Amazon SageMaker JumpStart was used to deploy pretrained models, run a repeatable sample-prompt performance test, and then delete the created inference endpoint. The workflow measures latency and estimated output generation rate with a single-request run that includes example payloads with a max_tokens value of 256. In 2026, JumpStart added a SageMaker AI console Model Hub for browsing and launching notebooks and added pre-configured endpoint deployment options plus a one-click deep-link flow from Hugging Face model discovery to SageMaker AI deployment.
Harmonic Security raised a $50 million Series B to control and monitor how employees use AI tools in enterprises. The round was led by Crosspoint Capital Partners. The company will invest the new funding in engineering, sales, and marketing, reaching more than 90 employees in the US and UK and building its small language model-based controls for AI usage.
VitVio is partnering with UCK Gdańsk to deploy its AI-powered surgical operating system, Vetro, in Poland starting with a pilot in a small number of operating rooms. The initial rollout covers a small number of operating rooms across orthopaedics and neurosurgery. After the pilot, VitVio and UCK Gdańsk will review results against current operating-room performance before planning a broader rollout.
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