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

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.

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.

Agents of IT podcast - Ep. 6 - What's real agentic AI and what's just hype?

Sean Heuer and Ari Stowe break down “agent washing,” governance, and what it really means for AI to take action instead of just chatting. In this clip from Agents of IT, they share practical ways to spot the difference between chatbots, scripted automations, and true agentic systems that can plan, reason, and execute autonomously. Watch the full episode to hear their perspective on.

Build a multi-agent AI system using CrewAI, Gemini, and CircleCI

Multi-agent AI systems are trending in the software development industry right now. These systems consist of a group of individual agents that collaborate to achieve a desired goal. They mimic real world teams and departments in how they are organized. In multi-agent AI systems, each agent is assigned a task that is required to achieve a final output.

Making Your Business Resilient Against Cloudflare Like Outages

Cloudflare-like outages can cost your business a significant amount of money. This week’s Cloudflare global outage is a wake-up call for business resilience. You can stay resilient against such outages by regularly performing resilience testing and updating your application or infrastructure configurations.

Introducing The Enhanced CloudZero Academy: Learn, Grow, And Level Up Your FinOps Skills

If there’s one thing we’ve learned at CloudZero, it’s that success in FinOps isn’t just about having the right tools. It’s about knowing how to use them, and understanding the “why” behind every number, dimension, and dashboard.

AWS Cost Categories Explained (How To Allocate AWS Spend Accurately)

If you’ve ever tried to make sense of your AWS bill, you know how fast things get messy. Different accounts, hundreds of services, random tags, and suddenly, no one can say for sure who’s spending what or why the total looks so high. It’s not that teams don’t care about costs — it’s that AWS billing data isn’t always easy to interpret. Finance wants accountability. Engineering wants visibility. And somewhere between the two, ownership disappears.

Get more from your AI chief of staff with these prompts for engineering leaders

Engineering leaders face a constant barrage of questions that pull them away from strategic work. A team lead asks about scorecard compliance. A PM wants a status update on a migration. Someone needs incident trend data for a quarterly review. Each question is reasonable. Each requires context switching, digging through dashboards, or pinging someone on your team for a report. What if you could just ask?

When to Move From Public Internet to Private Connectivity

Struggling with latency, congestion, or compliance issues? Discover when it’s time to move from public internet to private connectivity. Network operations have never demanded more than they do now, leading many network managers to question whether the public internet is enough. While many organizations begin their network journey with VPNs over the public internet, they often bump into limitations quickly and begin exploring the natural next step – private connectivity.