Datology's SafeTulu: filtering benign-looking data cuts jailbreak success up to 22%

pratyushmaini · x · 2026-11-03

Datology AI released SafeTulu research ('Follow the Gradient'): some benign-looking training data quietly weakens LLM safety, and filtering it cuts attack success up to 22% relative while largely preserving capability. Demo Space, dataset and paper are public. Quoter joshwills notes that jailbreak resistance comes down to the same data janitor work the field has avoided for 20-30 years.

Related event: SafeTulu Filters Harmless-Looking Data to Boost LLM Safety(3 posts)→

Original post →

More from Safety

Safety channel →