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What building 500+ AI tool Concepts, Agents, and Landing Pages Actually Teaches You

Nobody talks about this part enough.

Every new domain means learning something you didn't know you needed to know. Compliance requirements specific to that category. Debugging edge cases that only show up once real content is on the page. Research into how the actual niche works before you can build something that reads as credible.

Shipping fast gets all the attention in build in public content. But the learning underneath the speed is what actually compounds over time, not the number of tools shipped.

500+ concepts in, still learning something new almost every day.

Curious if others building at volume have felt the same thing, does the learning ever plateau, or does it keep compounding the more you build?

on July 31, 2026