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This article discusses my recent participation in a Hugging Face competition where I held position 7 out of the roughly 300 that participated and spent less than 80 dollars while at it. I should have written this way earlier while in the competition, but if you have realized, I am
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AI agents become fragile when they are connected in long synchronous chains. An event bus lets them work independently, wait for people and tools, recover after restarts, and place policy between a model's recommendation and a real action. Most AI agent demos fit inside a single request: User
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Overview Flux.2-Klein-9B-MatchingPose is a LoRA adapter for FLUX.2 Klein 9B that transfers pose from a mannequin reference image onto a character while preserving the character's identity, face, and style. Created by nhathoangfoto, this model solves a critical problem in pose transfer: standard ControlNet approaches either lose
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Within 48 hours at the turn of August, both major AI labs switched on watermarking. On July 31, OpenAI embedded SynthID marks into all GPT-Live voice output — one day before Article 50 of the EU AI Act came into force. From August 2, Anthropic began weaving an imperceptible watermark into
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Hi! I’m Oleg, a QA Engineering Manager focused on test strategy, automation, and AI-assisted QA workflows. I lead one of the testing stacks at a large grocery retail company. We've been working through a series of experiments on where AI actually saves time in QA — not where
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Mifare DESFire keycards are some of the most difficult keycards to clone. As such, they are used in access control, transit, closed loop payments, and many other sectors. Acquiring keys for DESFire cards has been borderline impossible thanks to its robust physical and digital security architecture. However, in recent years,
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For years, the blueprint for building a technology company seemed almost universal. Hire thousands of software engineers and builders, organize them into specialized departments, and scale by adding more people as the business grows. Artificial intelligence is beginning to rewrite that playbook. Today, AI is doing far more than helping
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I nearly turned four software bugs into four model personalities This article was edited with AI assistance. The cases and data come from real batch runs in the Kai! AI Arena. Every claim is limited to the game rules, model versions, and experimental setup used at the time. This is
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Why Code Generation Is Not Enough The first generation of AI software engineering tools demonstrated that Large Language Models can generate production-quality code. The next generation will be measured by a fundamentally different capability: orchestrating the complete software engineering lifecycle. Code generation is only one stage of enterprise delivery. Modern
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SOCs face constant pressure to detect and respond to threats faster. Heavy workloads, limited threat visibility, and disconnected tools can delay action, increasing the risk of financial loss and operational disruption. ANY.RUN helps more than 15,000 security teams reduce these delays with fresh threat intelligence, interactive analysis, contextual
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Photography has a unique way of turning everyday experiences into memories that can be revisited long after the moment has passed. Whether it is capturing a fleeting expression, documenting a new destination, experimenting with portraits, or creating videos that tell a story, the right tools can make it easier to
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* Amazon has rolled out tougher DRM to the Kindle Oasis * The same update has previously landed on most other Kindle models * The company has also closed an airplane mode loophole for Libby loans If you like reading Kindle books on other devices or borrowing digital library books using Libby, Amazon
