AI Agent Reliability: Why the Final Answer Is Not Enough
Correct output does not prove correct reasoning, safe execution, or a trustworthy system.
Reference Models
Reference Models
Reference models describe what “good” looks like—independent of tools and vendors.
They define capabilities, controls & evidence, metrics/SLOs, and common anti-patterns.
Models
- Digital Platform — A scalable platform capability map.
- Delivery & Change — Safe, fast, auditable change.
- Security & Trust — Controls-first security and governance.
- LLM Capability — Governance, evaluation, cost, and operations for LLMs.
Articles
Ollama Is Not the Product: Building Production-Ready Open-LLM Applications
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.
Comprehensive Guide to Test Dev Enterprise Stajic.de: Architecture and Best Practices
Explore the architectural principles, benefits, and technical details of managing an enterprise-grade development and testing environment with Test DEv Enterprise Stajic.de.
Comprehensive Metrics Guide for Delivery and Change Management
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.
A Practical Monorepo Architecture with Next.js, Fastify, Prisma, and NGINX
Explore a practical monorepo architecture using Next.js, Fastify, Prisma, and NGINX, highlighting real-world integration and workflow.
Canonical Architecture, URL Design, Resolver Logic, API & Scalability Specification
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.
Enterprise-Grade Multi-Tenant Architecture for an International Platform
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.
Mastering the SEO Workflow: Essential Optimization Strategies for Organic Growth
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 (MVC): The Structural Backbone of Modern Web Applications
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.