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Your bot management platform will miss an attack eventually. This is the design we use for the thirty minutes between the miss and the fix: a forecast-driven, multi-dimensional rate limiter that runs inside your own stack, on libraries you already know. 01. Where the vendor stops and you start The
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Disclosure: I work on Image to Image Generator, the product example used near the end of this article. The hardest part of a multi-model image-to-image interface is not adding another model to a dropdown. It is keeping the interface truthful while source-count rules, file constraints, resolutions, account gates, credit costs,
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Kubernetes is dynamic by design. Pods appear and disappear, workloads scale horizontally, nodes become unavailable, and deployments continuously modify the state of the cluster. That dynamism makes observability essential. Without reliable monitoring, engineers often discover problems only after users experience them. CPU saturation, memory pressure, failed deployments, container restarts, and
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When people picture a robot, they picture C-3PO (or if you're a Trekkie, it's Lieutenant Commander Data and his brother Lore): a humanoid that walks into any room, understands what you say, picks up anything, and improvises when things go sideways. Decades of science fiction trained
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I entered the RevenueCat Shipaton with one app in mind. Now, I’m sitting on four. That’s a personality type, not a plan. What I'm Building (And Why) The Shipaton is a build-in-public hackathon run by RevenueCat. The premise: ship something real, document it publicly, let people
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San Jose, Costa Rica. EagleSwap, a non-custodial cryptocurrency swap platform, announced that it has reached 10,000 completed swaps. The milestone marks a new stage in the platform’s operations, which allow users to exchange digital assets across supported blockchain networks without creating an account. The announcement focuses on completed
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In hackathons and fast-moving software development, teams often treat automated testing as an afterthought. The usual justification is: "We’ll write tests after the demo works." When we set out to build Isolyne for Shipaton 2026, we inverted that rule. Because Isolyne’s core value is catching silent
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Computer says yes. The iPhone 18 Pro and Apple Watch Series 12 are also expected to be revealed today. Screenshot (Apple) The iPhone Ultra is basically confirmed at this point, thanks to the numerous reports and leaks from outlets like Bloomberg and even accessory makers like Dbrand. Today, we find
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ADP Research recently published Unbundling jobs: Measuring the value of tasks in an AI economy, with the Stanford Digital Economy Lab. Nela Richardson and Andrew Wang do not ask whether AI is deleting occupations. They price the work inside them. That is the correct unit of analysis. It is also
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Zithara.AI, an AI native customer engagement platform for offline retailers, has partnered with Tyaani Jewellery by Karan Johar to strengthen customer engagement through technology and data driven insights across the brand’s retail operations. Through the partnership, Tyaani Jewellery will leverage Zithara.AI’s AI native CRM platform to
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PERSONAL tech Inflatable wrist cuff delivers 24-hour blood pressure readings, though the design remains chunky Huawei has released the Watch D3, the third generation of its blood-pressure-measuring wearable, as the company continues plowing a relatively lonely furrow in cuff-based technology. The D3 is an intriguing device for anyone seeking more
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Enterprise infrastructure has always adapted as scale increased. Virtualization tackled server sprawl, cloud computing reduced the need to provision physical resources for every application, and automation made increasingly complex environments manageable. Artificial intelligence presents a different kind of scaling problem. The discussion around enterprise AI has largely centered on models,
