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User Story Definition: Master Agile Storytelling 2026

As a [user], I want [goal], so that [reason] is the standard user story definition, and it became the common format as Agile spread after the 2001 Agile Manifesto and early Extreme Programming practices. But the sentence is only the start. It's the card, not the whole requirement. If you're reading this, you've probably been […]

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How to build a self-improving PM agent in Claude Code

Check out the conversation on Apple, Spotify, and YouTube. Intro (00:00) Aparna: Any product person that has used observability and is looking at their traces and looking at their evals, you’re probably already in the top 1% of PMs. Aakash: What is the role then of the PM? Do PMs need to become engineers at […]

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What Is an API Token: A 2026 Guide for Product Managers

If you're a PM building anything with an API, you've probably sat in a meeting where the conversation suddenly turns into alphabet soup. Someone says "bearer token." Another person asks about scopes. A staff engineer mentions JWT expiry and refresh flow. You nod, write it down, and wonder whether this is just implementation detail or […]

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What is ICP in Marketing? A PM’s Guide to Growth

An Ideal Customer Profile, or ICP, is the data-driven description of the company most likely to buy, stay, and expand with your product. When teams define that profile well, they've been reported to see 68% higher account engagement and 33% higher conversion rates, which is why ICP matters far beyond marketing. Most advice about what […]

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ICP in Sales: A PM’s Guide to Product Strategy

You launch a feature because enterprise sales asked for it. The demo goes well. Prospects nod along. Your roadmap feels “aligned.” Three months later, the accounts that adopted it aren't the ones renewing, expanding, or driving product pull inside the business. Support tickets pile up from edge-case customers. Your best-fit users barely touch the feature. […]

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What Is Product Management in Marketing

A launch can fail even when the product is good. I've seen teams ship something technically solid, then watch adoption stall because the PM optimized for feature completeness while marketing had to guess the buyer, the message, and the moment. That gap is what product management in marketing is really about. It's the discipline of […]

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The 4 Levels to Become a Builder PM (Without Knowing How to Code)

Check out the conversation on Apple, Spotify, and YouTube. Intro (00:00) Aakash: If you look at a lot of companies that have non-technical PMs in teams, they’re bureaucrats. They’re stuck in Jira, Linear, PowerPoints, they’re dependent on their technical teams. Andre Albuquerque runs Europe’s largest product builder school with over 4,000 students. And in today’s […]

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Linear Coefficient Correlation The PM’s Guide

You shipped a new onboarding flow on Monday. By Wednesday, activation is up. By Friday, support tickets are up too. Retention looks flat. Sales says leads from the new flow “feel better.” Analytics says time-to-value is down. Your GM asks the question every PM eventually gets. Which of these metrics are moving together, and which […]

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What Are the Growth Strategies? A PM’s Guide for 2026

The CEO asked for a growth strategy on Monday. By Tuesday, the room was full of words like PLG, virality, flywheel, AI personalization, and expansion motion. Nobody disagreed, but nobody had made the core decision yet: where does growth come from for this product, at this stage, with this business model? That's the question good […]

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Training Set and Test Set: An AI PM’s Guide

A sprint review is moving fast. The data scientist says the new model looks strong on the test set. Engineering wants to wire it into the feature flag system. Design asks whether edge cases are handled. Everyone seems aligned except the PM who's wondering a basic question they don't want to ask out loud: what […]