Definition · architectures
simulation-based planning
simulation-based planning is the term for Testing actions in a model or mock world before using them in the real one. You can spot simulation-based planning in practice when the record shows what the system observes, what choice it makes, and what changes next, without asking the reader to guess or trust a slogan.
157 definitions656 sourced recordsNamed source: ACL Anthology
Why does simulation-based planning matter?
A simulation lets the agent test paths before it acts. The plan is only as sound as the model used. For simulation-based planning, start with three checks: Who chooses the next step? Where does state live between steps? Who owns recovery when a step fails? The answers should point to visible evidence, not a promise.
What does simulation-based planning look like?
A warehouse agent tests three pick routes in a model before it sends one to a robot. This example makes simulation-based planning visible by naming the actor, the action, and the result in practice. It is an illustration for readers, not a claim that every product behaves this way.
What is simulation-based planning easy to confuse with?
Simulation-based planning tests actions in a model. Direct planning ranks actions without that trial world. The closest entries here are planning workflow, tool routing, direct planning. Compare their definitions with simulation-based planning before using the names as if they mean the same thing. That comparison keeps simulation-based planning separate from nearby ideas without pretending the boundary is always perfect.
How certain is this definition?
This definition is provisional. ACL Anthology supports the version you see today, but a better or more direct source may change it. Open the cited page and check its date before you use this entry to choose a product, write a policy, set a safety control, or design a system.
Who introduced the term simulation-based planning?
We have not verified who first introduced simulation-based planning. The source supports a useful definition, but it may not be the earliest use. Until a dated primary record settles the question, we leave the origin open. A popular article or product page is not enough to name the person who coined a term.
What should you understand before simulation-based planning?
Read agent workflow first when simulation-based planning depends on a more basic idea or mechanism. The link gives you a useful route through the glossary. It does not mean every author teaches the subject in this order, so follow the source when the sequence matters.
What should this term help you answer?
Use simulation-based planning to ask what an agent can observe, decide, change, remember, or hand off. The questions below turn the definition into a practical check. They are prompts for your own work, not claims made by the source, so change them to fit the system you are examining.
- Who chooses the next step?
- Where does state live between steps?
- Who owns recovery when a step fails?
Which source supports this definition of simulation-based planning?
ACL Anthology supports this working definition of simulation-based planning. We checked the link on 2026-07-12. Open the original record for its context, methods, limits, and publication details. The short explanation here is a guide to simulation-based planning; the linked source remains the evidence to inspect when the wording or boundary matters.
source foundsimulation-based planningChecked 2026-07-12→