A research report prompts a follow-up: compare another period, examine an exception, or explain the calculation. Keep the working files so the next pass can build on the analysis already done.
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Prepare the first result.
Process approved inputs in a session and return a draft. Keep the scripts and intermediate files behind it.
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Save during review.
Snapshot the workspace while a person checks the result. Release its CPU and memory during the wait.
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Answer with the same working context.
Restore, add the new inputs, and revise. Export the deliverable when it is ready.
Your application provides document processing, source access, citations, and the reasoning behind the answer.