Thinking out loud.
PM strategy, UI decisions, and what we're learning building Rayform.
AI-Driven UI: What's Real and What's Hype in 2026
Every product now claims AI-powered personalization. Most of it is segment-based rendering with a language model bolted on. Here's how to tell the difference — and what the real infrastructure for adaptive UI actually looks like.
Read post →The Problem With Feature Flags as Your Personalization Strategy
Feature flags let you gate a pre-built variant to a named cohort. That's not personalization — it's conditional rendering. Here's why the difference matters, and what runtime adaptation actually requires.
Read post →The Death of the Universal Onboarding Flow
The universal onboarding flow — one linear path for all users — has hit a ceiling that copy optimization can't break through. Here's the behavioral data that shows why, and what adaptive onboarding actually requires mechanically.
Read post →What Rage Clicks Are Actually Telling You (And What To Do About It)
Rage clicks aren't random frustration noise. They encode three distinct failure types with different root causes and different fix owners. Here's the taxonomy — and how to close the loop without a three-week sprint cycle.
Read post →How to Read a Funnel Drop-off Before It Becomes a Churn Problem
Funnel drop-off shows you where users leave. It doesn't tell you why, or what to do next. Here's how to distinguish the three types of drop-off and act on each before the cohort churns.
Read post →Why A/B Testing Is Too Slow for Most Product Teams
A/B testing assumes traffic volumes and stable surfaces most SaaS teams don't have. Here's the statistical and organizational math that explains why — and what a concrete alternative looks like.
Read post →Behavioral Telemetry 101: What Amplitude, Mixpanel, and PostHog Are Actually Capturing
Most teams treat their analytics stack as a reporting layer. It's actually a behavioral signal pipeline. Here's what these tools are capturing, what they're missing, and why the difference matters for runtime UI adaptation.
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