Can Sensitive Data Be Stolen From an AI Agent's Memory If It Never Entered?
No. Memory extraction recovers only what the model held, and a value tokenized before the read is not there. Check what your agent's memory stores.
Research topic
persistent agent memory
Research on persistent agent memory: AI agent security, tokenization and checks for sensitive data access before allowing enterprise workflows to run.