What It Costs to Run AI Agents in Production: A Worked Cost Model for Tokens, Sandboxes, Storage, and Networking

A worked cost model for AI agents in production: tokens, prompt caching, sandboxes, NAT, and storage at 300,000 tasks a month, plus how to cut cost.