This story was originally published on HackerNoon at: https://hackernoon.com/before-you-hit-send-building-a-reply-co-pilot-on-typesafes-jev-deployed-on-cloudways-velocity.
Learn to build a reply co-Pilot on TypeSafe's Jev, deployed on Cloudways Velocity.
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It isn't a chat model. You send it a state and a set of typed questions, and it returns typed, calibrated answers directly in the form of a choice, a score, or a probability. There is no lengthy wall of text, and certainly no need to programmatically parse one to find a single-word answer. We built a small live co-pilot on top of it. A support agent types a reply, and four separate judgments about that reply update while they type, before the message ever sends.

This story was originally published on HackerNoon at: https://hackernoon.com/oura-competitors-samsung-apple-and-the-smart-ring-market.
Compare Oura with Samsung, Apple, Whoop and other rivals across market share, pricing, subscriptions and the smart ring race.
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Oura dominates the smart ring market, accounting for about 74% of global shipments in the first half of 2025, according to Omdia. But its broader competitive set includes Apple, Samsung, Garmin, Whoop and other wearable platforms. This guide compares Oura's market share, subscription model, pricing, patent position and competitors, including Samsung's Galaxy Ring and Ultrahuman's Ring Pro, while examining whether Oura can expand beyond its smart-ring niche.

This story was originally published on HackerNoon at: https://hackernoon.com/why-you-should-prioritize-shadow-ai-on-your-endpoints.
Discover the risks of uncontrolled AI adoption and shadow AI tools on corporate endpoints. Learn how you can mitigate these risks.
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AI delivers the efficiency it promised. Uncontrolled adoption and shadow AI usage comes with risk. Contrary to domestic use of AI chatbots, AI tools and agents directly run on corporate endpoints in the business setup. The risks of allowing unapproved AI tools can result in data loss, compliance issues, supply chain risks, and so on. Prevent shadow AI through application control and least privilege.