The AI landscape is experiencing simultaneous disruption and maturation, with companies like Tailwind facing massive layoffs due to AI automation while frontier AI developers like Anthropic secure unprecedented funding. New technical frameworks for AI certification and evaluation, including maturity-based assessment protocols and mathematical benchmarks, are emerging to address the growing need for trustworthy AI deployment.
