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USE CASE / DOMAIN ASSISTANTS

An assistant that knows the task.

Specify the behavior you want from a specialist assistant, with examples and checks that make quality easier to discuss.

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THE STARTING POINT

A real workflow.
A focused experiment.

An internal engineering assistant can focus on one workflow, such as data-import troubleshooting. Keep the task narrow and review failures before expanding its scope.

ILLUSTRATIVE EXAMPLE · NOT A LIVE MODEL OUTPUT

Help a teammate troubleshoot a failed data import without inventing missing information.

{
  "response": "Check the JSONL record on the reported line. Each record needs an instruction and an output. Share the validation error if the format looks correct.",
  "next_step": "inspect_validation_error"
}
THE WORKFLOW

Make the task repeatable.

01

Set the boundaries

Define the tasks the assistant should handle and when it should ask for more context.

02

Curate useful responses

Include preferred structure, terminology, and examples of uncertainty handled well.

03

Review response quality

Use exact match for constrained outputs and human review for open-ended responses.

WHAT TO CHECK

Measure the details
that matter.

KEEP EXPLORING

Other specific problems.

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START WITH ONE SPECIFIC PROBLEM

Build. Evaluate.
Improve.

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