog Management Course for Just $99!

Advanced Product Backlog Management Online Course — January 2025, by Stefan Wolpers

👉 Please note:

  • The course includes membership in my former professional students’ brand-new Hands-on Agile community.
  • The course will only be available for sign-up until February 3, 2025!

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This week, the most popular discussion on LinkedIn was: Scrum Masters, are you working too much?

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Did you miss the previous Food for Agile Thought issue 475?

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🎓 Join Stefan in one of his upcoming Professional Scrum training classes!


🏆 The Tip of the Week: Graph Theory for Orgs

John Cutler: Lean Graph Theory

John Cutler explores the interplay of path, DAG, and network models in organizations, emphasizing how Lean principles adapt contextually to stabilize challenges, enhance collaboration, and foster systemic improvements in scaling companies.

🍋 Lemon of the Week

(via Medium): Story points in Scrum (and Planning Poker)

The author overcomplicates Scrum by pushing 2D matrices and checklist-heavy estimation, missing the fact that Scrum thrives on adaptability, not precision. This bloated approach turns agility into bureaucracy, proving once again that overengineering ruins simplicity.

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We are Lemon-free this week.

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➿ Agile & Leadership

Simon Powers: How much does it cost?

Simon Powers explores budgeting for organizational change, highlighting transparency, leadership alignment, and ROI metrics as essential practices for overcoming challenges and driving effective, impactful transformation initiatives.

Steven Sinofsky: Systems Ideas that Sound Good But Almost Never Work—”Let’s just…”

Steven Sinofsky highlights engineering patterns that often sound practical but rarely succeed, like “pluggable systems,” “just add an API,” or “cross-platform solutions,” emphasizing context, first principles, and avoiding oversimplified approaches.

james hawkins (via PostHog): The Deadline Doom Loop

James Hawkins explains the “deadline doom loop,” where artificial deadlines harm productivity. He shares PostHog’s alternative approach: small teams, engineer-led decisions, and customer trust to foster faster, sustainable product development.

Steve Denning (via Forbes): Why Networks Of Competence Also Require Hierarchies

Steve Denning explores why networks of competence need hierarchies to thrive, using lessons from Henry II’s jury system and Amazon’s transformation to self-organizing teams under Jeff Bezos.

🖥 🇬🇧 Advanced Professional Scrum Master Training w/ PSM II Certificate — February 12-13, 2025

Discover Scrum’s four success principles in this official Scrum.org Advanced Scrum Master training class, which includes the industry-recognized PSM II certification. The PSM II training class is designed as a live virtual class and will be in English.

Enjoy the benefits of a live virtual immersive class with like-minded agile peers from 09:00 – 17:30 CET.

Advanced Professional Scrum Master Training with PSM II Certificate — February 12-13, 2025 — Berlin-Product-People.com.

Learn more: 🖥 🇬🇧 Advanced Professional Scrum Master Training w/ PSM II Certificate — February 12-13, 2025.

Customer Voice: “Dear Stefan, Thanks a lot for two intense and mindblowing days. Your way of teaching suites me perfectly. I must admit that all the positive feedback you have gotten is spot on! I would any time a day recommand your class to a Scrum Master who wants to add a whole new level to his/her scrum game. To all of you reading this. You have to experience Stefans class to understand how good it is.” (Source.)

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👉 From time to time, we can offer last-minute seats for training classes at cost to individuals who do not have access to a corporate training budget. If you would like to be notified about these opportunities, please register here.

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🎯 Product

Dan Olsen: Product Management is NOT Dead

Dan Olsen debunks claims that product management is obsolete, emphasizing AI’s role in enhancing PM efficiency and strategic focus while reaffirming the enduring need for skilled product managers.

Peter Yang: The AI Skill That Will Define Your PM Career in 2025

Peter Yang interviews Aman Khan on why writing AI evaluations is the defining PM skill for 2025, emphasizing curiosity, iterative prototyping, and user-focused metrics to create impactful, real-world AI products.

Mihika Kapoor (via First Round Capital): How to Make Your Product Idea Go Viral Inside Your Company: Lessons from Figma Slides

Mihika Kapoor shares her playbook for turning ideas like Figma Slides into viral internal successes, emphasizing storytelling, vision, playful engagement, and persistence to rally support and drive momentum.

David Pereira: The Refactoring Guide for PMs Tired of Endless Tech Discussions

David Pereira shares actionable insights for PMs on refactoring, from understanding its purpose to navigating challenges and using real-world examples to bridge technical and business priorities effectively.

📯 Forensic Product Backlog Analysis — A New Team Exercise

The Forensic Product Backlog Analysis: A 60-minute team exercise to fix your Backlog. Identify what’s broken, find out why, and agree on practical fixes—all in five quick steps. There is no fluff, just results.

Want technical excellence and solve customer problems? Start with a solid Product Backlog.

Forensic Product Backlog Analysis — A New Team Exercise — Age-of-Product.com

Learn more: Forensic Product Backlog Analysis — A New Team Exercise.

📅 Hands-on Agile 2025 Is Here — Join 550-plus Peers: From Concept-Based to Context-Based Agility

I am thrilled to announce that Hands-on Agile 2025 is officially on the horizon and will be free to attend from February 4-6, 2025. This time, we will focus on how Agile needs to evolve from concept-based agility to context-based agility.

But before we discuss what that means, let’s take a step back and consider why Hands-on Agile 2025 is going to be a can’t-miss event for everyone in the agile community.

For those unfamiliar, Hands-on Agile isn’t just another conference. It’s an event built around the Barcamp model, meaning it’s a self-organized, community-driven gathering with one goal: Sharing knowledge and experiences.

From February 4 to 6, 2025, we will spend three energizing days engaging in sessions, practicing agile games, sharing war stories, and learning directly from each other. Hands-on Agile is all about creating a space for practitioners, coaches, leaders, and newcomers to connect in a truly hands-on way.

Hands-on Agile 2025 Is Here: From Concept-Based to Context-Based Agility — Berlin-Product-People.com

Save Your Seat Now!

There are no tickets; Hands-on Agile 2025 is free.

However, you will need to register nevertheless. Otherwise, you would not receive, for example, the invitation to the HoA2025 community or have access to individual session access credentials:

Please note:

  • For technical reasons, your sign-up confirmation will be sent from stefan [at] age-of-product.com.
  • Your registration to Hands-on Agile 2025 will also subscribe you to Stefan’s Food for Agile newsletter, one of the largest independent newsletters on agile practices worldwide.
  • Your invitation to join the Hands-on Agile 2025 community will be limited to February 28, 2025.

🛠 Concepts, Tools & Measuring

Stefan Lindegaard: A Toolbox for High-Performance Teams

Stefan Lindegaard introduces a toolbox for building and scaling high-performance teams, featuring tools like the Capability Gap Map, SEBL framework, and Action Overviews to drive clarity, collaboration, and continuous improvement.

Petra Wille: The Balance of Giving and Taking: Why Community Involvement is a Long-Term Game

Petra Wille reflects on the importance of balancing giving and taking in communities, emphasizing long-term relationships, trust, and generosity as the foundation for thriving, impactful collaborations.

Teresa Torres: Tools of the Trade: Building Opportunity Solution Trees in Vistaly

Melissa Suzuno highlights how Vistaly helps teams like ‘The Times London’ build opportunity solution trees, fostering continuous discovery, aligning outcomes with goals, and enabling stakeholder collaboration with its purpose-built, interactive features.

🎶 Encore

Katelyn Bourgoin (via Demand Curve): 12 Pricing Psychology Tips

Katelyn Bourgoin shares 12 psychology-backed tips to shape how customers perceive prices, from font size to charm pricing, anchoring, and the irresistible power of “free” to drive decisions.

📅 Scrum Training & Event Schedule

You can secure your seat for Scrum training classes, workshops, and meetups directly by following the corresponding link in the table below:

Date Class and Language City Price
🖥 💯 🇬🇧 Feburary 4-6, 2025 GUARANTEED: Hands-on Agile 2025: From Concept-Based to Context-Based Agility (English) Live Virtual Conference FREE
🖥 🇬🇧 February 12-13, 2025 Professional Scrum Master Advanced Training (PSM II; English; Live Virtual Class) Live Virtual Class €1,299 incl. 19% VAT
🖥 💯 🇬🇧 February 27, 2025 GUARANTEED: Professional Scrum Facilitation Skills Class (PSFS; English; Live Virtual Class) Live Virtual Class €749 incl. 19% VAT
🖥 💯 🇬🇧 March 6-April3, 2025 GUARANTEED: Align, Discover, Deliver: The Product Backlog Management Cohort Class (English; Live Virtual Class) Live Virtual Cohort €499 incl. 19% VAT
🖥 🇩🇪 March 11-12, 2025 Professional Scrum Product Owner Training (PSPO I; German; Live Virtual Class) Live Virtual Class €1,299 incl. 19% VAT
🖥 🇬🇧 March 26-27, 2025 Professional Scrum Master Advanced Training (PSM II; English; Live Virtual Class) Live Virtual Class €1,299 incl. 19% VAT
🖥 🇩🇪 April 8-9, 2025 Liberating Structures Workshop (German; Live Virtual Class) Live Virtual Class €1499 incl. 19% VAT
🖥 🇩🇪 April 10, 2025 Professional Product Discovery and Validation Class (PPDV; German; Live Virtual Class) Live Virtual Class €749 incl. 19% VAT

See all upcoming classes here.

Professional Scrum Trainer Stefan Wolpers

You can book your seat for the training directly by following the corresponding links to the ticket shop. If the procurement process of your organization requires a different purchasing process, please contact Berlin Product People GmbH directly.

📺 Join 6,000-plus Agile Peers on Youtube

Now available on the Age-of-Product Youtube channel to improve learning, for example, about PM Career-Defining AI Skills:

Download the Remote Agile Guide for Free — Age-of-Product.com

✋ Do Not Miss Out and Learn About PM Career-Defining AI Skills — Join the 20,000-plus Strong ‘Hands-on Agile’ Slack Community

I invite you to join the “Hands-on Agile” Slack Community and enjoy the benefits of a fast-growing, vibrant community of agile practitioners from around the world.

PM Career-Defining AI Skills: Join the Hands-on Agile Slack Group

If you like to join all you have to do now is provide your credentials via this Google form, and I will sign you up. By the way, it’s free.

Help your team to learn about Scrum traps by pointing them to the free Scrum Anti-Patterns Guide:

Download the free Scrum Anti-Patterns Guide by PST Stefan Wolpers — PM Career-Defining AI Skills — Age-of-Product.com

🗞️ Last Week’s Food for Agile Thought Edition

Read more: Food for Agile Thought #475: Natural Agility, Fake Product Transformations, AI Product Management, Fail a Lot!

The post Food for Agile Thought #476: PM Career-Defining AI Skills, Graph Theory for Orgs, Budget for Change, High-Performance Team Toolbox appeared first on Age-of-Product.com.

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