The current funding environment for machine learning startups is evolving, defined by both massive injections of capital and a increased degree of scrutiny. Before, we witnessed a era of exceptional growth, with investors eagerly investing billions across the industry. Now, aspects like broader instability, rising costs of borrowing, and a more cau