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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...
AI Cost Optimization: Architecture, Models and Deployment Without Surprises

AI Cost Optimization: Architecture, Models and Deployment Without Surprises

by Javier Elorduy | Jan 8, 2026 | Artificial Intelligence, General

There is a dangerous cycle in the corporate adoption of Artificial Intelligence. It starts with the enthusiasm of a successful demo using the most powerful model. It continues with an optimistic rollout across the company. And it ends abruptly with the first cloud...
How to Secure an AI Solution: 5 Critical Security Pillars for Production (Without Exposing the Company)

How to Secure an AI Solution: 5 Critical Security Pillars for Production (Without Exposing the Company)

by Javier Elorduy | Dec 30, 2025 | Artificial Intelligence, General

One of the most feared phrases in a digital strategy meeting is: “We already have the pilot working, can we open it to the whole company tomorrow?” The short answer is no. The long answer involves understanding that Artificial Intelligence, especially...
Fine-Tuning vs. Prompt Engineering vs. SaaS Models: The Technical Decision with the Highest Impact on ROI

Fine-Tuning vs. Prompt Engineering vs. SaaS Models: The Technical Decision with the Highest Impact on ROI

by Javier Elorduy | Dec 25, 2025 | Artificial Intelligence, General

The profitability of an Artificial Intelligence project does not depend exclusively on the power of the selected model but rather on the efficiency with which it is deployed within the organization’s operational structure. In this analysis, we evaluate from both...
Data Strategy for AI: Why Good Enough Data is a CTO’s Most Profitable Asset

Data Strategy for AI: Why Good Enough Data is a CTO’s Most Profitable Asset

by Javier Elorduy | Dec 23, 2025 | Artificial Intelligence, General

In the technology decision-making rooms of large corporations, a dangerous axiom persists: Until our data is perfectly clean and centralized, we cannot make the leap to Artificial Intelligence (AI). While this premise stems from logical prudence, it has become the...
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