The AI space is moving quickly toward a common set of capabilities. Agent frameworks.Orchestration layers.Tool integration.Memory strategies.Security and governance considerations. These patterns are becoming widely understood. Large organizations are rapidly building toward them. This is a natural phase of the market. As concepts mature, feature sets begin to converge. However, capability alone does not create […]
Human-in-the-loop is often described as a requirement for AI systems. Add a human for review.Add approval steps.Add checkpoints. On paper, that makes sense. In practice, it often fails. Not because the idea is wrong. Because the experience around it is. Most systems treat human interaction as an interruption. A modal.A notification.A separate screen. Something that […]
A lot of AI interfaces today are still built around the same patterns we’ve used for years. Pages.Forms.Buttons. Even when AI is involved, the experience often comes down to entering a prompt and waiting for output. That works, but it misses something important. It assumes the user knows what to do next. In practice, that’s […]
