Lessons from External Review of DeepMind's Scheming Inability Safety Case
External review of DeepMind's public scheming-inability safety case for Gemini 2.5, applying the Assurance 2.0 / Claims-Argument-Evidence methodology. Translates the review into recommendations for AI developers, AISIs and regulators on how frontier safety cases should be structured to support external scrutiny.