Eduard (Edward) Dulharu

speaker
420 appearances 1 recordings 1 series first heard Aug 2026 last heard 7 Aug

Eduard (Edward) Dulharu’s voice in public audio — every appearance, attributed to the second.

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Recordings per month over the last 12 months — 1 in all, peaking in Aug 2026 with 1.

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So to become an expert vendor across.
Absolutely.
Um so for for the public models, um I think the biggest challenge is that in order for a public model to give you um a good answer to your pro to your question, it needs context.
And within our world, context is made of uh also private information like AS numbers, IP addresses, fire rules.
Do you want to share that with a public model?
If you see if it's okay if you
You can share with stuff which is basically the determines the quality of the context for the model.
Because the model will uh give you a good answer if it has this data.
Exactly.
We shouldn't.
And for multiple reasons.
One of them would be privacy.
But it shouldn't because um again uh even um frontier model does not have hands which are these MCP tools because at the end of the day you need to ground your uh um whatever uh um
solution you want to find, you need to ground it in your environment, which means that you need some hands, which are the MCP tools.
And if you want to plug Cloud within your environment, yeah it's fine.
Probably you can.
But I don't know if it's a it's a very good idea.
Absolutely.
Absolutely.
So in our architecture, um agents have only read only access and we can narrow down with access like um classical ARVAC or
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