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AI Agents That Act: Technical Design of Human-in-the-loop to Avoid Operational Catastrophes

AI Agents That Act: Technical Design of Human-in-the-loop to Avoid Operational Catastrophes

by Javier Elorduy | Jan 27, 2026 | Artificial Intelligence, General

From Consultant AI to Executive AI Over the last year, the market has undergone a silent but critical transition in technological maturity. We have moved from asking AI to summarize a PDF or explain a concept (passive automation) to asking it to handle a refund,...
Your AI isn’t hallucinating, it’s intoxicated: The invisible data engineering behind RAG success

Your AI isn’t hallucinating, it’s intoxicated: The invisible data engineering behind RAG success

by Javier Elorduy | Jan 22, 2026 | Artificial Intelligence, General

There is an axiom in computer science that today, with the arrival of Large Language Models (LLMs), is more critical than ever: Garbage in, garbage out. When implementing Retrieval-Augmented Generation (RAG) systems, the architecture that allows connecting an AI to a...
APIs vs. Events: The Right Architecture to Prevent Your AI from Crashing the ERP

APIs vs. Events: The Right Architecture to Prevent Your AI from Crashing the ERP

by Javier Elorduy | Jan 20, 2026 | Artificial Intelligence, General

The Illusion of Simplicity: Why Direct Integration is a Trap In the current rush to deploy Artificial Intelligence in corporate environments, it is common to see development teams taking the path of least resistance. The reasoning usually goes: If we already have a...
The Obsession with Latency: Engineering Strategies So AI Doesn’t Feel Slow

The Obsession with Latency: Engineering Strategies So AI Doesn’t Feel Slow

by Javier Elorduy | Jan 15, 2026 | Artificial Intelligence, General

We have normalized a dangerous lie in the adoption of corporate Artificial Intelligence: believing that if the answer is good, the user won’t mind waiting. The operational reality is quite different. In a production environment, friction destroys adoption. If...
Your AI Demo Works Perfectly. Your Production System Will Crash. Let’s Talk About State.

Your AI Demo Works Perfectly. Your Production System Will Crash. Let’s Talk About State.

by Javier Elorduy | Jan 13, 2026 | Artificial Intelligence, General

Let’s do an exercise in technical honesty. Building an AI assistant that answers questions about internal documentation is, today, trivial. A junior developer can whip up a functional demo in an afternoon using Python, LangChain, and an API key. In the...
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