Food for Agile Thought #509: Vibe Coding for Product Managers, Mass Intelligence, Walk Away or Dance, Disruption by GPU

TL; DR: Vibe Coding for PMs — Food for Agile Thought #509

Welcome to the 509th edition of the Food for Agile Thought newsletter, shared with 40,501 peers. This week, Aatir Abdul Rauf highlights the rise of vibe coding for PMs as a core skill, offering 23 tips from prototyping to tool chaining. Arbaz Surti reflects on GPT-5’s turbulent launch, urging PMs to prioritize empathy, transparency, and careful rollouts to preserve trust, and Audrey Xu Leung stresses that experimentation succeeds when rooted in ethical, data-driven cultures of curiosity. Jing Hu explores the AI Enthusiasm Paradox between novices and experts, while Ethan Mollick examines Mass Intelligence reshaping trust, expertise, and work.

Next, Ian Vanagas offers nine lessons for building AI features, from guardrails to continuous evaluation. Teresa Torres shares how simple evals and tracing improved Product Talk’s Interview Coach and reinforced discovery habits. Steve Newman cautions that, despite GPT-5’s progress, agentic AI remains far off. Also, Seth Godin suggests creatives either walk away with slower, deeper work or dance with AI tools, and John Cutler maps nine organizational design patterns and strategies to navigate them.

Lastly, Ron Jeffries warns that overreliance on LLMs erodes learning and true ownership of solutions. Pim de Morree shares how Liip’s pay transparency and Hypoport’s role clarity shape authentic self-management; Brian Balfour highlights sudden product market fit collapses triggered by AI shifts, leaving incumbents scrambling, and Addy Osmani distinguishes vibe coding from disciplined engineering, stressing reviews and tests for quality. Finally, Jenn Spykerman cautions that most AI pilots never scale, urging leaders to measure real production ROI.

Food for Agile Thought #509: Vibe Coding for Product Managers, Mass Intelligence, Walk Away or Dance, Disruption by GPU — Age-of-Product.com


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🏆 The Tip of the Week: Vibe Coding for PMs

Aatir Abdul Rauf: Vibe Coding 101: 23 practical tips to build functional prototypes

Aatir Abdul Rauf argues that vibe coding is becoming core for PMs, predicts widespread assessments, and shares 23 practical tips for functional prototypes, spanning planning, sharp prompts, authentication, APIs, debugging, n8n backends, and tool chaining.

🎯 Product

(via Mind The Product): What the GPT-5 launch teaches product managers

Arbaz Surti leverages OpenAI’s turbulent GPT-5 launch to demonstrate to product managers the fragility of user trust, the importance of transparent change communication and strong rollouts, and how empathy and speed influence crisis recovery and long-term loyalty.

(via Amplitude): Experimentation Is a Culture, Not a Task

Audrey Xu Leung argues that successful experimentation is less about tools or tests and more about embedding a data-driven, ethical culture where analytics, iteration, and curiosity fuel continuous learning, resilience, and sustainable growth.

Teresa Torres: How I Designed & Implemented Evals for Product Talk’s Interview Coach

Teresa Torres shares her journey designing evals for Product Talk’s Interview Coach, showing how error analysis, tracing, and simple evals create feedback loops that improve AI coaching quality and support continuous discovery practices.

(via PostHog): What we've learned about building AI-powered features

Ian Vanagas distills nine lessons for AI features: pick proven patterns, validate narrow problems, wire rich context and routing, add guardrails and monitoring, avoid knowledge silos, prioritize speed, and continuously evaluate impact with data.

🧠 Artificial Intelligence

Jing Hu: Who Loves AI Products? The Strange Psychology Behind Our AI Obsession

Jing Hu explores the AI Enthusiasm Paradox, demonstrating that individuals with lower AI literacy are more eager to use AI because they perceive it as magical. In contrast, knowledgeable users lose that sense of awe.

Ethan Mollick: Mass Intelligence

Ethan Mollick says Mass Intelligence arrives as powerful AI becomes cheap, efficient, and easy, expanding access to reasoning models and image tools while challenging trust, institutions, expertise, and everyday work.

Steve Newman: GPT-5: The Case of the Missing Agent

Steve Newman argues that despite GPT-5’s obvious usability gains and technical progress, true agentic AI remains distant, as experiments reveal current models still fail badly in open-ended real-world tasks and priorities.

Ron Jeffries: Experience with LLM

Ron Jeffries argues that while LLMs can produce correct code, relying on them risks losing critical learning. His experience shows that a more solid understanding and better programming skills come from deriving, testing, and truly owning the solution.

🖥 💯 🇬🇧 AI for Agile BootCamp Cohort #2 — September 15 – October 6, 2025

The job market’s shifting. Agile roles are under pressure. AI tools are everywhere. But here’s the truth: the Agile pros who learn how to work with AI, not against it, will be the ones leading the next wave of high-impact teams.

So, become the one who professional recruiters call first for “AI‑powered Agile.” Be among the first to master practical AI applications for Scrum Masters, Agile Coaches, Product Owners, Product Managers, and Project Managers.

Tickets also include lifetime access to the corresponding online course, once it is published. The class is in English. 🇬🇧

AI for Agile BootCamp Cohort #2 — September 15 to October 6, 2025 — Berlin-Product-People.com

Learn more: 🖥 🇬🇧 AI for Agile BootCamp Cohort #2 — September 15 – October 6, 2025.

Customer Voice: “The AI for Agilists course is an absolute essential for anyone working in the field! If you want to keep up with the organizations and teams you support, this course will equip you with not only knowledge of how to leverage AI for your work as an Agilist but will also give you endless tips & tricks to get better results and outcomes. I thoroughly enjoyed the course content, structure, and activities. Working in teams to apply what we learned was the best part, as it led to great insights for how I could apply what I was learning. After the first day on the course, I already walked away with many things I could apply at work. I highly recommend this course to anyone looking to better understand AI in general, but more specifically, how to leverage AI for Agility.” (Lauren Tuffs, Change Leader | Business Agility.)

➿ Agile & Leadership

Seth Godin: Walk Away or Dance

Seth Godin suggests creatives facing AI disruption can either walk away by making slower, deeper, more human work worth more, or dance by mastering AI tools to amplify pace, judgment, and impact.

John Cutler: Why Are We Organized Like This?

John Cutler maps nine common patterns behind org design, from politics and buzzword-driven fads to founder gravity, disciplined management, and thoughtful transformation, offering survival tips, thriving strategies, and hacks for navigating each.

Pim de Morree (via Corporate Rebels): When Self-Management Gets Real: Two Lessons You Can Steal

Pim de Morree shares lessons from Liip and Hypoport, showing that real self-management requires more than ideals: Liip embraces radical pay transparency to build trust, while Hypoport adds clear structures and roles to prevent chaos.

📯 The AI Precision Anti-Pattern: Stop Using LLMs for Problems That Demand Correct Answers

Here's another one for your collection: The Generative AI Precision Anti-Pattern, where organizations wield LLMs like precision instruments when they're probabilistic tools by design. Sound familiar? It's the same pattern we see when teams cargo-cult agile practices without understanding their purpose.

LLMs excel at text summarization and pattern recognition in large datasets, which helps analyze user feedback or generate documentation drafts, but can they be used for deterministic tasks like calculations? If you are not careful with matching your problem to the right tool, you end up building issues of all kinds into the foundation of your product.

What can you do about it? Spoiler alert: The fix isn't better prompting, but architectural discipline and tool-job alignment.

The Generative AI Precision Anti-Pattern: Stop Using LLMs for Problems That Demand Correct Answers — Age-of-Product.com

🎓 Learn more: The AI Precision Anti-Pattern: Stop Using LLMs for Problems That Demand Correct Answers.

🛠 Concepts, Practices, Tools & Measuring

Jenn Spykerman: The Hidden Cost of AI Pilots that Never Scale

Jenn Spykerman warns that 88% of AI pilots never scale, creating hidden costs from idle systems, wasted talent, and decaying expertise, urging leaders to measure ROI on production value, not pilot success.

(via Reforge): Product Market Fit Collapse: Why Your Company Could Be Next

Brian Balfour warns that AI is triggering sudden product market fit collapses, as seen with Chegg and Stack Overflow, where customer expectations spike overnight, breaking growth loops and leaving incumbents little time to adapt.

Addy Osmani: Vibe coding is not the same as AI-Assisted engineering.

Addy Osmani separates vibe coding from disciplined AI-assisted engineering, warning that vibes suit prototypes, not production; gains come from specs, reviews, tests, and ownership to ensure security, maintainability, and quality.


📅 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
🖥 💯 🇬🇧 February 3, 2026 Guaranteed: HoA #71: A3 Framework — Assist, Automate, Avoid — Let’s Build a Playbook! (English; Live Virtual Workshop) Meetup FREE
🖥 💯 🇩🇪 February 10-11, 2026 Guaranteed: Professional Scrum Product Owner Training (PSPO I; German; Live Virtual Class) Live Virtual Class €1,299 incl. 19% VAT
🖥 🇬🇧 March 10-11, 2026 Professional Scrum Master—Advanced Training (PSM II; English; Live Virtual Class) Live Virtual Class €1,299 incl. 19% VAT
🖥 💯 🇬🇧 March 19 to April 16, 2026 Guaranteed: AI4Agile BootCamp #6 (English; Live Virtual Cohort) Live Virtual Cohort €499 incl. 19% VAT
🖥 🇩🇪 March 24-25, 2026 Professional Scrum Product Owner Training (PSPO I; German; Live Virtual Class) Live Virtual Class €1,299 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 Vibe Coding for PMs:

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

✋ Do Not Miss Out: Learn more about Vibe Coding for PMs — 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.

Vibe Coding for PMs: Join the Hands-on Agile Slack Group

If you would 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 Personal AI Productivity by pointing them to the free Scrum Anti-Patterns Guide:

Download the free Scrum Anti-Patterns Guide by PST Stefan Wolpers — Vibe Coding for PMs — Age-of-Product.com

🗞️ Last Week’s Food for Agile Thought Edition

Read more: Food for Agile Thought #508: AI Employment Effects, Product Leadership Archetypes, Team Alignment, Endless Complaining?

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