A detect anything model finds objects from a plain-language prompt instead of a fixed, pre-trained class list, so you type “forklift” or “pallet” and get bounding boxes back with no labeled data or training. This tutorial builds a warehouse asset search in Roboflow Workflows using SAM3: pass an image and a text prompt, get every…
Listen to the article 5 min This audio is auto-generated. Please let us know if you have feedback. A newly released audit of UnitedHealth’s home visits for Medicare seniors found little evidence to support accusations that the program, called HouseCalls, drums up extra patient diagnoses to inflate UnitedHealth’s reimbursement from the federal government. UnitedHealth argued…
In healthcare settings where patients use LLMs as a medical assistant, LLM performance differs between evaluation and deployment. (a) Bean et al. (2025) find a 61 percentage point difference between evaluation and deployment. (b) We argue this gap arises not from poorly designed benchmarks, but from implicit assumptions embedded in evaluation protocols that fail to…
Microsoft is replacing AI models from OpenAI and Anthropic with its own in-house models across several Copilot products, including Excel and Outlook. Microsoft’s in-house MAI models are already processing tens of thousands of requests per week in Excel and Outlook, Bloomberg reports. Both apps previously relied more heavily on models from OpenAI and Anthropic. The in-house…
An independent, first-of-its-kind scientific assessment of AI published by the United Nations has made a startling conclusion: No one can currently guarantee the technology won’t cause catastrophic harm. The UN’s Independent International Scientific Panel on Artificial Intelligence made the finding in a July 6 preliminary report. The panel of 40 scientists, selected from more than…
The 1966 Wembley Goal was a tragedy. Not just for West Germany, which lost the World Cup final after one of the most controversial goals in football history, but for the idea that human vision alone could settle every decisive moment in sport. The ball hit the crossbar, bounced down near the goal line, and…
What You Should Know Senior care coordination pioneer Hera has announced a $27M Series A funding round led by Bain Capital Ventures, with continued backing from Accel, IA Ventures, and strategic angel investors including the CFO of Mount Sinai. The platform targets an intense family caregiving crisis, using human-centric AI to centralize scattered geriatric caregiving…
Turn every AI agent change into a measured experiment you compare before and after to detect regressions and measure performance. The scariest AI failures are the silent ones. You ship a change to your agent on a branch — a new feature, a prompt fix, a quick refactor. No errors. No complaints. Everything looks fine….
For a quarter century, the Google search box has been one of the most recognizable interfaces in computing: a thin white rectangle, a blinking cursor, a few typed words, and a list of blue links. On Tuesday, Google will formally retire that paradigm. At its annual I/O developer conference, Google announced a sweeping redesign of…
This article is sponsored by Arango and was written, edited, and published in alignment with our Emerj sponsored content guidelines. Learn more about our thought leadership and content creation services on our Emerj Media Services page. Scalable AI requires coherent, connected context, since no model can compensate for an enterprise architecture that presents multiple versions…