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RAG Data Engineering: Is Your AI Hallucinating or Just Intoxicated?

RAG Data Engineering: Is Your AI Hallucinating or Just Intoxicated?

by Javier Elorduy | Oct 2, 2026 | Artificial Intelligence

RAG data engineering brings us back to one of computer science’s oldest warnings: garbage in, garbage out. Large language models did not make that warning obsolete. They made it more expensive to ignore. When a Retrieval-Augmented Generation system begins producing...
Knowledge Graphs and RAG: The Missing Map for Trustworthy Corporate AI

Knowledge Graphs and RAG: The Missing Map for Trustworthy Corporate AI

by Javier Elorduy | Sep 4, 2026 | Artificial Intelligence

Corporate AI rarely fails because it cannot find a document. It fails because it cannot see how that document connects to everything around it. A traditional RAG system may retrieve the right paragraph and still miss the contract, customer, regulation or decision that...
Is Your AI Truly Useful? Why Semantic Observability Matters

Is Your AI Truly Useful? Why Semantic Observability Matters

by Javier Elorduy | Aug 25, 2026 | Artificial Intelligence

In traditional software, a green dashboard usually means the system is alive. With generative AI, that green light can be dangerously reassuring. The model may answer in milliseconds, return no error and still give the user something misleading, irrelevant or...
Your AI Demo Works Perfectly. But Will It Remember in Production?

Your AI Demo Works Perfectly. But Will It Remember in Production?

by Javier Elorduy | Aug 6, 2026 | Artificial Intelligence

Let’s begin with an exercise in technical honesty. Today, building an AI assistant that answers questions about internal documentation is surprisingly easy. A junior developer can assemble a convincing demo in an afternoon with Python, an orchestration framework, and...
The Obsession with AI Latency: How to Make Systems Feel Fast

The Obsession with AI Latency: How to Make Systems Feel Fast

by Javier Elorduy | Jul 8, 2026 | Artificial Intelligence

We have normalized a dangerous lie about AI latency in business: if the answer is good enough, the user will forgive the wait. In production, they rarely do. Friction destroys adoption. If an internal sales assistant or analytics tool leaves someone staring at a blank...
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