Last updated: 12 September 2026
Good human-in-the-loop design isn't a veto button — it's a pause with rules. What expiry semantics, risk tiers, and visible queues mean for real teams.
AI agents don't just answer questions anymore — they buy compute, place orders, and send campaigns. Autonomy without a budget isn't delegation; it's a blank cheque. Here is how to write the terms.
AI agents now call APIs, send email, and execute code. Organizations have fleets of autonomous workers and no control plane. It is time to build the helm.
August 2026 changed the rules for high-risk AI. Article 14 human oversight is now a legal duty, not a best practice. Here is what auditors ask for — and how a control plane answers.
2020 chatbots, 2022 ChatGPT, 2024 agent frameworks, 2025 multi-agent production fleets, 2026 the oversight crisis. A short history of how AI learned to act.
Autonomy is earned. Oversight is a feature. Every action is auditable. Humans steer, agents row. Trust is a gradient.