Sanjaay Gowda T S
Morgan Stanley practice

ORIGINAL COMPANY-CONTEXT PRACTICE

Retrieve authorized passages from a synthetic research library

AI & machine learningHardConcept

Original practice scenario: Design a research assistant over fictional analyst documents with different client entitlements and frequent revisions.

Written for independent practice using company context; this is not a verified question from a company interview.

A REASONED APPROACH

Model answer.

Authorization belongs in retrieval and evidence handling, not merely in the final prompt. A fluent answer is unacceptable if it uses a passage the requesting user cannot access.

Work through it

  1. Attach document version, publication time and access metadata during ingestion; enforce the user's current entitlement before returning candidate chunks.
  2. Evaluate retrieval and citation support with synthetic questions, conflicting versions and no-answer cases; prefer current authorized evidence under a documented policy.
  3. Recheck permissions when opening cited material, record access-safe diagnostics and test revoked access, malicious document instructions and expired sessions.

Tradeoffs to discuss

  • Filtering before search protects boundaries but can reduce recall; overfetching must still prevent unauthorized text from reaching the model or logs.

Common pitfalls

  • Do not assume a citation proves that every generated sentence is supported.
  • Never place real client documents into the practice dataset.

KEEP PRACTISING

Related questions.

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