Expert prompters still beat novices with frontier models, and it's hard to pin down why

kuza55 · x · 2026-10-22

Responding to @moyix, kuza55 argues the mechanism is simple: experts give more detailed instructions and can tell when the model goes off the rails, prodding it back on track. He suspects people doing bug hunting prompt with prior PHP bug classes, and notes the Calif work explicitly says so. Moyix adds it's hard to pin down exactly what makes the difference, but an expert just chatting with a frontier model still gets better results than someone unfamiliar with the topic.

Related event: Security Researchers Debate AI's Real Impact on Vulnerability Research(4 posts)→

Original post →

More from Models

Models channel →