Build–measure–learn. In the LLM era, building is no longer the bottleneck — iteration is. The real advantage comes from having the right measurable metrics embedded throughout the entire workflow, enabling rapid feedback loops, fast learning, and continuous optimization. Over time, this creates systems that are self-healing, self-improving, and eventually capable of operating with increasing autonomy. $LMND is a strong example of this philosophy in practice. It has North Star metrics embedded from the lowest operational layers to the highest business outcomes. At the operational level: automatic email handling rate, ad conversion efficiency, and other automation metrics. At the business level: loss ratio, LAE ratio, premium per employee, LTV/CAC, etc. That compounding feedback loop is
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