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The New AI Stack — Roles, Responsibilities, and Tools - DevOps 1. Infrastructure Layer Role: Provision, monitor, and manage the scalable infrastructure required for model deployment and data processing. Roles Involved: Responsibility Tools / Tech Roles Involved Compute Management SkyPilot, Kubernetes, Ray DevOps, MLOps Data Management Feast, LakeFS, Airbyte Dat...

In this guide, we walk through a complete MLOps roadmap, provide real-world use cases, and list popular tools (free and paid) for every stage.

MLOps Roadmap 2025: From Model to Production with Tools and Real-World Examples - DevOps As machine learning matures, deploying and maintaining ML models in production has become just as important as developing them. MLOps (Machine Learning Operations) bridges the gap between data science and DevOps, helping teams deliver models reliably and at scale. In this guide, we walk through a co...

Tesla’s vehicles are not just cars, they’re data centers on wheels. Every Tesla sends back telemetry, sensor, video, and performance data to a centralized platform. The goal? Improve Autopilot, predict issues, run over-the-air updates, and train deep learning models.

This blog dives deep into the end-to-end Tesla-like vehicle data pipeline, covering edge to cloud.

Tesla Vehicle Data Pipeline: Architecture of a Smarter Car - DevOps Tesla’s vehicles are not just cars, they’re data centers on wheels. Every Tesla sends back telemetry, sensor, video, and performance data to a centralized platform. The goal? Improve Autopilot, predict issues, run over-the-air updates, and train deep learning models. This blog dives deep into th...

ModSecurity vs. Cloudflare Free WAF: Which One Should You Use? - DevOps When it comes to web application security, choosing the right Web Application Firewall (WAF) is critical. Two popular solutions are ModSecurity and Cloudflare’s Free WAF. This blog post breaks down their features, pros and cons, use cases, and a step-by-step configuration guide. 🔐 What is ModSe...