Advanced Concepts
Long-horizon task
A task requiring many connected steps and sustained state over an extended process.
Example
An agent schedules work that must remain coherent across hundreds of steps.
Why it matters
It describes work where success depends on keeping many connected steps aligned over time.
You'll hear it
“It handled each step, but lost track of the overall goal.”
Can you control it?
Not directly
No, not directly. A long-horizon task describes a learned property, observed result, or broader concept rather than a normal user setting. You may influence it indirectly by changing the tool, data, prompt, or workflow.
Common questions
- Is a long wait enough to make a task long-horizon?
- Not by itself. The issue is usually connected work and sustained progress, rather than waiting alone.
- Why can a small early mistake matter so much?
- Later steps may rely on it, allowing the error to grow or send the whole task off course.
- Should every step require human approval?
- Not necessarily. Reviews are most useful where uncertainty or the consequences of an action justify them.