AI workflows · Assemble context with a purpose

LLM Prompts Files VPN: select the passages a request really needs

A useful file prompt combines a task with the source material needed to perform it. Too little context can hide an exception; an unstructured collection can obscure which document is authoritative. LLM Prompts Files VPN concentrates on that assembly step and the checks that make a model's answer easier to assess.

Select passages around the decision

Write the question before selecting excerpts. Include definitions, qualifications, and nearby exceptions that change the meaning of the relevant passage. Label each excerpt with a document name, version, and section so the output can refer to evidence without inventing a citation format.

For comparisons, state whether the documents represent alternatives, successive revisions, or different viewpoints. A model should not have to infer this relationship from filenames such as final-new or draft-latest.

Specify the answer contract

Describe the structure you need: finding, source reference, uncertainty, and next question, for example. State what to do if the supplied material cannot support a conclusion. When the output will be parsed by software, define the expected fields and validate them in the application.

Keep source passages visually and structurally distinguishable from your task instructions. OWASP warns that prompt wording alone does not establish an enforcement boundary. Use application controls for file access and actions even when the prompt is carefully organized.

Test context changes before expanding scope

Run the request on a small example with a known answer. Then add a conflicting draft and a relevant exception to see whether the answer changes for the right reason. This tells you more about the context assembly than repeatedly asking for a better answer without changing the evidence.

Record the selected source versions and prompt version with an accepted result. If the task becomes routine, decide which selection steps can be automated and which require a person to identify the authoritative document. Keep the selection rule understandable to the next reviewer.

Questions about LLM Prompts Files VPN

Should I include every file in the prompt?

Choose material that supports the task, including relevant context and exceptions. Make the selection rule explicit rather than expanding scope by default.

How is this different from a reusable prompt library?

A library maintains general instructions. This guide addresses the source selection and context assembled for one specific request.