What an AI App Looks Like in a Demo vs in Production
AI App: Demo vs Production AI App Architecture Production Engineering 2026 Reality Check What an AI App Looks Likein a Demovs in Production A demo is three boxes. Production is a distributed system. Here is everything that lives between “it works on my laptop” and “it works at scale.” August 2026 · 22 min read […]
From Agents to Model – The Complete AI Operations Stack
From Models to Agents: The Complete AI Operations Stack MLOps AIOps LLMOps AgentOps 2026 Engineering Guide From Models to Agents The Complete AI Operations Stack MLOps vs AIOps vs LLMOps vs AgentOps MLOps · AIOps · LLMOps · AgentOps — Four Disciplines, One Architecture They share a suffix but solve completely different problems. MLOps operationalises […]
The Total Cost of AI Ownership
The Total Cost of AI Ownership AI FinOps Hidden Costs Enterprise AI 2026 TCO Report The Total Cost ofAI Ownership Everyone can afford an AI demo. Almost nobody budgets for an AI product. The pilot is the cheap part. The real cost of AI ownership reveals itself only after production — in the integration bills, […]
Types of Agent Memory and the Best Azure Service for Each
Types of Agent Memory and the Best Azure Service for Each Agent Memory Azure Architecture Microsoft AI Services 2026 Engineering Guide Types of Agent Memory and theBest Azure Service for Each A complete engineering reference for building memory-aware AI agents on Azure Memory is what separates an AI agent from a stateless prompt-response system. An […]