Alberto Pan

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352 appearances 1 recordings 1 series first heard Jul 2026 last heard 2 Jul

Alberto Pan’s voice in public audio — every appearance, attributed to the second.

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Eye On A.I. · AI Agents Are Failing and It's Almost Never the Model's Fault | Alberto Pan, Denodo · 2 Jul 2026 podcast

And that data from customers will not be, or in many cases, may be available in several data sources, in several places, right?

So if you don't have something like the nodo and the agent needs to access those different data sources, you will need to implement those security rules in several places, right?

With the nodes, you can implement that rule in only one place and you can be sure that it will be enforced for all the agents, for all the data sources and and so on, right?

Uh also I I would like to

briefly mention or briefly comment why agents need to access to so many data sources, right?

Well,

For many reasons, right?

F first because organizations are very complex, data is distributed in many places.

Uh also because real-time data sometimes prevent consolidation, as we mentioned, because you need to query the data where it lives.

But a third reason, and and this is very fundamental about agents, is that agents are unpredictable by definition.

So by definition, agents, we use agents when we don't have a predefined set of rules.

Where we have a task, when we have a task, where a predefined set of rules

uh does not cover all the scenarios, right?

Because if we had a predefined set of rules that covers all scenarios, we could use a conventional workflow.

So the the whole point point of an agent is that it needs to find solutions for problems that they have never seen before in exactly the same form.

So and if you think about it, this means that we don't know in advance exactly what data an agent will need.

In a typical workflow we know okay, this workflow needs this piece of data, this piece of data, and we can expose only that piece of data.

But with an agent

uh you have to give them access to all the data that potentially may be relevant for the task at hand.

And that also contributes to increase a lot the number of of data sources.

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