gemini-2.5-flash-lite-preview-transcript.md

2025-06-17T18:23:17 conversation: 01jxzja8v5wsmbghg22ye5m4q8 id: 01jxzj36arg57nee9w6fpstxk5

Model: gemini/gemini-2.5-flash-lite-preview-06-17

Prompt

Full transcript with timestamps

Schema

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Attachments

1. audio/mpeg: /private/tmp/gemini-2.5_smaller.m4a

Response

{
  "items": [
    {
      "speaker": "speaker_0",
      "text": "Hello everyone, how's it going?",
      "timestamp": "01:02"
    },
    {
      "speaker": "speaker_0",
      "text": "We will get started in a couple of minutes after all of the awkwardness of starting an X base. So, hang in there for one or two more minutes.",
      "timestamp": "01:07"
    },
    {
      "speaker": "speaker_1",
      "text": "Hey, Sahil, hey Tal, hey Melvin, hey Honka.",
      "timestamp": "01:21"
    },
    {
      "speaker": "speaker_2",
      "text": "Hello?",
      "timestamp": "01:26"
    },
    {
      "speaker": "speaker_3",
      "text": "Hello.",
      "timestamp": "01:27"
    },
    {
      "speaker": "speaker_4",
      "text": "Yeah, hello.",
      "timestamp": "01:29"
    },
    {
      "speaker": "speaker_0",
      "text": "Awesome. I think we have everyone. Are we Google AI host account? Are we good to get started?",
      "timestamp": "01:38"
    },
    {
      "speaker": "speaker_0",
      "text": "I see the three more minutes. Cool. We will hang tight for just another minute or two.",
      "timestamp": "01:50"
    },
    {
      "speaker": "speaker_0",
      "text": "We need lobby music in this, uh, in this space.",
      "timestamp": "02:03"
    },
    {
      "speaker": "speaker_0",
      "text": "Okay, I think we're gonna get started. Um, we have lots of awesome announcements, uh, that have just been rolling out. We've got lots of awesome questions from folks who, who sent in a bunch of questions. Uh, so excited to dive into all of this. Um, my name is Logan Kirkpatrick, uh, excited to have this conversation. Uh, I do developer product stuff. Um, we're joined by an amazing set of folks, um, who I'm excited to sort of get them to share their perspective. Um, Tolsi Doshi, who's our head of product for Gemini models, um, and the co-conspirator of lots of these launches. Uh, hopefully you've seen a bunch of, uh, her, her incredible tweets. Um, so we'll, we'll make that happen. Um, Anka is our senior director for AI SA alignment, um, and actually also one of the post-training person leads. Um, so Anka, I'm excited to, to get your perspective today. Melvin Johnson, um, who is a distinguished software engineer, um, another post-training person on our team, who's driving, uh, some of the cross-Google initiatives there. So, excited to have Melvin. Um, and then Zach is our product lead for Gemini pre-training and embeddings, um, and has done a bunch of the small model launches. Um, and obviously one of the new models for today's announcement was around flashlights. So, excited to talk about that, our smallest, uh, our smallest model and smallest re-training model. Um, so this is exciting to have the conversation. Maybe, Tolsi, you can actually kick us off with just a high level of some of the model announcements. We've obviously had a bunch of stuff with 2.5 over the last few months, but today feels like the culmination of a lot of that stuff coming together.",
      "timestamp": "03:12"
    },
    {
      "speaker": "speaker_1",
      "text": "Yeah, first of all, hey everyone. Uh, we're super excited to be here. Uh, it's a, it's a cool day for us because I think this, this set of launches is 2.5 as a family, kind of taking the next step. It's us actually having, uh, 2.5 Pro and Flash be stable, production ready models that we will be supporting for a long time. Um, so these is really us taking the set of previews that we've shipped and gotten your feedback on and iterated on, and bringing them now into these stable 2.5 Pro and 2.5 Flash launches. And both models are awesome. We can talk more about what makes them, uh, so great, but we're really excited for you to keep building, building on the 2.5 family. And then as Logan said, we've released also Flashlight. Uh, so now the 2.5 family has three model sizes. There's Pro, Flash and Flashlight. And the way you can think about them is Pro is really the model that is, um, just amazing performance, right? So if you're trying to get the best quality, especially for code or complex prompts, uh, Pro is your model. Flash is the, this kind of good workhorse model, it is great cost for quality. Um, but is also just an extremely strong reasoning model. Uh, and also has good latency to be able to support real-time use cases. So especially if you care about that kind of real-time latency, live performance, things like that. And then Flashlight, which we're introducing today, the 2.5 Flashlight model is really optimized to be our fastest and cheapest model. Um, and so it really gives that kind of opportunity, especially if you're carrying about, um, high latency, uh, sorry, sorry, low latency, uh, tasks that require, sorry, very low latency, um, like bandwidth, um, but also tasks where you need a lot of throughput and need to actually worry about the cost kind of at scale. Flashlight is a great model for a lot of those tasks. Uh, and we've seen and been having a lot of fun with customers over the last few weeks testing this model and trying to figure out what are the use cases it can it can do really well for. So, yeah, we're really excited. I think this is gonna be frankly, like, the best family of models we've had in maybe the world.",
      "timestamp": "04:49"
    },
    {
      "speaker": "speaker_0",
      "text": "Yeah, I feel like the best part of this Tolsi is there's no more preview in at least two of our model names. So hopefully that makes the lives of people easier as they think about which model to use. Um, and I think that actually takes me naturally to this question I saw a bunch of the replies to this thread and others were just around like, how should people think about, um, what model they should be using, especially as it feels like there's this capability shift happening. Um, where like Flash has historically Flash was this small workhorse model and I think now with reasoning capabilities and the 2.5 Flash, it's actually doing it feels like a lot more historically, um, than it was in the past. So I'm curious how you think about that and if others have thoughts, uh, please feel free to jump in as well.",
      "timestamp": "07:05"
    },
    {
      "speaker": "speaker_1",
      "text": "Yeah, I mean, actually maybe I'll push this to Melvin, curious your take on it since you've been thinking about, uh, and continuing to push the quality of Flash. Uh, and, and continuing to make it better. I'm curious like how you think about the continuous improvements of this model and the fact that they're kind of jumping in performance every time we do one of these, uh, revs on our side.",
      "timestamp": "07:40"
    },
    {
      "speaker": "speaker_4",
      "text": "Yeah, I think this, uh, this family, like the 2.5 family, we've had a lot of fun with it, uh, from the post-training side. So it was a big jump from pre-training coming in. And we generally like to do this, uh, cycle where we first put out the Pro, then we use the Pro to further improve the Flash. And now that the Flash gets really good, the gap between the Flash and the Pro reduces. So we want to push the Pro further. So we've done that cycle over time. Uh, we've leaned in on this frontier graph that you will see that we're publishing a lot. We really want to be at the frontier of the Pato cost and, uh, performance. And for Flash, we want since this is the workhorse model, we want this to be most optimal in terms of that trade-off. And for Pro, we want to optimize for higher quality at the expense of cost then latency. So I'm quite excited about where we've landed on the frontier and you know, if you look at the graphs, we are the frontier with the family of the models that we have in 2.5. Uh, and we'll continue to push, push upward, uh, with, uh, the next set of releases. But, you know, overall happy with these sorts of models becoming stable, becoming GA, um, and overall happy with where we landed on the graph with Flash and Pro.",
      "timestamp": "08:02"
    },
    {
      "speaker": "speaker_1",
      "text": "And one thing I'll say actually on that point too, is one thing that's kind of cool about Flash, it is, uh, even with all these performance gains, it continues to stay a very fast model. Right? So it is actually, like, if you look at its speed compared to other competitors, its decode speed, tokens per second, is actually still extremely competitive. It's actually probably one of the fastest models, um, in the market. And so I think what's kind of cool about how we're thinking about Flash is we continue to want it to have, uh, competitive speed and competitive cost, but we continue to improve that performance. And so hopefully it just becomes an even better value proposition over time.",
      "timestamp": "09:30"
    },
    {
      "speaker": "speaker_0",
      "text": "Yeah, I love that. Anka, I'm curious, this, uh, we now have this sort of full complete set of, uh, reasoning models across the board from Pro to Flash to Flashlight. Um, I know you wear many different hats, but I'm curious to like sort of get your reaction from, whichever the dimension, whichever the hats you're wearing, that you want to give the reaction to, about just like how that progression has happened, how that's helped with, you know, our ability to align the models, actually making like higher quality models even at small sizes. Um, I'm curious to get your perspective.",
      "timestamp": "10:08"
    },
    {
      "speaker": "speaker_3",
      "text": "Yeah, a lot to unpack there, huh? Um, so one thing that I will say, maybe I'll start with Pro. I mean, Flash is very Flash, it's, it's, we, we appropriately named it. Uh, a Pro, uh, 2.5 Pro, um, has we've been iterating on it, but one of the things that stands out is that it's amazing at code and I'll get into that from the safety perspective too, a little later. It's amazing at all the benchmarks. But something that we don't quite have a public benchmark for is maybe the way it behaves. The way it actually partners with you, the way kind of shows up as a collaborator for you as a developer or as an end user. Which is something, uh, we've worked hard on, we keep working hard on. And also to be honest, we're starting to get a little bit for free. We're seeing as the models become more and more capable across the board, their kind of intelligence, their broad intelligence is becoming, um, really good too. So I'll give you a couple of anecdotes on behavior. And I can also talk about what I don't like. But, um, one of one of the things that struck me about the latest Pro was, first of all, it's very witty and humorous. So we sometimes like to challenge the model with like sort of like, uh, fake trolley problems, right? Because because everyone wants to kind of trick the model and figure out how it responds. And sometimes we throw with these kind of ridiculous trolley problems. I threw one at it about like, sort of like, oh no, I saved the toaster instead of, like, you know, two cows today. Um, and I feel, you know, so it's, it's such a difficult decision. And the model, you know, mostly our previous models would, uh, either say, okay, this is kind of a ridiculous thing or, you know, maybe show some empathy and they kind of go along with it. But this model is so cool because it just sort of goes on this rant, this hilarious rant about how the toaster is the pinnacle of the breakfast civilization, and then it makes all these jokes about the toaster. Um, like, what did the cows bring to you? Nothing. And then, um, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and then, uh, and 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Token usage

74,073 input, 65,517 output, {"candidatesTokenCount": 65517, "promptTokensDetails": [{"modality": "TEXT", "tokenCount": 5}, {"modality": "AUDIO", "tokenCount": 74068}]}

This model charges audio input tokens at $0.50/million and text a $0.10/million.

I'm going to ignore the 5 text tokens and just calculate for the 74,068 audio tokens:

https://www.llm-prices.com/#it=74068&ot=65517&ic=0.5&oc=0.4 = 6.3241 cents