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@kaptain shared a link, 2 weeks, 3 days ago
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Before You Migrate: Five Surprising Ingress-NGINX Behaviors You Need to Know

The K8s blog exposesIngress-NGINXdefaults that clash withGateway API. These include case-insensitive prefix regexes. Host-wide annotation effects. Path rewrites. Slash redirects. URL normalization. Kubernetes retiresIngress-NGINXinMarch 2026.Gateway API 1.5graduatesListenerSetand theHTTPRoute CORS.. read more  

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@kaptain shared a link, 2 weeks, 3 days ago
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Spotlight on SIG Architecture: API Governance

Kubernetes SIG Architecture’s API Governance crew is tightening the screws on stability, consistency, and cross-cutting sanity across the whole API surface. Not just REST. They’re eyeing the overlooked stuff too - CLI flags, config formats, anything that shapes how users and tools touch the system. .. read more  

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@devopslinks shared a link, 2 weeks, 3 days ago
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How to scale GitOps in the enterprise: From single cluster to fleet management

In GitOps, the "Argo Ceiling" is the point where tooling that worked at a small scale becomes unmanageable as you scale up to multiple clusters. To address this, you can consider using OCI registries and ConfigHub as alternative state store options. When it comes to secrets management, options like .. read more  

How to scale GitOps in the enterprise: From single cluster to fleet management
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@devopslinks shared a link, 2 weeks, 3 days ago
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Google API Keys Weren't Secrets. But then Gemini Changed the Rules

A report reveals Google Cloud'sAPI keysuse the same format for public IDs and secret auth. That overlap lets public keys reach theGemini API. New keys default toUnrestricted. Existing keys can be retroactively granted Gemini access. Google will add scoped defaults, block leaked keys, and notify affe.. read more  

Google API Keys Weren't Secrets. But then Gemini Changed the Rules
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@devopslinks shared a link, 2 weeks, 3 days ago
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Rendering 100M pixels a second over ssh

A massively multiplayer snake game accessible over ssh, capable of handling thousands of concurrent players and rendering over a hundred million pixels a second. The game utilizes bubbletea for rendering frames and custom techniques to reduce bandwidth usage to around 2.5 KB/sec. Performance improve.. read more  

Rendering 100M pixels a second over ssh
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@devopslinks shared a link, 2 weeks, 3 days ago
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LLMs Are Good at SQL. We Gave Ours Terabytes of CI Logs.

Mendral's agent runs ad‑hocSQLagainst compressedClickHouselogs. It traces flaky tests across months and scans up to 4.3B rows per investigation. They denormalize 48 metadata columns per log line. They compress 5.31 TiB down to ~154 GiB (~21 bytes/line) — a 35:1 ratio. That turns arbitrary filters in.. read more  

LLMs Are Good at SQL. We Gave Ours Terabytes of CI Logs.
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@varbear shared a link, 2 weeks, 3 days ago
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How we reduced the size of our Agent Go binaries by up to 77%

The Datadog Agent cut its Go binaries size by up to 77% in six months, removing unnecessary dependencies and enabling linker optimizations to trim artifacts significantly... read more  

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@varbear shared a link, 2 weeks, 3 days ago
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The best new features of C# 14

C# 14 ships with.NET 10. It addsfile-based apps. Run a single .cs file from the command line. No project or solution files. It also adds extension members and extension blocks. They bring extension properties, grouped receivers, and a cleaner extension syntax... read more  

The best new features of C# 14
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@varbear shared a link, 2 weeks, 3 days ago
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I Taught My Dog to Vibe Code Games

DogKeyboardruns onRaspberry Pi. It filters Bluetooth keystrokes, proxies them toClaude Code, and triggers a feeder overZigbee. Builds useGodot 4.6andC#. Automated screenshot/replay testers, a scene linter, a shader linter, and an input mapper letClaude Codeauto-test, patch, and relaunch games... read more  

I Taught My Dog to Vibe Code Games
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@varbear shared a link, 2 weeks, 3 days ago
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The Linux Foundation reveals the "ugly" secret of how open source is draining your budget

Linux Foundation report finds contributors get2x–5x ROI. It also finds45%of organizations runprivate forksthat cost ~5,000labor hours per release. The report introduces anROI modelthat values contributions bylabor cost, not lines‑of‑code. It simulates cross‑project tradeoffs... read more  

Winston AI is an advanced, all-in-one content verification platform designed to deliver the most accurate AI content detection available today. Recognized as the best AI detector by educators, students, publishers, journalists, researchers, and businesses worldwide, Winston AI helps users confidently verify whether content is written by a human, generated by AI, or a combination of both.

Built for academic, professional, and enterprise use, Winston AI addresses the growing need for transparency and authenticity in an AI-driven world. Whether reviewing essays, research papers, articles, marketing content, or digital publications, Winston AI provides fast, reliable, and explainable results that users can trust.

At the core of Winston AI is a powerful AI content checker capable of identifying text generated by ChatGPT, Claude, Google Gemini, and all known AI models. Winston AI continuously updates its detection systems to keep pace with the rapidly evolving AI landscape, ensuring consistent accuracy even as new models and writing techniques emerge.

Winston AI analyzes content at a deep linguistic level, evaluating structure, predictability, and stylistic patterns to distinguish AI-generated text from human writing. This advanced approach reduces false positives and delivers clear probability scores, helping users make informed decisions without uncertainty.

Winston AI goes beyond basic AI detection by offering a comprehensive suite of tools designed to support content authenticity, credibility, and integrity across multiple formats.

AI Detector
Accurately identifies AI-generated, human-written, and mixed text with detailed confidence scores and sentence-level insights.

Plagiarism Checker
Detects copied or unoriginal content across academic and professional sources, supporting originality and ethical content creation.

Fact Checker Tool
Helps verify claims and statements within content, reducing misinformation and improving accuracy for research, journalism, and publishing.

AI Image & Deepfake Detector
Analyzes images to determine whether they were generated or manipulated by AI, helping users identify synthetic visuals and deepfake content.

Writing Feedback
Provides actionable feedback on clarity, structure, and quality, supporting students, educators, and professionals in improving written work.

HUMN-1 Website Certification
Allows websites to display a trust signal certifying human-verified content, reinforcing transparency and credibility with audiences and search engines.

Together, these tools make Winston AI a complete solution for verifying authenticity, accuracy, originality, and credibility across text, images, and websites.