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5 Suggestions to Upgrade your OpenTofu/Terraform & AWS Development Experience

The article covers tools and scripts to reclaim focus and improve workflow for OpenTofu, Terraform, and AWS CLI users. Suggestions include tools for easily swapping between versions, summarizing plans, linting code, switching AWS profiles, and customizing prompts. Bonus recommendation includes Task .. read more ย 

5 Suggestions to Upgrade your OpenTofu/Terraform & AWS Development Experience
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The Software Factory: Why Your Team Will Never Work the Same Again

The current models and tooling are enough to build software factories. In a software factory, developers stop writing code by hand, and AI coding agents implement features and fix bugs while developers design and improve the factory. Tools like Claude Code and Gas Town enable this shift towards a mo.. read more ย 

The Software Factory: Why Your Team Will Never Work the Same Again
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How I Use LLMs for Security Work

LLMs like Claude, Cursor, and ChatGPT help tackle complex problems, but prompting them like Google won't cut it. Use role-stacking for varied perspectives (e.g.: you are a senior security engineer and sr. software engineer with experience in Docker, Kubernete..) and always specify your tools for bet.. read more ย 

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Systemd Gets a birthDate Field - and a "Liberated" Fork in Response

Age verification laws just reached the Linux init system. Systemd added an optional birthDate field to user records - not a policy engine, just a data slot other projects can build on. That was not enough to stop a fork. Liberated systemd removes it entirely, and the debate is not going away.

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Software Developer, RELIANOID

Deploy RELIANOID on Azure in minutes

๐Ÿš€ Deploy RELIANOID on Azure in minutes Looking to automate your infrastructure? Our latest guide shows how to deploy ๐—ฅ๐—˜๐—Ÿ๐—œ๐—”๐—ก๐—ข๐—œ๐—— ๐—Ÿ๐—ผ๐—ฎ๐—ฑ ๐—•๐—ฎ๐—น๐—ฎ๐—ป๐—ฐ๐—ฒ๐—ฟ ๐—˜๐—ป๐˜๐—ฒ๐—ฟ๐—ฝ๐—ฟ๐—ถ๐˜€๐—ฒ ๐—˜๐—ฑ๐—ถ๐˜๐—ถ๐—ผ๐—ป ๐˜ƒ๐Ÿด ๐—ผ๐—ป ๐— ๐—ถ๐—ฐ๐—ฟ๐—ผ๐˜€๐—ผ๐—ณ๐˜ ๐—”๐˜‡๐˜‚๐—ฟ๐—ฒ ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—ง๐—ฒ๐—ฟ๐—ฟ๐—ฎ๐—ณ๐—ผ๐—ฟ๐—บ โ€” fast, simple, and fully automated. ๐Ÿ’ก What youโ€™ll get: - End-to-end deployment (VM, network, IP, secu..

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The cost of a data breach? Everything.

๐Ÿšจ The cost of a data breach? Everything. ๐Ÿšจ 23andMeโ€™s recent bankruptcy after a devastating data breach is a wake-up call for every business handling sensitive information. Millions of users' DNA data is now at risk of being sold, all because of inadequate security measures. A single breach can lead ..

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๐—–๐—ฉ๐—˜-๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฒ-๐Ÿฎ๐Ÿฏ๐Ÿญ๐Ÿญ๐Ÿฎ: ๐—ก๐—ฉ๐— ๐—ฒ/๐—ง๐—–๐—ฃ ๐—ž๐—ฒ๐—ฟ๐—ป๐—ฒ๐—น ๐——๐—ผ๐—ฆ ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ โ€“ ๐—ค๐˜‚๐—ถ๐—ฐ๐—ธ ๐—œ๐—ป๐˜€๐—ถ๐—ด๐—ต๐˜

๐Ÿ” ๐—–๐—ฉ๐—˜-๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฒ-๐Ÿฎ๐Ÿฏ๐Ÿญ๐Ÿญ๐Ÿฎ: ๐—ก๐—ฉ๐— ๐—ฒ/๐—ง๐—–๐—ฃ ๐—ž๐—ฒ๐—ฟ๐—ป๐—ฒ๐—น ๐——๐—ผ๐—ฆ ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ โ€“ ๐—ค๐˜‚๐—ถ๐—ฐ๐—ธ ๐—œ๐—ป๐˜€๐—ถ๐—ด๐—ต๐˜ A new Linux kernel vulnerability (CVE-2026-23112) affects the NVMe/TCP target (nvmet-tcp), exposing systems to potential kernel crashes and Denial of Service (DoS) conditions. โš™๏ธ ๐—ช๐—ต๐—ฎ๐˜โ€™๐˜€ ๐—ต๐—ฎ๐—ฝ๐—ฝ๐—ฒ๐—ป๐—ถ๐—ป๐—ด? Improper validation in nvmet_tcp_build_pdu..

Knowledge base Troubleshooting - CVE-2026-23112 - relianoid
DeepSeekMath-V2 is a state-of-the-art mathematical reasoning model built on the DeepSeek-V3.2-Exp-Base architecture with 685 billion parameters. Unlike conventional math-focused language models that optimize only for correct final answers, DeepSeekMath-V2 introduces a self-verification framework where the model generates, inspects, and validates its own mathematical proofs.

This approach enables rigorous, step-by-step reasoning suitable for theorem proving, scientific research, and domains requiring high-integrity logic. The model is trained through a generation-verification loop involving a dedicated LLM-based verifier and reinforcement learning optimized for proof correctness rather than answer matching.

DeepSeekMath-V2 achieves gold-level scores on IMO 2025 and CMO 2024, along with a groundbreaking 118/120 on the Putnam 2024 contest. Released under the Apache 2.0 license and hosted on Hugging Face, it is fully open source for research and commercial use.