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.
Trend
recordings per month · last 12 monthsRecordings per month over the last 12 months — 11 in all, peaking in Jun 2026 with 5.
Appearances
So those include the always-on rules or instructions, the skill definition, the tool definition, and so on.
And those can very easily, if not properly organized, amount to many thousands of tokens each run without you typing a single word.
So those amount significantly.
Many folks also hold the immortal conversation, meaning that they will continue an endless session that keeps carrying old history and old context, often even creating a poorer quality.
We also, in many cases, see users never filter data retrieval.
So instead of just getting 20 rows from a database, they will pull 500 rows or they will process the entire inbox to look for a specific mail that they know what was the subject line and so on.
Many other folks will have their context all over the place.
So the agent will have to read through a ton of documentation just to understand what are they talking about and what's the truth here, as well as rework loops.
So anytime that your agent or your skill or your just day-to-day usage gets you to do more iterations just to get the same result, this is like just more tokens being spent on nothing.
So these are the immediate suspects.
And I want to show you how you can try to potentially identify whether your system is in a spin situation or that the spin to production ratio of tokens is not well formulated.
And the thing here is that not everybody can detect in the same way.
Some folks have
concrete meter.
Those will be people who are using the API version of the models.
They have the API console that they can use, or if they are cloud code or cursor users, they have usage view.
And of course, people with admin privileges, they have an admin dashboard.
So if you are one of those, you can do the following things.
One thing that you should definitely do is the weekend test.
Meaning that if you didn't do anything with AI, but you look at your bill and you see that your bill keeps compounding, you know that there are things that are adding to your value without, to your bill without any value.
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