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
That's your cost per accepted task.
That's the metric that you should aim for and optimize for.
And this also brings the conversation much more into return on investment and business value rather than just having a conversation around tokens.
That is very hard, as hopefully by now you understand, to meet.
Good.
The practical tasks that you can do, you need to take between five to 10 representative tasks of what you do, run them through a tool model or tool options in order to have a good understanding of, in your option space, what you should do.
Hold the input and the quality bar very constant and compare first pass success attempts
human correction and elapsed time and the total cost, the winner is the stack that gets your actual work done reliably.
I know it sounds like a lot, but if you have a good taxonomy that was optimized for yourself and you know for the tasks that you do, which models overall get you better results
potentially with fewer tokens, or if you can do that for your team or your company, and you will need to do that recurrently because things change quickly, then at least you can teach folks that if you're doing that type of research, the recommended model to get you to the overall best quality and the value per task is the following, and so on.
That's the current reality that we live in.
Okay, now I want to give you a language on how to look at your own tokens.
And hopefully using that, you will be able to distinguish between the tokens that add value to the ones that not so much.
Every token that your organization spends, in my opinion, is one of three kinds.
There are tokens that I call tokens that teach, and this is running in both directions, meaning that you're teaching yourself.
As Nathaniel said before, we don't want to stop the experimentation.
So the tokens that include the experimentation, the failed workflows, and let me try these three different ways so I will learn.
So these are tokens that are worth spending because you get learning out of them and you can look at them as tuition.
And by the way, those also include what you are teaching AI about yourself.
So those will be the identity files and the curated context and the knowledge packs.
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