Agent loops generate the worst possible token mix for unit economics: high-volume, output-heavy, non-cacheable. Output tokens cost three to five times what input tokens cost. Caching helps the input side. It does not help the output side.

This is what reshapes the income statement.

Tokenomics, Part 3 is live. The Agent Tax.