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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

ML inference in PHP by example: leverage ONNX and Transformers on Symfony

This blog is based on a presentation by Guillaume Moigneu at the Symfony 2024 conference. Machine learning and AI are no longer limited to Python and Node.js. PHP developers can now run AI models directly in their applications using modern tools and libraries. This guide shows you how to implement machine learning inference in PHP using ONNX and Transformers.

It's Never Different This Time: LLM Reliability Without the Hype with Julien Simon

In this episode, Julien Simon, longtime voice in the open-source ML world, reminds us that even in the era of GenAI, reliability fundamentals haven’t changed. Julien breaks down why calling “the same model” from different providers can produce wildly different results, how deployment choices introduce hidden variability, and why reliability teams need to think of LLM systems as distributed systems.

Fast and Clear Presentations for Tech Teams: Saving Time While Explaining Complexity

We've all been there. Technical complexity is our daily bread, but explaining it? That's where things get messy. Technical presentations shouldn't feel like translating ancient hieroglyphs. Yet here we are, drowning audiences in diagrams that look like subway maps. The irony? We build systems for clarity and efficiency, then create presentations that achieve neither. Modern IT teams face a presentation paradox. We need to move fast-really fast-while ensuring everyone actually understands what we're building, breaking, or fixing.

Best Cheap Black Friday VPS Deals - November 2025: A Cost-Based Analysis

It is November 2025 and Black Friday is here, and the VPS hosting world is getting ready for its biggest sale event of the year. Numerous VPS deals with huge discount percentages will appear across every website, but what should be considered is that the real savings aren't always what they look like at first glance. This guide focuses on total cost and provides a few different options that you can consider.

KubeCon + CloudNativeCon 2025: Recap

Hi everyone, my name is Bailey Ahrens, and I’m a marketing intern at Speedscale! I just returned a few days ago from KubeCon + CloudNativeCon North America 2025. While it was only my second trade show, it felt like a huge step forward in my confidence, skills, and future direction. My first conference (API World) was all about stepping outside my comfort zone. KubeCon was where I started leaning into that confidence and finding my place in the tech community.

AWS And Azure Outages Will Recur - Here's How You Ensure Resilience

The cloud has long promised limitless scalability and near-perfect uptime. But if you tried to access your Microsoft 365 dashboard or recline your smart bed last week, and got nothing but a spinning icon, you weren’t alone. In the span of 10 days, both Amazon Web Services (AWS) and Microsoft’s Azure Cloud suffered widespread outages that rippled across industries.

KubeCon Atlanta Signals Key Shift: From Cloud Cost To Value Engineering

After three days of demos, sessions, and hallway conversations at KubeCon Atlanta, one thing became clear to CloudZero CTO Erik Peterson: the cloud-native world is shifting from cost control to value engineering. Teams aren’t just fighting bills anymore. They’re fighting complexity, GPU scarcity, Kubernetes sprawl, and pressure from the business to justify every dollar of technical investment. And this year’s KubeCon attendees? They were ready for those conversations.

How Bitbucket powers compliance and code quality at scale

Bitbucket Cloud is more than a code hosting platform. We’re an enterprise partner, helping teams code together at scale with security, compliance, and flexibility at every step. As part of the Atlassian Cloud platform serving more than 300,000 organizations around the world, we’re continuing to build the next generation of Bitbucket Cloud as your trusted cloud vendor, whether you’re a global bank, healthcare provider, or a fast-scaling tech company.

Introducing Native Flyway Support for Harness Database DevOps

Harness Database DevOps has added Flyway support alongside Liquibase, offering teams a choice between structured changelogs and SQL-first migration scripts. This multi-engine approach ensures developers can use their preferred tool while benefiting from centralized governance, automated safety features, and a unified pipeline for all database changes. The goal is to make database delivery safer, more automated, and flexible across the enterprise.