Karim Atiyeh

speaker
955 appearances 1 recordings 1 series first heard Oct 2025 last heard 21 Oct

Karim Atiyeh’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 Oct 2025 with 1.

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But I think that next phase that we're entering and the one that I'm seeing in our company is one where you start thinking about these LLMs really as part of your product and you're programming them.
So you're no longer writing the same old code that you used to write with the help of LLMs.
Your code is the LLM now.
Your code is the LLM plus instructions and an infinite loop.
So you're essentially writing those agents.
We're in the middle of debt right now.
Do you have a favorite example of that so far that you've actually deployed in this work?
Yeah, of course.
I'd say the most obvious one is what we call internally the policy agents.
So most companies have a travel expense management policy.
It's generally a document.
Sometimes it's well-written and clear and sometimes it's not.
But that's essentially a document that you write to clients.
drive the behaviors of people in the company and how they manage their expenses.
In the old world, people make transactions, and before they make the transaction, sometimes they'll go and check the expense report, sometimes they try to remember it from memory, they'll make a transaction, they'll file an expense report, and some manager will try to make sure that, some manager or someone on the finance team will try to make sure that the expense that was made by the employee actually abides by the rules of the expense policy.
It's very manual.
Generally, the transactions are missing context, so there's a lot of back and forth between the people enforcing the policy and the people who made the transaction.
It takes a lot of time.
So we've built our policy agents in a way that it has more context about the transaction than most people reviewing those transactions today.
So it's integrated with your calendar, it's integrated with your email, it knows your expense policy, etc.,
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