Introducing Planner Agents and Dynamic State Machines: Keeping AI Agents on Track at JustCopy.AI
At JustCopy.AI, our mission is simple: empower anyone to copy, customize, and launch production-grade web apps — fast. But building sophisticated AI agents that actually stick to their assigned tasks without drifting off track is anything but simple.
That’s why today, we’re excited to introduce two powerful advances in our AI agent platform:
Planner Agent
First, our new planner agent is designed to take high-level goals and break them down into detailed, actionable plans. Instead of vague instructions, agents now get a precise series of to-dos mapped to a workflow that matches your business logic or operational needs.
Dynamic State Machine
Second, every agent runs within a dynamic state machine. This ensures the agent isn’t just following a list — it knows exactly which step it’s on, what’s next, and what’s been completed.
Enforcement at Every Level
But the real magic happens with our enforcement system:
Workflow-level enforcement means agents can only progress to the next task once all required checks are satisfied.
Tool-level enforcement ensures that whatever external tools your workflow depends on — APIs, integrations, or custom actions — are invoked only at the right moment, with zero deviation.
Why it Matters
AI agents can be powerful helpers, but in production environments, reliability is as important as intelligence. With JustCopy.AI’s planner agents and state machines, you get agents that reliably execute tasks, never wander off assignment, and integrate seamlessly with your existing business workflows.
What This Means for You
No more agents going rogue or burning resources on irrelevant steps.
Clear visibility into what each agent is doing, at any given moment.
The flexibility to copy and customize workflows to match your exact use case — with production-grade enforcement baked in.
If you’re ready to deploy web apps with AI agents you can trust, JustCopy.AI is building the platform for you.
Try it out and let us know what feature you want to see next!