Tested how much content to show before cutting off. 5 comments was the precise tension: enough discussion to feel real, not enough to feel complete. That number was found with A/B testing, not intuition.
Growth PM. Yoga teacher. 8 years at a consumer platform with 18M+ users and 40M monthly visits. Most of my best work started with the question nobody was asking.
When HQ cut paid budget 66%, DAU held steady. The spend had been masking the absence of real pull. I treated the cut as confirmation, not crisis.
Tested how much content to show before cutting off. 5 comments was the precise tension: enough discussion to feel real, not enough to feel complete. That number was found with A/B testing, not intuition.
New-user posting rate went up 130% after personalized ranking. Not a content problem. A routing problem.
Self-serve gave thousands of small businesses access to an audience the sales model had priced them out of.
The team started self-directing. They proposed a research field trip on their own, not because I told them to, but because they wanted to see what users looked like firsthand. That's when I knew the shift was real.


Treated my own job search as a product problem. Multi-agent, cost-conscious.
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