When a single prompt can trigger chains of reasoning, tool calls, and multi-modal outputs that ripple through customer experiences and compliance obligations, the hard part of AI no longer lives in model training but in proving that the whole agent behaves correctly under pressure and at scale.
Why AI agents keep forgetting—and why it’s a business problem Long-running agents still behave like short-term guests: they arrive with a clean slate, work within a finite context window, and forget the conversation as soon as the session ends unless someone leaves breadcrumbs long enough to
Imagine a world where cutting-edge artificial intelligence, rivaling the best offerings from tech giants like OpenAI and Google, is available to anyone at no cost. This isn't a distant dream but a reality brought to life by a Hangzhou-based Chinese startup that’s shaking up the industry. DeepSeek,
What if the key to transforming enterprise artificial intelligence lies not in colossal cloud servers, but in the unassuming devices already sitting on desks and in pockets? This provocative idea is at the heart of a groundbreaking shift led by Liquid AI, an MIT spin-off that has captured the
Imagine a scenario where millions of dollars are poured into cutting-edge technology—AI, cloud services, and advanced applications—yet a significant portion of that investment fails to deliver expected returns. This is not a hypothetical situation but a reality for many organizations grappling with
Amid rising pressure to translate scientific breakthroughs into tangible advances in energy, materials, and national security, a new federal program set out to knit the nation’s most advanced compute, data, and laboratory assets into a single engine for discovery that learns as it works and
