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@viktoriiagolovtseva shared a post, 3ย months, 1ย week ago

How to Launch Paid Ads: a Quick Guide With a Hands-on Checklist

Behind every high-performing paid ad campaign is a simple truth: success comes from preparation and optimization, not blind luck. With all the variety of ad formats and campaign types, the process can be broken down into 5 crucial stages. In this guide, we provide you with the most essential practic..

Zrzut ekranu 2026-03-25 133738
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@viktoriiagolovtseva shared a post, 3ย months, 1ย week ago

Post-mortem Incident Review

Why Structured Post-mortem Reviews Matter Security incidents, outages, and failures are inevitable, especially in fast-moving agile environments. But what separates high-performing teams from the rest is how they learn from them. A well-run incident postmortem (or post-mortem meeting) focuses on unc..

Zrzut ekranu 2026-03-23 190511
News FAUN.dev() Team
@kala shared an update, 3ย months, 1ย week ago
FAUN.dev()

A Meta AI Agent Posted Without Permission. Then Things Got Worse.

OpenClaw

A Meta AI agent posted to an internal forum without authorization, triggering a Sev 1 incident that exposed proprietary code and user data for two hours. The advice it gave was wrong. The engineer followed it anyway. This wasn't a one-off - autonomous agents now account for more than 1 in 8 enterprise AI breaches, and most organizations have no mechanism to stop them from acting beyond their intended scope.

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@laura_garcia shared a post, 3ย months, 1ย week ago
Software Developer, RELIANOID

Discover why Cloud Security Posture Management (CSPM) is a game-changer for companies in today's digital landscape!

Discover why Cloud Security Posture Management (CSPM) is a game-changer for companies in today's digital landscape! In our latest article, we take you on a narrative journey exploring the vital role CSPM plays in maintaining robust cloud securityโ€”from continuously monitoring digital infrastructures ..

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@viktoriiagolovtseva shared a post, 3ย months, 1ย week ago

Data Center Migration to Cloud: Step-by-Step Guide

Teams are migrating away fromJira Data Centerdue to its impending end-of-life, and staying put increases risks over time.Atlassian recently announced the end of life for Data Centerand is focusing its investments onJira Cloud, where new features, automation, and improvements to roadmaps and dashboar..

Zrzut ekranu 2026-03-23 180645
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@laura_garcia shared a post, 3ย months, 1ย week ago
Software Developer, RELIANOID

๐Ÿšจ ๐—ก๐—œ๐—ฆ๐Ÿฎ ๐—ถ๐˜€ ๐—ฐ๐—ต๐—ฎ๐—ป๐—ด๐—ถ๐—ป๐—ด ๐˜๐—ต๐—ฒ ๐—ฐ๐˜†๐—ฏ๐—ฒ๐—ฟ๐˜€๐—ฒ๐—ฐ๐˜‚๐—ฟ๐—ถ๐˜๐˜† ๐—ด๐—ฎ๐—บ๐—ฒ ๐—ถ๐—ป ๐—˜๐˜‚๐—ฟ๐—ผ๐—ฝ๐—ฒ

Itโ€™s no longer just about protection โ€” itโ€™s about ๐—ฎ๐—ฐ๐—ฐ๐—ผ๐˜‚๐—ป๐˜๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜†, ๐—ฐ๐—ผ๐—บ๐—ฝ๐—น๐—ถ๐—ฎ๐—ป๐—ฐ๐—ฒ, ๐—ฎ๐—ป๐—ฑ ๐—ฏ๐˜‚๐˜€๐—ถ๐—ป๐—ฒ๐˜€๐˜€ ๐—ฟ๐—ฒ๐˜€๐—ถ๐—น๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ. โš ๏ธ Fines up to โ‚ฌ10M ๐Ÿ” Supplier & partner scrutiny ๐Ÿ›ก๏ธ Mandatory risk management The question is: ๐—ฎ๐—ฟ๐—ฒ ๐˜†๐—ผ๐˜‚ ๐—ฟ๐—ฒ๐—ฎ๐—ฑ๐˜†? ๐Ÿ“– Read our latest blog to understand the impact and how to prepare: NIS2 Directive and..

Link Xygeni Team
@mashka shared a link, 3ย months, 1ย week ago
Paid Acquisition and Growth Marketing, xygeni

You donโ€™t have a vulnerability problem. You have a prioritization problem.

Most teams today donโ€™t struggle to find vulnerabilities; they struggle to decide what to fix first. With SAST, SCA, secrets, and CI/CD checks all generating signals, the real challenge is prioritization: whatโ€™s actually exploitable, whatโ€™s reachable, and what can be fixed without breaking things. Instead of relying only on severity, modern teams are shifting toward risk-based remediation, combining exploitability, context, and stability, while reducing noise across tools and automating safe fixes through PRs. If youโ€™re dealing with alert fatigue or slow remediation cycles, this checklist is a practical starting point โ†’ https://go.xygeni.io/ai-driven-remediation-risk-prioritization-checklist

Ai-Driven Checklist
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@varbear shared a link, 3ย months, 1ย week ago
FAUN.dev()

Cracking the Python Monorepo

Outlines a Python monorepo setup that pairsuvworkspaces withDaggerandBuildKitcaching. Builds container stages programmatically. Keeps things cache-friendly and predictable. Parsespyproject.tomland extracts the workspace graph. Copies required local packages into intermediate stages. Installs them in.. read more ย 

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@varbear shared a link, 3ย months, 1ย week ago
FAUN.dev()

Using Rust and Postgres for everything: patterns learned over the years

Rust and PostgreSQL are considered the best tools in the software world due to their performance and reliability. Rewriting a backend service from Go to Rust led to significant improvements in processing speed and memory usage. Using sqlx for database operations and leveraging PostgreSQL features li.. read more ย 

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.