Experiments for the next interface.
Software that can reason about the next action.
The interesting part of agents is not a chat box. It is controlled action: permissions, context, tools, policy, verification and an interface that makes autonomy understandable.
Interface follows intent.
Instead of forcing every user through the same screen, structured AI output can assemble the right controls, evidence and actions for the current task.
Less distance between event and action.
Edge runtimes and small services can validate, route, transform and enrich events without building a monolithic backend.
Work happens before the dashboard opens.
Scheduled checks, event-triggered flows and quiet automations reduce the number of screens a person has to manage.
What we are watching — and building toward.
Agent operating layers
Policy, tool permissions, long-running tasks, approvals and observable agent execution.
Generative interfaces
Structured UI generated from intent without sacrificing predictable product behavior.
Voice as an interface
Realtime speech, transcription and action loops for hands-busy and mobile workflows.
Edge automation
Fast distributed logic close to the event source, with centralized control and telemetry.
High-density operational UI
Interfaces that show complex states without becoming a wall of tables and scrollbars.
Software that self-observes
Health, audit, usage and operational signals designed into the product rather than added later.