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Engineering Insights

How Lovable self-improves every hour — Benjamin Verbeek, Lovable

AI Engineer · Jun 02, 2026 · Engineering Insights

Lovable is pursuing continuous learning at scale so its agent learns from each mistake only once.

“We want to have a mistake happen once and then never again.”

A Lovable member of technical staff describes the company's work toward continuous learning at scale, where the vibe-coding agent learns from mistakes so they never recur. Because users stay on a single project for long sessions, Lovable can gather detailed signal to self-improve hourly, which matters as a concrete approach to the open problem of agents that learn over time.

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