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Use case

More efficient operation.

Spend less on each task by giving every step exactly what it needs, and nothing it does not.

Only the context a step needs

Search returns short references. Your agent downloads only the item it chose, so a small step never carries the whole history.

Smaller models for smaller decisions

With the right material in front of it, a smaller or local model can take on work that would otherwise need a large one, and the large model is kept for the steps that need it.

Reuse code instead of writing it again

Every item carries its source, licence and exact version, so proven scripts and tools are reused instead of generated again at every run.

The right tools, not every tool

A step sees only the tools and protocol servers it asked for, so its instructions stay short and its choices stay clear.