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@devopslinks shared a link, 1 week, 3 days ago
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How we built an AI SRE agent that investigates like a team of engineers

Datadog just droppedBits AI SRE, an autonomous agent that thinks more like an SRE than a chatbot. It doesn't just regurgitate summaries - it investigates. It builds hypotheses, tests them against telemetry, and chases down actual root causes. Older tools leaned hard on LLMs to summarize alerts. That.. read more  

How we built an AI SRE agent that investigates like a team of engineers
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@devopslinks shared a link, 1 week, 3 days ago
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Preparing for Post-Quantum Cryptography

NIST locked in itsPost-Quantum Cryptography (PQC) standardsin August 2024. The countdown’s on: U.S. federal systems need to make the leap by 2035. Wiz jumped early with aPQC Security Framework. It scans for shaky encryption, maps your crypto assets, and flags what’s PQC-ready, all cloud-wide, using .. read more  

Preparing for Post-Quantum Cryptography
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@devopslinks shared a link, 1 week, 3 days ago
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What came first: the CNAME or the A record?

A recent change to 1.1.1.1 accidentally altered the order of CNAME records in DNS responses, breaking resolution for some clients. This post explores the technical root cause, examines the source code of affected resolvers, and dives into the inherent ambiguities of the DNS RFCs... read more  

What came first: the CNAME or the A record?
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SSH has no Host header

A dev built a custom SSH proxy that punches through IPv4 limits without handing out public IPs like candy. Their trick:shared IPv4s with per-user relative IP mapping. It maps incoming SSH traffic to the right VM using thesource IPandpublic key combo. No Host header? No problem. They sidestep that ho.. read more  

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@devopslinks shared a link, 1 week, 3 days ago
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The best tools for bare metal automation that people actually use

Bare metal ops aren’t what they used to be. The game’s gone full stack:API-driven provisioning,declarative workflows, andconfig convergencenow run the show. Tools likeMAAS,Foreman,Ironic, andTinkerbelltreat physical servers as programmable units. Real hardware, real APIs. Meanwhile,Kubernetes-native.. read more  

The best tools for bare metal automation that people actually use
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@devopslinks shared a link, 1 week, 3 days ago
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Keeping Secrets Out of Logs

A new writeup lays out a layered plan to keep secrets out of logs, no silver bullets here, just ten solid "lead bullets" that actually stack. Think of it as defense in depth for log hygiene. Highlights include: Type-safe domain primitives for secrets, Taint-based static analysis, Read-once secret wr.. read more  

Keeping Secrets Out of Logs
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@varbear shared an update, 1 week, 3 days ago
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Go Developer Survey Is Out: What 5,379 Go Developers Actually Want Next

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The 2025 Go Developer Survey reveals developers' desire for better best practices, enhanced standard library usage, and modernized tooling. AI-powered development tools are common, yet satisfaction is moderate due to quality concerns. Most respondents are experienced developers in the tech industry, highlighting challenges like ensuring code quality and finding reliable modules.

Go Developer Survey Is Out: What 5,379 Go Developers Actually Want Next
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@kala shared an update, 1 week, 3 days ago
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Qwen3-TTS Series Released: This Open-Source Model Can Clone Your Voice in 3 Seconds

The Qwen3-TTS series introduces open-source models for speech generation, voice design, and cloning, available in 1.7B and 0.6B sizes. These models support 10 languages and offer features like rapid voice cloning and style control. They excel in multilingual capabilities and efficient speech signal processing.

Qwen3-TTS Series Released: This Open-Source Model Can Clone Your Voice in 3 Seconds
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@devopslinks shared an update, 1 week, 3 days ago
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The Cloud Native Tipping Point: What 689 Companies Just Revealed

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The CNCF Annual Cloud Native Survey reveals 98% of organizations now use cloud native technologies, with Kubernetes playing a crucial role in AI infrastructure. Multi-cloud and hybrid strategies are prevalent, and the main challenge has shifted to cultural changes within development teams.

The Cloud Native Tipping Point: What 689 Companies Just Revealed
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@laura_garcia shared a post, 1 week, 4 days ago
Software Developer, RELIANOID

Why High Availability for Skype for Business really matters 🔍

Downtime in enterprise communications is not an option. In our article, we explain why High Availability is critical for Skype for Business and how RELIANOID ensures continuous, secure, and scalable communications with advanced load balancing and failover solutions. 👉 Read it here and keep your comm..

Magika is an open-source file type identification engine developed by Google that uses machine learning instead of traditional signature-based heuristics. Unlike classic tools such as file, which rely on magic bytes and handcrafted rules, Magika analyzes file content holistically using a trained model to infer the true file type.

It is designed to be both highly accurate and extremely fast, capable of classifying files in milliseconds. Magika excels at detecting edge cases where file extensions are incorrect, intentionally spoofed, or absent altogether. This makes it particularly valuable for security scanning, malware analysis, digital forensics, and large-scale content ingestion pipelines.

Magika supports hundreds of file formats, including programming languages, configuration files, documents, archives, executables, media formats, and data files. It is available as a Python library, a CLI, and integrates cleanly into automated workflows. The project is maintained by Google and released under an open-source license, making it suitable for both enterprise and research use.

Magika is commonly used in scenarios such as:

- Secure file uploads and content validation
- Malware detection and sandboxing pipelines
- Code repository scanning
- Data lake ingestion and classification
- Digital forensics and incident response