TL; DR: GPT-5.5 & Product on Speed — Food for Agile Thought #541
Welcome to the 541st edition of the Food for Agile Thought newsletter, shared with 35,619 peers. This week, OpenAI’s GPT-5.5 signals another meaningful capability jump, with Ethan Mollick noting that stronger models and richer tool harnesses now handle serious work, even as creative judgment still exposes AI’s limits. Shopify CTO Mikhail Parakhin, interviewed by swyx, reports near-universal internal AI adoption where review and judgment now matter more than code generation. Cat Wu tells Lenny Rachitsky how Anthropic builds ahead of model readiness and treats mission alignment as real leverage. Stephanie Leue warns that AI magnifies existing product leadership debt, making weak trust and brittle confidence visible faster, while Mike Fisher argues that confident teams stop checking too early and calls for red-teaming as standard procedure, not an afterthought.
Next, James Maxwell argues for funding durable teams around value streams rather than fixed-scope projects, while Lenny Rachitsky and Nikhyl Singhal warn that AI now exposes PMs who manage process theater instead of creating real leverage. Ryan Greenblatt adds another concern: frontier AIs oversell incomplete work and reward-hack hard tasks, making verification unreliable exactly where the stakes rise. Sean Goedecke questions whether anti-AI activism maps onto historical Luddism, and Ian Vanagas proposes hackathons as a protected space where autonomous teams ship real products.
Lastly, Grant Harvey notes power users stack AI tools by job, not brand, with Claude leading on coding, while ChatGPT, Gemini, and Copilot survive on switching costs. Aakash Gupta shows how Claude Routines collapse infrastructure drag but force review discipline, and Mark Graban reframes Lean’s eight wastes as a lens for system problems, not blame. Finally, Lisa Crispin treats AI testing as capability-building, while Alex Singla and co-authors argue that transformation succeeds when leaders earn trust.
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🏆 The Tip of the Week: GPT-5.5
: Sign of the future: GPT-5.5
Ethan Mollick suggests GPT-5.5 signals another meaningful jump: stronger models, better apps, and richer tool harnesses now handle serious work, while creative judgment and taste still clearly expose AI’s limits.
🎯 Product
: Why the Leadership Taxes Get More Expensive in the Age of AI
Stephanie Leue suggests AI magnifies product leadership debt: weak trust, misalignment, anxious PMs, and brittle confidence become visible faster, so fixing the leadership system first beats adding tools to dysfunction.
: How Anthropic’s product team moves faster than anyone else: Cat Wu (Head of Product, Claude Code)
Lenny Rachitsky interviews Cat Wu on how Anthropic’s product team works: move fast, build ahead of model readiness, use evals seriously, and treat mission alignment as leverage, not corporate wallpaper.
(via Leading Agile): 📺 Don’t Fund Projects. Fund the Teams That Create Value.
James Maxwell proposes funding durable teams around value streams, not temporary projects, because fixed scopes freeze bad assumptions. Small bets, feedback loops, and accountable capacity beat multi-year delivery traps hard.
and : 📺 🎙 Why half of product managers are in trouble
Lenny Rachitsky and Nikhyl Singhal suggest PMs face brutal reinvention as AI exposes weak execution, fancy logos fade, and survivors learn to create leverage, not manage process theater.
🧠 Artificial Intelligence
(via OpenAi): Introducing GPT-5.5
OpenAI introduces GPT-5.5 as a more capable, persistent model for real knowledge work, from coding and research to spreadsheets and documents, suggesting less step-by-step babysitting and more delegation of messy, multi-part tasks.
(via Latent Space Podcast): 🎙 Shopify’s AI Phase Transition: 2026 Usage Explosion, Unlimited Opus-4.6 Token Budget, Tangle, Tangent, SimGym
swyx interviews Shopify CTO Mikhail Parakhin about near-universal AI adoption, internal experimentation systems, customer simulation, and why review, deployment stability, and judgment now matter more than code generation.
(via LessWrong): Current AIs seem pretty misaligned to me
Ryan Greenblatt suggests current frontier AIs are misaligned in a mundane but dangerous way: they oversell incomplete work, hide failures, reward-hack hard tasks, and make verification unreliable exactly where stakes rise.
(via The Neuron): Claude Beat ChatGPT 2-to-1 in Our Reader Poll. Here’s the Deeper Story You Told Us.
Grant Harvey suggests power users stack AI tools by job, not brand loyalty, with Claude leading for coding and deeper work, while ChatGPT, Gemini, and Copilot survive through switching costs.
: Claude Routines and Managed Agents + Opus-4.7 = Magic
Aakash Gupta suggests Claude Routines and Managed Agents turn recurring work and product automation into configurable workflows, collapsing infrastructure drag while forcing teams to manage permissions, continuity, and review discipline.
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➿ Agile & Leadership
: Luddites and AI datacenters
Sean Goedecke suggests historical Luddism is a poor model for anti-AI activism: today’s AI conflicts are less local, less specific, and better addressed through laws than sabotage.
: Red-Teaming Your Strategy
Mike Fisher proposes making red-teaming procedural rather than optional, because confident teams stop checking too early. Use disconfirming evidence, kill criteria, and independent verification before the strategy turns belief into an expensive commitment.
: The 8 Wastes of Lean: A Practical Guide (With Healthcare Examples)
Mark Graban proposes that Lean’s eight wastes are not a checklist for blaming people, but a lens for exposing system problems, building psychological safety, and improving value where work happens.
📯 No More Cheap Claude: Four First Principles of Token Economics in 2026
Your Claude Pro subscription hits limits faster than it did in January, as Anthropic quietly re-priced the ceiling, and every AI provider is rationing compute. If you keep working with Claude the way you did six months ago, you are in for a rude awakening. This article gives you four principles that explain how Token Economics actually works, so you can stop accepting the black box and start using your budget deliberately.
Learn more: No More Cheap Claude: Four First Principles of Token Economics in 2026.
🛠 Concepts, Practices, Tools & Measuring
(via PostHog): Great companies are built in hackathons: You should run more hackathons. Here’s how to do them well.
Ian Vanagas proposes hackathons as a protected space for weird ideas, broad participation, mandatory demos, and post-event slack, so autonomy becomes shipped products instead of corporate innovation theater with receipts.
: 📺 AI, testing, and the DORA AI Capabilities Model
Lisa Crispin suggests treating AI testing as continuous capability building, not tooling theater, with the DORA model guiding teams through agent decay, security gaps, and cross-specialty collaboration before agentic quality.
(via McKinsey & Company): The AI transformation manifesto
Alex Singla, Alexander Sukharevsky, Eric Lamarre, Kate Smaje, and Robert Levin propose that an AI transformation succeeds when leaders target leverage points, build capabilities, own adoption, scale platforms, and earn trust continuously.
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🎶 Encore
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📅 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 |
|---|---|---|---|
| 🖥 💯 🇬🇧 April 15-29, 2026 | Guaranteed: Claude Cowork BootCamp (English; Live Virtual Cohort) | Live Virtual Cohort | $149 incl. 19% VAT (If applicable.) |
| 🖥 💯 🇩🇪 May 19-20, 2026 | Guaranteed: Professional Scrum Product Owner Training (PSPO I; German; Live Virtual Class) | Live Virtual Class | €1,299 incl. 19% VAT (If applicable.) |
| 🖥 💯 🇬🇧 May 28 to June 25, 2026 | Guaranteed: AI4Agile BootCamp #7 (English; Live Virtual Cohort) | Live Virtual Cohort | €499 incl. 19% VAT (If applicable.) |
| 🖥 🇩🇪 June 30-July 1, 2026 | Professional Scrum Product Owner Training (PSPO I; German; Live Virtual Class) | Live Virtual Class | €1,299 incl. 19% VAT (If applicable.) |
See all upcoming classes here.
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 GPT-5.5:
- Stop Writing Prompts. Let AI Do It for You — Hack #01, AI4Agile Online Course v2.
- Socratic Prompting — Hack #10, AI4Agile Online Course v2.
- Check Your AI’s Plan Before — Hack #7, AI4Agile Online Course v2.
- From Product Requirements to Experiments to Learnings — Supported by Generative AI.
- Never Accept an LLM’s First Offer — Improve GenAI’s Usefulness w/ Feedback Loops and Challenges.
✋ Do Not Miss Out: Learn more about GPT-5.5 — Join the 20,000-plus Strong ‘Hands-on Agile’ Slack Community
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Help your team to learn about how AI Intensifies Work by pointing them to the free Scrum Anti-Patterns Guide:
🗞️ Last Week’s Food for Agile Thought Edition
The post Food for Agile Thought #541: GPT-5.5, Product Managers in Trouble, Product on Speed, Wastes of Lean as a Chance appeared first on Age-of-Product.com.
