Computer Vision

Tonight's Eta Aquariid peak is being measured in real time by the Global Meteor Network — a fleet of more than 1,000 amateur Raspberry Pi cameras running random forest, CNN, and LSTM classifiers nightly. The science press calls it citizen astronomy. Infrastructure people should call it a reference architecture.

331,000 U.S. insurance claims adjusters sit at the top of the AI substitution list. Allianz Project Nemo cuts processing time by 80%. Goldman Sachs flags claims clerks as the highest-substitution-risk occupation. A deep-dive on agentic adjudication, computer vision in the field, regulatory cliffs, displacement timelines, and what working adjusters can do to stay relevant.

AI vision models from Tractable, CCC Intelligent Solutions, Hi Marley, and Snapsheet now process auto and residential property damage claims at human-or-better accuracy, with carriers settling claims in minutes that used to take days. A deep look at how 290,000 US claims adjusters are being systematically displaced from the field.

Explore how leading teams operationalize vision and multimodal AI systems using specialized frameworks like BentoML, Ray, and Hugging Face Transformers for production-scale deployments.