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The Feature Decision Tree: How Small Teams Can Filter 80% of Pseudo-Requirements in 30 Minutes
When the feature list keeps growing but resources are thin, you need a fast filtering system. This article shares a judgment tree based on real cost and user behavior to help you decide what to build and what to drop.
Don't Trust ROUGE: Evaluate AI Products from User Behavior
Offline metrics often lie. This post shares a three-step framework that reverse-engineers model quality from user behavior—helping small teams avoid metric deception and iterate with low-cost signals.
Engineering Debt Interest Calculator: When to Refactor vs When to Tolerate for Small Teams
Technical debt isn't black or white. This article provides a minimal quantitative framework to help small teams decide which debt to pay and which to keep bearing.
Don't Refactor Because Code Is Ugly—Refactor Because Business Hurts
Refactoring is tempting when code gets messy, but small teams can't afford blind rewrites. This article offers a pain-driven decision framework and gradual refactoring steps based on real business bottlenecks.
Activation Isn't a Welcome Page: Designing Your App's First Three Sessions
Many apps fail not because they didn't get users, but because those users don't know what to do. This article breaks down the first three sessions into a minimal loop, a habit trigger, and a value lock, with actionable checklists for small teams.
Seven User Interviews That Flipped My Core Assumptions: A Lean Validation Framework for Small Teams
No budget, no UX research team? Here's how a small team can validate product direction with just a handful of interviews, saving months of wasted development.
Pricing Experiments for Indie Products: No A/B Platform Required
Pricing is one of the most overlooked growth levers for small teams. Here's a lightweight framework to experiment with pricing without complex tools or massive traffic.
When Co-Founders Fall Out: A Solo Dev’s Breakup Playbook
After my co-founder walked out, I built a clean framework for splitting assets, cutting code ties, and rebuilding solo. No drama, just steps.
Progress Tracking for Small Teams: Lightweight Methods That Actually Work
You don't need a full-time PM to keep your iteration on track. Here are a few project management frameworks that work well for 2–5 person teams, plus a reusable checklist.
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