Model pattern

Long-context notes

Long documents work best when you keep source boundaries, ask for citations, and verify the live model context and rate before each workload.

EnglishVerified 2026-09-25

A practical checklist

Bound the pack

Split by document and section. Carry stable IDs such as [doc-1] into the prompt.

Require evidence

Ask for citations and an explicit uncertainty when the supplied text does not support a claim.

Check live facts

Review Models and Pricing immediately before forecasting.

Run the recipe

Use the long-context research recipe for a minimal Python flow. For client fields, see client setup.