Reference Models

Private AI infrastructure should not be designed around one GPU or one model. A more resilient approach combines fast inference GPUs, memory-rich AI systems, physical-AI nodes and optional frontier cloud models behind a capability-aware routing layer.

Correct output does not prove correct reasoning, safe execution, or a trustworthy system.

Running a local model with Ollama is easy. Building a production-ready Open-LLM application is harder: it requires RAG, access control, provider abstraction, evaluation, logging, deployment discipline and a controlled application layer around the model.

Explore the architectural principles, benefits, and technical details of managing an enterprise-grade development and testing environment with Test DEv Enterprise Stajic.de.

This guide provides a detailed overview of essential metrics for enterprise delivery and change management, helping teams measure performance, optimize processes, and drive continuous improvement. Discover key indicators, calculation methods, and best practices to align your metrics with business outcomes.

Explore a practical monorepo architecture using Next.js, Fastify, Prisma, and NGINX, highlighting real-world integration and workflow.

Geo-based discovery architecture for multi-tenant portals. Defines canonical URLs, resolver logic, caching strategy, and a geo read-model without CMS coupling or database refactoring. Designed for SEO stability, scalability, and future extensions like booking and maps.

Loving Rocks is an enterprise-grade wedding platform designed with a true multi-tenant architecture, isolated databases per tenant, and built-in internationalization for global scalability, security, and long-term operational stability.

A structured SEO workflow is crucial for sustainable organic growth. Learn the ten foundational strategies, from keyword research and technical optimization to content quality and performance analysis.

Model-View-Controller, usually shortened to MVC, remains one of the most durable architectural patterns in software development. It gives teams a practical way to separate business logic, presentation, and user interaction so applications stay easier to build, extend, test, and maintain. This article explains what MVC is, why it still matters, where it fits in today’s web stacks, and how it connects to broader platform architecture, delivery quality, migration strategy, and operational maturity.