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

From painted doors to real prototypes - a mindset shift

The economics of building software are changing everything. For years, entrepreneurs used "painted doors" - fake features to test demand - because building was too expensive. But when AI drops development costs, you can create real prototypes and gather genuine user data instead of pretending. This mindset revolution treats experiments like cheap option contracts - the lower the cost, the more you can explore. Ready to abandon painted doors for unlimited experimentation?

How to think about quality in the age of cheap prototypes

When AI makes prototyping incredibly cheap, your old quality standards become a bottleneck. The key mindset shift? Quality doesn't matter equally everywhere. You can experiment with lower-quality prototypes to learn faster, then apply high standards only to what customers actually see. This isn't about lowering standards - it's about applying the right quality mindset at the right stage. Stop letting perfectionism slow down your learning phase.

Cloud Log Management: A Developer's Guide to Scalable Observability

As systems move to microservices, serverless, and multi-cloud setups, debugging gets harder. You’re no longer dealing with a single log file; you’re looking at logs from dozens of services, running across different environments. Traditional debugging methods like SSH-ing into servers or adding print statements don’t scale in these environments. Cloud log management tools help by collecting logs from all your services into one place.

What is Log Loss and Cross-Entropy

You're building a classification model, and your framework throws around terms like "log loss" and "cross-entropy loss." Are they the same thing? When should you use binary cross-entropy versus categorical cross-entropy? What about focal loss? This blog breaks down these loss functions with practical examples and real-world implementations.

Canonical announces Charmed Feast: A production-grade feature store for your open source MLOps stack

July 10, 2025: Today, Canonical announced the release of Charmed Feast, an enterprise solution for feature management with seamless integration with Charmed Kubeflow, Canonical’s distribution of the popular open source MLOps platform. Charmed Feast provides the full breadth of the upstream Feast capabilities, adding multi-cloud capabilities, and comprehensive support.

Kubernetes Monitoring 101: 25 Tools And Must-Know Tips

The Kubernetes platform is the standard for orchestrating containerized applications. It’s ideal for large applications running on distributed instances. However, monitoring Kubernetes infrastructure can be notoriously challenging. This guide will cover Kubernetes monitoring in more detail, including what metrics to track to improve visibility and control over your K8s containers, apps, microservices, etc.

LATAM Rising: Building the AI-Ready Digital Frontier

What happens when an entire region rethinks its digital future? In this episode of Uplink, Gabriel Del Campo, VP of Data Center, Security & Cloud at Cirion Technologies, joins host Michael Reid to explore how Latin America is transforming into a global tech player. From sustainable energy and AI-optimized data centers to regional regulatory reform, LATAM is moving fast - and with intention. This episode dives into the tech trends shaping the continent and what they mean for global cloud infrastructure, investment, and connectivity.