MongoBleed explained simply (7 minute read)
MongoBleed (CVE-2025-14847), a critical vulnerability in MongoDB's zlib1 message compression path, has allowed unauthenticated attackers to read arbitrary heap memory, including sensitive data, across most versions since 2017. Though a fix has been issued for supported versions, over 213,000 internet-exposed MongoDB databases remain vulnerable to this "dead-easy" exploit.
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2025: The year in LLMs (28 minute read)
2025 was defined by reasoning-driven models and practical agentsβespecially coding agents and CLI workflowsβunlocking longer autonomous tasks and widespread prompt-based image editing, while raising new safety risks around YOLO usage, AI browsers, and prompt injection. Meanwhile, Chinese open-weight models surged, OpenAI's lead narrowed as Gemini advanced, cloud models pulled ahead of local ones, AI βslopβ went mainstream, and data centers drew increasing backlash.
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How to integrate Kairos architecturally into an edge AI platform (6 minute read)
Aurea Imaging, a Dutch agricultural tech startup, addressed the challenge of managing and remotely updating a global fleet of NVIDIA Jetson-powered remote sensing devices by adopting a cloud-native approach, including K3s and the CNCF Kairos project. This enabled atomic, image-based OS upgrades, eliminating inconsistent "snowflake" devices and significantly improving operational efficiency.
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CertMate (GitHub Repo)
CertMate is a powerful SSL certificate management system for modern, distributed infrastructure. It supports 22 DNS providers with multi-account capabilities. CertMate features Docker containerization, a comprehensive REST API, and integrates with various enterprise storage backends like Azure Key Vault and AWS Secrets Manager.
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react2shell-scanner (GitHub Repo)
react2shell-scanner is a command-line tool that can detect two critical RCE vulnerabilities: CVE-2025-55182 and CVE-2025-66478. These vulnerabilities affect Next.js applications that use React Server Components. The tool typically functions by sending a crafted RCE proof-of-concept payload, but a "safe-check" flag is available for detection via side-channel indicators without executing code.
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