Nufar Gaspar
speaker
2,488 appearances
11 recordings
1 series
first heard Oct 2025
last heard 3 Sep
Nufar Gaspar’s voice in public audio — every appearance, attributed to the second.
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recordings per month · last 12 monthsRecordings per month over the last 12 months — 11 in all, peaking in Jun 2026 with 5.
Appearances
So why are we all so excited about graphs again beyond the the chatter on social?
The thing that changes the node, because the node used to be one fragile LLM call, AI call.
And in many cases it was not that great and to orchestrate an entire graph like that was not very feasible for complex tasks or you have to work very hard in order to get something to work.
Today a node is a whole agent, a a worker that you hand a job to.
And a worker has two gears.
It can be a quick one pass task, like we normally or typically do, or it can be a full uh loop running until done.
So either one can be a node, and loops are just your heavy-duty nodes if you want to kind of understand how everything falls together.
And what's tooling you here is that agents got reliable enough to be building blocks within these graphs, and that's a big unlock.
So nothing was invented that.
that is new this summer.
It's just that something was more democratized and the technology has gone far enough to be able to actually draw this graph on a whiteboard and get it to work effectively.
And one last very important thing, we you only go into the orchestration or composing these graphs of multiple agents and multiple nodes when the one worker, the one agent that you built is no longer doing the job.
You're unhappy with the results that you're getting.
Okay, so
How do you know that a specific task cannot be executed well with a single agent and requires multiple agents and graphs in order to orchestrate?
In some cases, both are valid options.
If I'm going back to my example of research, in many cases, a good research agent with or without a loop is more than enough.
You've seen that after it took about eight cycles, right?
We got a very interesting report out.
So, in some cases, that's good enough.
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