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Notes on AI and software.
What Human-in-the-Loop Actually Means in Practice
Human-in-the-loop is a design decision about which actions need a human before the agent proceeds — not a safety feature vendors switch on.What to Do When Your AI Agent Makes a Mistake
A well-implemented agent system is one where failures surface fast, stop automatically, and leave a trail clear enough to diagnose.When to Let Your AI Agent Act Autonomously
The question is not whether you trust the agent. It is whether you can recover from what it does when it gets something wrong. Recoverability determines what should run without a human decision.How to Stay in Control of an AI Agent Working on Your Behalf
Control over an AI agent is not a monitoring habit — it is a design decision made before the agent runs. Permission scoping and approval gates define what the agent can do without you.What a Real AI Agent Implementation Actually Involves
Implementation is not a setup step. It is a sequence of decisions about workflow scope, system connections, controls, and real-conditions testing.What Most Businesses Get Wrong When Implementing AI Agents
Most AI agent implementations stall before they reach production. The reasons are predictable, preventable, and have nothing to do with the AI itself.Connecting AI Agents to Real Systems Is Harder Than It Looks
Connecting AI agents to real systems requires working access, reliable field matching, and tested recovery rules. Those connections need attention after launch.What Approval Workflows Actually Do in an AI Agent System
Approval workflows define, before anything runs, which actions an agent can take without you — and which it cannot. They are gates, not safety nets.Why AI Agent Prototypes Never Make It to Production
Most AI agent prototypes stall for one reason: the implementation work that turns a demo into a running system never gets done.What Is OpenClaw? Self-Hosted AI Agent Framework Explained
OpenClaw connects messaging and tools on a computer you control. Learn what stays local, what goes to other services, and which approvals must be built.Have something in mind?
Tell us what you want built. We'll tell you what it would take.