Can datasets, task packs and simulated environments be licensed separately?

**Can datasets, task packs and simulated environments be licensed separately?**

A reseller can ask for them to be scoped as separate items. The terms are settled in your agreement with MirrorFirm, so confirm the split during scoping rather than assuming it.

**What is the difference in practice?**

- A **dataset** is a set of generated records and their links: payments, obligations, policies and decisions. - A **task pack** is a set of defined questions drawn from that material, each with inputs, an expected outcome and a scoring method. - A **simulated environment** holds the same state behind tool actions, so an agent can search, apply payments and be reset between attempts.

**Why would a reseller separate them?**

Different buyers need different things. A team fine-tuning a model wants records. A team comparing agents wants a task pack with stable scoring. A team testing tool use wants an environment that resets cleanly.

**Does the environment come with the dataset?**

Not automatically. An environment needs its own reset and scoring behaviour, which should be requested explicitly in a pilot.

**What should I ask first?**

Ask which exception types each product covers, and whether labels and answer keys sit in files you can withhold from previews. That affects how you list and demonstrate each item.