Resources

What we are building, and what we have learned building it.

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September 30, 2026
A fan-out is a spending decision

Subagents are the feature that demos best and costs most. Nine files audited in parallel looks like magic in a screen recording, and every one of those nine is a full model loop billed to you.

September 8, 2026
You cannot bill a customer for a number you had to guess

A customer asks what their AI usage cost last month. You have exactly one number: the provider invoice. It does not split by customer, by feature, or by user. So you guess — and you either eat margin quietly or overcharge somebody who will eventually check.