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Guides

AI Labs: playgrounds, retrieval index and usage

Switch the live playgrounds on for learners, keep the retrieval index fresh, and watch what gets used.

  • Playgrounds go to all learners with one switch, not a per-person grant
  • A stale retrieval index is visible here rather than felt as bad answers
  • Usage shows which playgrounds earn their place in your programme

The live playgrounds

Admin - AI Labs controls the interactive playgrounds: self-contained demonstrations that teach one concept each by letting a learner move the inputs and watch the result.

One switch

Turning labs on applies to all learners in scope. There is no per-learner grant to keep in step with your roster.

Keep the index fresh

The assistant answers from a retrieval index built over the content. After content changes, rebuild it here — the console shows when it was last built, so a stale index is something you can see rather than something you feel as a wrong answer.

Usage

Usage per playground tells you which ones your learners actually reach for, and which are decoration.

Frequently asked

What are the playgrounds?

Interactive, self-contained concept demonstrations. Each one runs a pure engine in the browser and teaches a single idea by letting a learner move the inputs.

Why re-index?

The assistant answers from an index of the content. Reindexing after content changes is what keeps its answers current; the console shows when the index was last built.

Do learners need anything enabled per person?

No. The switch applies to all learners in scope; there is no per-learner grant to manage.

Related guides

AI Labs — see inside the machinery

Five live playgrounds for tokenization, chunking, embeddings, retrieval and sampling.

Read
Org AI keys, precedence & cost oversight

Share encrypted org AI keys with your learners, set fallback precedence, and watch usage and estimated cost.

Read
Authoring content: curriculum, flashcards, challenges & AI

Create flashcards, coding challenges, lessons and case studies; tune AI tutor personas and role-play scenarios.

Read
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