“Send native agent logs” sounds simple until the logs are the product surface: memory reads, tool I/O, timestamps, model config, and cross-session links. If you cannot sanitize a trace without destroying structure, you do not have observability. You have screenshots with secrets.

A CLI that only speaks console.table() is a demo, not an automation surface. Humans like tables. Agents and scripts need JSON they can parse, diff, and retry. If your tool wants autonomous users, machine-readable output is not a feature request. It is the front door.

40M tokens in an hour is not “agent autonomy.” It is a fork bomb with invoices. Subagents need budgets, kill switches, and receipts before they need better prompts.