📰 Medium · DevOps

Your ML stack just got a new compute substrate. One that processes information in exponentially large spaces. Here’s how to architect for… Continue reading on M

A hands-on tour of Data Version Control, built on one small wine-quality model, from a frozen import to a cloud remote and a CI job Continue reading on Medium »

Why ML is different Continue reading on Medium »

Kafka is often marketed as a real-time streaming platform, and because of that a lot of teams assume consumers will just keep up with… Continue reading on Mediu

I’ve run engineering teams for twenty years. The bottleneck never moved: writing the code took the time. You scoped, you staffed, you… Continue reading on Mediu

What we can discuss on this blog : Continue reading on Medium »

In the rapidly evolving world of machine learning and data science, reproducibility is everything. While Git does an excellent job of… Continue reading on Mediu

A password rotation on a restored Postgres server returned a blank 500. Two correct systems were fighting over who owns validation. Continue reading on Medium »

Organizations process thousands of financial transactions every second. Detecting fraudulent activities quickly is critical to prevent… Continue reading on Stac

From experiment chaos to production confidence — a field guide to building ML systems that actually survive contact with reality. Continue reading on Medium »

3rd June 2026, Netherlands — Modern AI workloads are not simple web applications.An AI platform may include model APIs, vector databases… Continue reading on Me

I built a production-like ML prediction service that runs entirely on my laptop using LocalStack (local AWS emulator) and AWS SAM… Continue reading on Medium »

I’ve wasted a lot of hours watching tutorials I can’t remember. Here’s what actually changed things. Continue reading on Medium »

CVE-2025–1550 | Keras < 3.9.0 | Code injection via .keras deserialization Continue reading on Medium »

When a machine learning system starts behaving badly in production, the first instinct of almost every team is to look at the model… Continue reading on Medium

The Complete Beginner-to-Advanced Guide for Data Scientists, ML Engineers, DevOps Engineers, Developers, and Students Continue reading on Medium »

Most AI courses teach you how to build a model. Almost none teach you how to ship it. Continue reading on Medium »

Master the Prometheus data model and stop guessing your way through PromQL forever Continue reading on Beyond Localhost »

A journey into tech: Real lessons, slow progress, and learning how to learn Continue reading on Medium »

The error message Index for table global_priv is corrupt try to repair it usually appears when the MySQL or MariaDB privilege table… Continue reading on Medium

The database decision every AWS architect faces — explained simply with real-world use cases and interview prep Continue reading on Medium »

Netflix on routing model-serving traffic at scale. Airbnb on a metrics storage system ingesting 50 million samples per second. A team that… Continue reading on

Entrar na área de tecnologia nunca pareceu tão acessível. Existem cursos gratuitos, vídeos, comunidades, bootcamps, roadmaps, posts no… Continue reading on tbx-

There was a time when engineers could fully understand production systems. Continue reading on Medium »