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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.

AI wrote the code, but can you trust it? #aicoding #integration #cursor #devops #speedscale

Using AI coding tools like Cursor is fast, but it leaves a massive question: Is the new code going to break production? We solve this by combining Cursor with Proxymock! I take a live traffic snapshot of my running app, feed it back to the AI, and instantly run realistic integration tests locally. It's the only way to get true confidence before you push. Watch the full video below!

The database professional of the future: headlines from Redgate's Keynote at PASS Data Community Summit 2025

Redgate took the main stage earlier today to open PASS Data Community Summit with our keynote, where we shared our vision for the future of the database development experience – one driven by speed, safety, and the intelligent use of AI. As data estates grow in scale and complexity, and as organizations push to deliver software faster than ever, the role of the database is undergoing significant change.

OTel Updates: Complex Attributes Now Supported Across All Signals

OpenTelemetry now supports maps, heterogeneous arrays, and byte arrays across all signals. Here’s where these new types shine — and where simple primitives still fit naturally. If you’ve been working with OpenTelemetry for a while, you’re likely familiar with the straightforward key-value approach to attributes. It’s simple, fast, and works well with how most telemetry backends store, index, and query data.

What is AWS Fargate for Amazon ECS?

As cloud applications moved from VMs to containers and then to microservices, the amount of background work needed to keep everything running grew just as quickly. You gain speed and flexibility, but you also end up managing clusters, scaling rules, and capacity choices that don’t really add to the product you’re building. AWS Fargate steps in right there. It lets you run your ECS tasks without looking after any servers at all.

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.