Free lesson~8 minFresh · 2026-07-22 Path: Deploy a multi-agent workflow

Human-in-the-loop before irreversible actions

Spend, outbound messages, and deploys need structured approval — not vibes.

Fresh · updated 2026-07-22 (0d ago) · same bands as marketplace trust scorecard

This lesson is free and complete. You do not need to buy a skill to understand the material.

Irreversible actions

Spending USDC

Sending email/DM as a human

Writing production state

Payload hash of what will happen

TTL so approvals expire

Deny is first-class

Timeout must **not** auto-approve

Autonomy without gates is a liability. HITL is how agent products stay shippable.

Skip this section if you are only learning. Sealed packs implement ideas — they are not the lesson.