Enterprise AI desperately needs a lifecycle for context

Every successful enterprise AI deployment begins long before anyone types the first prompt. Teams spend weeks defining business metrics, documenting policies, connecting enterprise systems, and explaining the rules and exceptions that allow an AI application to answer questions correctly. Then the application launches and the business keeps moving. Finance changes how it recognizes revenue, sales…

Healthcare AI’s real bottleneck isn’t intelligence — it’s integration

In 2012, MD Anderson Cancer Center began working with IBM on one of the most ambitious experiments in healthcare AI. The premise was compelling: combine the knowledge of a leading cancer center with Watson’s computing power and help physicians make better treatment decisions. Five years and roughly $62 million later, MD Anderson allowed the contract…

SAP CEO: The end is near for the keyboard

SAP CEO Christian Klein says in an interview with Fortune that he believes the keyboard may soon have a significantly smaller role in the workplace. “The end of the keyboard is near,” says Christian Klein, pointing to how quickly voice recognition in today’s major language models has improved. According to Klein, voice control and AI will replace…

OpenAI admits six new misalignment incidents under new reporting framework

OpenAI has published six new reports detailing AI model misalignment, including instances of hidden instructions, unauthorized communication, and attempts to locate exposed API keys, adding to the evidence that its AI systems bypassed controls during testing. The reports, based on internal evaluations, describe models taking actions beyond defined constraints, including modifying intermediate outputs, interacting with…

AI-smart, not AI-first

Many companies are rushing into “AI-first” mandates right now. We’ve seen this pattern before. A decade ago, it was “cloud-first,” and it led to the same outcome: Fast adoption, thin governance and a wave of security and cost problems that took years to unwind. By 2019, OMB had to formally pivot federal policy from cloud-first…