AI security lab · Rag Document Attacks

RAG Prompt Injection via Document Upload

A RAG system ingests user-uploaded PDFs into its knowledge base. Hidden instructions embedded in documents can override the system's behavior. **Challenge:** You have access to a corporate RAG assistant that answers questions from uploaded documents. Upload a document containing hidden prompt injection instructions that make the assistant reveal its system prompt when asked any question.

advancedPro labLLM07 System Prompt Leakage
Reward
150 XP
Time
30 to 60 minutes
Solved by
0 learners
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What you will practice

Technique

RAG Prompt Injection via Document Upload

OWASP LLM Top 10 (2025)

LLM07 System Prompt Leakage

How QbitDojo labs work

  1. Step 1

    A live AI target

    Each lab is a real language model with its own instructions, guardrails and a secret flag it must protect.

  2. Step 2

    You attack it

    Talk to it like a red teamer would. Craft prompts, chain techniques and use hints if you get stuck.

  3. Step 3

    Capture the flag

    Get the model to reveal the flag to solve the lab, earn XP and climb the leaderboard.

  4. Step 4

    Then defend it

    In labs with Defense Mode, write the hardened system prompt that blocks the attack you just used.