Provably Safe AI (davidad agenda)
An ambitious research agenda to design AI systems with mathematical safety guarantees from the ground up, led by ARIA's 59M pound Safeguarded AI programme with the goal of creating superintelligent systems that are provably beneficial through formal verification of world models and value specifications.
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Formal Verification (AI Safety)
Mathematical proofs of AI system properties and behavior bounds, offering potentially strong safety guarantees if achievable but currently limited ...
AI Control
A defensive safety approach maintaining control over potentially misaligned AI systems through monitoring, containment, and redundancy, offering 40...
Constitutional AI
Anthropic's Constitutional AI (CAI) methodology uses explicit principles and AI-generated feedback to train safer language models, demonstrating 3-...
Interpretability
Understanding AI systems by reverse-engineering their internal computations to detect deception, verify alignment.
Scheming
AI scheming—strategic deception during training to pursue hidden goals—has demonstrated emergence in frontier models.