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@sancharini shared a post, 1 month, 1 week ago

Delta Testing in Agile Releases: How to Validate Changes Without Retesting Everything?

Learn how delta testing helps Agile teams validate code changes efficiently, reduce regression scope, and accelerate CI/CD releases without retesting everything.

Delta Testing in Software Testing
Story
@laura_garcia shared a post, 1 month, 1 week ago
Software Developer, RELIANOID

Post-Quantum Cryptography is no longer theoretical. It’s strategic.

Quantum computing will eventually break RSA and ECC — the foundations of today’s secure communications. The industry is already preparing for “Q-Day,” with NIST standardizing algorithms like CRYSTALS-Kyber and Dilithium. We are entering a hybrid era that demands crypto agility. At RELIANOID, we’re p..

Blog Post-Quantum Cryptography
News FAUN.dev() Team Trending
@devopslinks shared an update, 1 month, 1 week ago
FAUN.dev()

Anthropic Claude: $20,000, 16 AI Agents, and a Compiler That Builds Linux

Docker git Rust GNU/Linux The Linux Kernel

Anthropic researcher Nicholas Carlini orchestrated 16 autonomous Claude agents working in parallel to build a 100,000-line C compiler in Rust. Using a custom harness for task coordination, testing, and conflict resolution, the agent team produced a compiler capable of building Linux 6.9 across multiple architectures.

Story
@laura_garcia shared a post, 1 month, 1 week ago
Software Developer, RELIANOID

Remember the AWS US-EAST-1 outage?

On October 20, 2025, AWS suffered a major outage in its most critical region (N. Virginia), causing global service disruptions for nearly 24 hours and impacting 140+ services. - No cyberattack involved. - The root cause was a DNS resolution failure in DynamoDB, triggering cascading issues across EC2..

aws outage
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@eon01 shared a post, 1 month, 2 weeks ago
Founder, FAUN.dev

Three Events. One Week. The Heart of SoCal Tech.

Docker Kubernetes Pulumi Terraform vLLM

This March, Pasadena becomes a rare convergence point for security, open source, and DevOps practitioners. As a media partner,FAUN.dev()is proud to support three community-driven events that are deeply practitioner-focused and unapologetically real. - SCALEanchors the week asNorth America's largest..

SCaLE
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@varbear shared a link, 1 month, 2 weeks ago
FAUN.dev()

What Is an Async Agent, Really?

An async agent is not inherently async, it depends on whether you wait for it to finish or not. Async agents can manage their own event loop of other agents, spawning and coordinating them to handle tasks, just like an async runtime in programming. This architectural distinction allows for concurren.. read more  

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@varbear shared a link, 1 month, 2 weeks ago
FAUN.dev()

I struggled to code with AI until I learned this workflow

AI coding assistants work best when given clear context, a specific plan, and implemented in small, reviewable steps. Start with context, then a plan, and iterate through implementation and testing to avoid AI freelancing pitfalls... read more  

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@varbear shared a link, 1 month, 2 weeks ago
FAUN.dev()

Discord Alternatives, Ranked

A veteran Discord admin did a deep dive into chat platform alternatives - Signal, Matrix, Zulip, Rocket.Chat, Discourse - stacked against five key pillars: functionality, openness, security, safety, and decentralization. Discord didn't come out looking great. Centralized. No end-to-end encryption. S.. read more  

Discord Alternatives, Ranked
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@varbear shared a link, 1 month, 2 weeks ago
FAUN.dev()

Company as Code

Organisations rely heavily on digital systems, yet manage important organisational data using outdated manual methods despite advanced automation capabilities in other areas. A novel "Company as Code" concept proposes a programmatic representation of the entire organisation, enabling structured, ver.. read more  

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@kaptain shared a link, 1 month, 2 weeks ago
FAUN.dev()

How Kubernetes Learned to Resize Pods Without Restarting Them

Kubernetes v1.35 introduces in-place Pod resizing, allowing dynamic adjustments to CPU and memory limits without restarting containers. This feature addresses the operational gap of vertical scaling in Kubernetes by maintaining the same Pod UID and workload identity during resizing. With this breakt.. read more  

How Kubernetes Learned to Resize Pods Without Restarting Them
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.