AppliedAIPrep logoAppliedAI/Prep
← RAG & Agent System Design / 17
mediumGleanMicrosoftCohere

How do you implement citations and source attribution in a RAG system, and why does it matter?

Citations turn a RAG answer from 'trust me' into something verifiable, and they are a real engineering problem. The signal is grounding each claim to a specific passage and verifying the attribution, not appending a bag of links at the end.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

Citations turn a RAG answer from 'trust me' into something verifiable, and they are a real engineering problem. The signal is grounding each claim to a specific passage and verifying the attribution, not appending a bag of links at the end.

more free answers with an account · no card
LEARN THE BACKGROUND

No lesson covers this question directly yet. These teach the surrounding topic from the beginning.

Agent Engineering·Agents in the interviewPremium12mThe sentences that mark someone who has run oneThe final lesson. Six specific things a candidate says that could only come from operating an agent rather than building one, and the three claims that reliably mark the opposite.Applied AI Engineering·The interviewPremium12mTurning this course into a study planA concrete four-week plan mapping the seven modules onto the question bank, plus what to do differently if your interview is next week rather than next month.
UP NEXT ON YOUR JOURNEY
Next in this trackYour RAG system retrieves contradictory information from different documents. How do you handle conflicts?Next in this trackWhat is the Plan-and-Execute agent pattern, and how does it compare to ReAct?Next in this trackWhat are the types of agent memory (short-term, long-term, episodic, semantic), and how do you use each?
DISCUSSION · 0

No comments yet — be the first to share your approach.