[strbean]

If I understand correctly, message roles are implemented using specially injected tokens (that cannot be generated by normal tokenization). This seems like it could be a useful tool in limiting some types of prompt injection. We usually have a User role to represent user input, how about an Untrusted-Third-Party role that gets slapped on any external content pulled in by the agent? Of course, we'd still be reliant on training to tell it not to do what Untrusted-Third-Party says, but it seems like it could provide some level of defense.

[kevincox]

This makes it better but not solved. Those tokens do unambiguously separate the prompt and untrusted data but the LLM doesn't really process them differently. It is just reinforced to prefer following from the prompt text. This is quite unlike SQL parameters where it is completely impossible that they ever affect the query structure.