Pratique du Shadowing: Codex Is Winning… So Why Am I Still Paying for Claude? - Apprendre l'anglais à l'oral avec la vidéo

The last two weeks in the world of AI agents have been very interesting.

Mark Zuckerberg and Meta released their new coding agent, MuseCode, to rival ClaudeCode and Codex.

And you can use MuseCode in the terminal to build apps or as a general agent.

And it only takes two minutes to set up.

I'll show you how.

But we have way more to talk about, like DeepSeat, Kimmy, and Quen, and more models coming out of China.

We also need to talk about Codex latest updates.

We also need to talk about Cursor

and how they're shifting from a developer tool to a super app just like Claude and Codex.

We will also discuss Google and how they might actually be out of the AI race.

And we need to talk about Buzz for creating teams of agents and all of the new updates there.

This is an agent-native update where we cover the most important news

and updates on Frontier AI platforms and models so you can use AI agents to be more productive.

I'm Riley Brown.

Let's go.

The first agent-native update comes from Meta, which is very rare.

They don't usually do that many things on the frontier.

But here we go.

Mark Zuckerberg on Twitter said, releasing MuseCode in beta today.

It's a terminal coding agent that takes on complete software engineering tasks across large repos,

planning changes, writing code, validating the results powered by MuseSpark 1.2, the model, a coding-focused model update.

And based on the benchmarks that he posted, it's right in between Opus and GPT 5.6 Terra, which is their middle model between Sol and Luna.

You can see Muse Spark 1.2.

So here are the prices of the meta model compared to 5.6 Sol and Claude Opus.

And if you add up the input cost and the output cost, you get $35 input plus output for GPT 5.6

and for opus you get 30 dollars

and for meta muse spark with the top model on there It's only five dollars and fifty cents.

So that's a total difference of like five to six x

So it's significantly cheaper than using the top models at open AI

Now when you start comparing it to open AI's GPT 5.6 Terra it gets pretty comparable

Which we'll talk about later because open AI is lowering the prices of their other model But always remember,

every single update that I talk about is best understood by actually testing it out, not just looking at some charts.

So now, how do we actually use MuseCode?

It's very simple.

What you should do is you should go to either ClaudeCode or Codex.

If you watch my videos, you know that I use Codex a lot more.

And I'm just going to go to Codex and say, hello there, Codex.

Can you please download the latest MuseCode by Meta?

Mark Zuckerberg announced it yesterday.

the terminal coding agent, please download it now so I can use it in my terminal.

So all we have to do is run this

and we will wait a few seconds and it's going to download it to our computer.

Okay, so now it's done.

And remember, this is a terminal coding agent, so you can run this in the terminal.

I can either go to the terminal app on my computer, or if I'm using the Codex app or ChatGPT on the Codex version,

I can press Command-J and this is the terminal.

And now I can type in Muse.

And now I need to select Trust and Continue or Quit.

I'm going to click Trust and Continue.

And here we can either log in with browser or set an API key.

And so we're logging into Meta Platform.

And so if I click Login with browser, it'll automatically take me to the browser and here I can actually just sign in with Meta.

Once you sign in, it'll look a lot like this, and now we can just use MuseCode.

So I can say, hello, what model are you?

And here it says, I am MuseCode powered by Meta Muse Spark.

And in order to use this going forward, I normally just do it inside the terminal, the normal terminal, and we can zoom in, and remember all you do is type Muse,

and now you're using it inside the terminal and you can full screen it if you want.

I'm going to say, hey, I want you to create a bowling simulator game.

Like it should be like Wii bowling.

I want you to make a Wii bowling and then I want you to run it locally so I can play it.

Now we're creating Wii bowling.

And I highly recommend just testing this out for yourself.

Do it for knowledge work tasks, get it to create documents, spreadsheets, that type of thing.

And this model is really fast.

And in my opinion, it's somewhere between Opus and Sonnet.

By default, it will tell you something like this sandbox blocks persistent servers.

So we actually need this to be in YOLO mode to

get it to automatically be able to run terminal commands so that it can run whatever app that you create.

And we can do this by going to Codex.

And we can open Codex and we can say something like this.

I need you to set it so that Muse code always defaults to YOLO mode.

Please just do that right now for every session.

And this will allow your MuseCode to do anything you want or do anything on your computer.

So you won't have to like give weird permissions.

And then after you do that, if you were to open up a new terminal session by pressing Command N,

and you were to type in MuseCode, here you can see you are on YOLO mode.

So now MuseCode has full control over everything and you can get it to do everything.

And so now I want to check on that bowling game.

And okay, so this is the game that it created.

We have bowling and we can up the spin.

So this will spin it left, which means I need to aim it like here.

Oh.

Okay.

Maybe I won't do spin.

There you go.

So we're using Muse Code.

This isn't the greatest game ever created, but that's probably a problem of prompting.

I just wanted to empower you with the ability to test it.

It's really easy to test out.

I highly recommend testing out the new meta terminal coding agent.

Okay for the second agent native update I want to talk about the changes to codecs over the past two weeks.

We're going to come to the mobile app in just a second.

Let's start off with the desktop app.

In the desktop app we have a few new changes.

In the side panel over here you'll see

that we have the normal view right here where i can see all of my chats

but there's also this notifications bar and

so this is kind of the activity pane

so instead of them showing in this like fixed project view right here it'll show you the most recent ones

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and it's really intuitive to use and it'll show you the exact folder

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that they're running in as well

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so you can see where the directory is on your computer

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so this is just kind of feels a lot more like notifications

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and it shows the most recent one that completed which I personally use most of the time.

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Okay for the second update to the desktop app

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which is my favorite design update

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that they've made in a very long time involves the in-app browser

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and so I in this chat created a website and

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so this is a website it's kind of ugly but that's okay

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and if we were to full screen it so that the agent chat disappears.

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Now they updated this bottom part right here.

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So I can fully, I can click on this

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and it opens up and I can very easily say like the line that goes beneath episodes.

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I don't really like that very much.

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Can you also please make the like dark purple behind the logo at the top better?

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The whole top bar is pretty ugly.

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Can you please fix that?

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And so I can just run it right here

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and it's really easy to see what the agent is doing and then I can pin it to the bottom.

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So you can see here if I scroll down to the bottom, I see this little ChatGPT logo and now I can open it up and I can get rid of it.

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So it allows me to fully immerse myself in the website, right?

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This is basically full screen and if I ever want to make changes, I just come down to the bottom, press this OpenAI thing right here.

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Now, what I do want to let you know is if you use Whisperflow, it will get in the way of this.

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So as you can see here, I moved Whisperflow to the right side of my screen.

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And if you have Whisperflow, see how it gets in the way?

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So what you need to do is you need to come over Whisperflow

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and just drag it to the left or to the right.

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And I choose to put it on the right.

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So now I can use Whisperflow.

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Whisperflow is right here.

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And the OpenAI edit is here.

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And you can notice here that browser use is coming into play and it's actually controlling the browser.

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So that's just a fun new design of the in-app browser inside Codex.

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While staying on the topic of browsers, they also made updates to their Chrome extension.

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And you can find this in plugins.

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And if you just type in Chrome and you come here and you download this, when you go to your Chrome browser,

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you will see this ChatGPT icon and you can move it to the front slot if you really like it.

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And now what we can do is we can select this, and we can just say,

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please prepare a tweet based on the recent memories that you have of me based on what we did today.

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Come up with the best possible tweet.

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And I can fire this off, control this browser, and make the tweet, but don't post it, just queue it up.

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And so all of the chats that you do inside this Chrome extension sync with the Codex app.

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So you can see this is called draft tweet from today.

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I can very easily just go to chat GPT.

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If we go to chat GPT, you can see that it says draft tweet from today.

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And so we are connected to Chrome.

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And so here it actually queued it up.

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Okay.

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So the biggest AI shift isn't better answers.

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It's agency.

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Okay.

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Well, we need to work on the tweet, but it queued it up.

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And if you want to open it straight inside Codex from here, all you need to do is go here you're going to hit these three dots

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and click open in app and you're going to open chat gpt

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and that will automatically open it directly inside the app

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so you can basically just use the codex app inside chrome

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and this is just a nice new update okay for the

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last update involving chat gpt we have a new toggle here at the top

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so now you can toggle between chat and work i just released

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or i might be just about to release an hour-long video on chat gpt work it is the most in-depth guide ever.

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I was wrong about Codex.

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I said that I wish they didn't split up Codex and GPT work.

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I was wrong.

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GPT work is insanely useful.

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It's completely cloud-based and I use it every day.

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So I highly recommend starting to use this from your phone.

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You can basically control your email calendar.

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All of the plugins that you would find inside the chat GPT app,

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right up here, you can basically fully control with GPT work.

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So all of the apps you add, you can fully control from your phone, which is just incredibly useful.

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And then after this update, it's just more accessible here at the top between chat and work.

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I hardly ever use chat anymore.

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I just use work.

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For the next agent native update, I want to talk about this tweet.

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ChatGPT desktop app, or formerly known as Codex, their biggest competitor right now is Cursor, not Claw Desktop.

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And the reason I tweeted this is I have it on good authority.

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I've talked to some people and Cursor is in a middle of a revamp.

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They are about to make major changes to their platform

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and it is going to become a full super app just like Codex.

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And the first signs that we're seeing of this is you can now connect Cursor to Google Workspace.

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This is their CTO at Cursor.

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Everyone thinks of Cursor as a tool for coding.

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We thought so too.

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But inside the company, many of our use cases aren't coding at all.

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Research, data analysts, bug triage, and project management, just to name a few.

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As it turns out, coding agents are a pretty good foundation for all kinds of work.

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Could be a sign of what's to come.

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So very clearly, they're going to make changes to their platform.

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Inside Cursor, you will see this Customize tab.

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This is equivalent to the Plugins tab inside Codex.

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And if you come to the top and you just type in Google Drive, you will see this Google Drive setup here.

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I've already set it up, so you will need to authenticate it.

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But once you authenticate it, which just means sign into your Google Drive files, you can then try it in chat.

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Here, I have Cursor set up to the new DeepSeq V4 model.

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And so now this model is basically free to use.

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I'm not even kidding.

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And so I'm going to go ahead and stop this and I'm going to say,

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hey, can you please create a quick spreadsheet on just the steps on how to train an AI model, along with the description on how to do it,

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make it look professional, and then send me the link to the Google Sheets for this.

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So now I'm using DeepSeek V4 Flash, the cheapest model in the world by DeepSeek.

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It's like basically free to do this, maybe a cent or two.

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And it will create a Google Sheets link.

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And now it's working inside cursor.

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And there you go.

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It says done.

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Your Google Sheet is created and ready.

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It worked for 44 seconds.

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So it's really fast.

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I can open this up and boom, here we go.

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The point is, is it can control Google Docs, Google Sheets, Google Slides, anything.

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And you can use a better model than Deep Seek V4 if you want, but that's just the one that I've been using for fun.

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And for the fourth Agent Native update, we have three new models coming out of China.

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We have Kimi K3, we have Deep Seek V4 Flash, and we also have Quen 3.8 Max.

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And these models are all good in their own way.

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Kimi K3 is the best out of all three of the new models, but it's also the most expensive.

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I think many people were really excited by how good the model was, but they were underwhelmed by the price.

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It is quite expensive.

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It's like almost as expensive as Sonnet for certain tasks, but I highly recommend trying it out.

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Then, DeepSeek V4 Flash is probably the most interesting,

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because for certain tasks, it is 105 times more cheap than Fable 5.

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And don't worry, I'll show you how to get this model set up inside

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Cursor in just a second as well as all the other models.

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But I do want you to keep in mind that regarding this DeepSeek v4 Flash model, which is really good for how expensive it is or how cheap it is.

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They said this, DeepSeek said this, they said, we plan to raise the overall pricing for DeepSeek API services in the near future with a significant increase expected.

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Please plan your usage accordingly.

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So that's not good.

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Many people are like, oh no, how expensive is it going to be?

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However, Dax from OpenCode said on the upcoming DeepSeek price increase, we've been able to reproduce their current prices even on rented GPUs.

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So this likely isn't because they're losing money.

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It's traffic shaping because they're overloaded.

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So he's saying

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that we're going to be able to host this DeepSeek model in the US for a similar price that it is now.

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They're saying that the price increase is just because so many people around the globe are trying to use it.

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Klein posted this about DeepSeek v4 Flash.

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While DeepSeek v4 Flash is significantly cheaper on price per token,

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this could be misleading if the overall cost per task ends up being higher due to more turns being made.

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However, Artificial Analysis reports DeepSeek completing the same benchmark tasks as Fable at 105 times lower cost,

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which is absolutely insane.

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So my take on this is as follows.

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I believe that DeepSeek v4 Flash may get more expensive in the future.

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Maybe it'll get three times as expensive.

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Maybe it'll get five times as expensive in the short run

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because there's so much traffic and so much demand for this model.

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But I think over the long run, like over the next two months, this model will get significantly cheaper

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or a model just as good as it will get as cheap as the model is now.

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And so for the next week or two, I highly recommend trying these models.

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The truth of the matter is, every few weeks, new open models are released, and the costs are simply going down.

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And so, you can do so much with a model just as simple as V4 Flash.

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A lot of tasks you can do, and this model is 20 to 100 times cheaper, depending on the task, than Fable.

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So, I highly recommend testing out these models and seeing what you can do with them.

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For the next Agent Native update, I want to talk about Anthropic.

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And there's a vibe going around Twitter and even on YouTube that people are getting a little fed up with Anthropic.

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Not only is Fable only on API usage now, so it's incredibly expensive to use Fable,

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many people are showing disappointment surrounding their new models, Opus 5 and Sonnet 5, and that they completely wasted time building them.

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And I'm not kidding.

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A lot of people, you know, AI researchers, are literally saying that Opus 5 sucks.

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John Ennis said that, But I have decided Opus 5, Extra High, is basically trash.

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It doesn't use its thinking budget to do anything more productive.

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It just uses it to thrash around and do pointless and sometimes harmful things.

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Fable is a good model and I will miss it, but I think I'm finally ready to just let Claude go.

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Or at least until they release a new model.

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And I think finally more people are realizing that the vibe is shifting from Anthropic to Codex.

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Again, at least for now.

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Kamal Hussein said, It's crazy how the consensus shifted away from Claude being the favorite to Codex.

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It's not just Fibes, things favoring Codex.

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It's a better harness.

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The Codex desktop is significantly better.

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Better pricing, especially with the latest pricing updates to the new Codex models.

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Less refusals, and you can use your subscription freely wherever you want, which is really cool.

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Anthropic has a lot more guards against using your subscription on other tools.

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However, I just tweeted this.

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However, I just tweeted this prediction.

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Anthropic is pulling back the slingshot and will try to go on another run soon.

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I think they got high on their momentum from Q1

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and Q2 and tried to launch too many things and their products got confusing and their momentum wore off.

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And they just launched so many different products that people couldn't even keep track of everything.

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Like when you tried to use Claude Cowork and connect it to your phone, it was called dispatch.

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But if you did the same thing with Claude Code, it was called Claude Remote.

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They released a Law product, they released Claude Design, which is a good product.

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It just got buried under all the different product announcements.

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They had an extension, and then they had the whole Mythos, Fiasco, Fable, Sonnet, Opus.

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And honestly, their model releases, besides Fable, just haven't been that good since Claude 4.6.

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All of them have felt relatively similar.

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However, there's one thing that just keeps me using Anthropix products, and that is the fact that it is just so much better at frontend.

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I gave Codex and Anthropix the same prompt, and this is what Codex created,

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and it's just so much worse than Anthropix.

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It is just so much better at frontend.

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And this is not just like frontend for landing pages and other things like that.

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It's also for spreadsheets, docs, and presentations.

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Opus and Fable blows the OpenAI models out of the water for these like knowledge work type documents and front-end design.

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For everything else, I think GPT 5.6 Soul is basically as good as Fable.

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It's just so much better at front-end design

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and it created this in one prompt and I just think it looks so good.

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Like this is, I'm working on my website for Agent Native and it's just so much better.

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So this is the one thing that keeps me using the Claw Desktop app.

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It's just better at design.

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And don't forget that the Claw Desktop app, if you go to home, there is design mode.

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So you can use Claw Design directly inside the desktop app.

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It's just they've launched so many things that so many people forget about Claw Design, and it's still really good.

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And the final thing that I want to discuss is I believe

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that we are entering a new era in the world of agents.

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I think the first half of the year was kind of the open claw personal agent movement.

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And I believe that we're moving into the team of AI agent movement.

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Now, I've already made a video talking about Buzz.

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And so this is Jack Dorsey's new platform where it is a Slack clone, basically, except it's made to be used with AI agents.

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These are my existing codecs and clawed code running in this Slack-like interface

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and I can at mention Claude and I can at mention Codex and say,

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hey, work together to build an app that lets me use DeepSeq.

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And you can at mention them and you'll notice here that they both reacted to it.

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You can see Codex and Claude Code reacted to it.

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And now you can see that they're both working on a response.

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CloudCode and Codex are going to respond.

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And I can message them as if they were just humans.

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And they will actually work together to get it done.

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And if you come to the agents tab, you can see your full team of AI agents.

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And you can add Cursor.

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You can add Devin.

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And you can make any model the default model.

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So I could come here and create an agent.

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And I could customize the agent and I could use cursor for example

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and I could choose any model from cursor

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and for this I'm actually going to go ahead

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and make the default model Kimmy K3

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so now we're using Kimmy K3 with cursor

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and I can give it instructions you are a content agent

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and I can very easily name this agent cursor with Kimmy

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and I can create an agent and now this agent is running

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And so I could very easily go into my content channel and I could add, or I could actually just go like this.

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Hey, Codex, please add Cursor with Kimmy to this channel and all other channels.

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And Codex or any other agent can fully control this version of Slack.

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And so it can add any agent to any channel, and it can even create agents.

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And here at the bottom, you can see who's working.

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So I can see that Codex is working.

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And you can see that CursorWithKimmy is requesting approval.

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And this is just kind of a team of agents that can do things together.

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And you can see here CW, which is CursorWithKimmy, just responded.

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And it said, I handled it myself.

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I joined all seven channels, content, Vishal, coding, general research management, and notes.

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And the reason I'm showing you this is I believe we're

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in the very early innings of working with the team of AI agents.

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It's not super easy yet.

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The same way that OpenClaw wasn't very easy early on, and now GPT work is basically OpenClaw running inside chat GPT, and it can basically do anything for you.

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And so I think we've advanced really far on the personal agent side, which is advancing these AI agents that we can access through our phones.

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I think we're about to see the AI agent for teams really take shape over the next four to six months.

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So definitely be on the lookout.

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And as this progresses, I highly recommend

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if you work at a large company to be the person

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who can build a team of agents for your team

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or create an agent that everyone on your team can access to get things done.

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And I think we're going to see so many platforms like this.

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We're going to see a lot more Slack agents that make agents really easy to configure.

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And so that's something I would keep a close eye on.

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Anyway, that's an update.

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Those are the things that have really interested me over the past two weeks.

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I really hope you like this video.

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And if you could like and subscribe, it would help me out a ton.

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I really appreciate you guys.

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I will see you here for the next video.

✨ Vidéo recommandée

54 phrases

Vocabulaire et conseils d’expression pour cette leçon

Cette leçon d’expression orale de niveau B2 s’appuie sur la vidéo « Codex Is Winning… So Why Am I Still Paying for Claude? ». Les mots qui reviennent le plus souvent : agent, model, codex, app, update. Cette vidéo contient 358 phrases et 4422 mots à répéter en shadowing. La partie parlée dure 24:51. Le locuteur parle à un rythme naturel d’environ 178 mots par minute, proche d’une conversation courante. 83 % des mots font partie des 3 000 mots les plus courants en anglais ; le reste mérite d’être vu avant de commencer.

Vocabulaire clé de cette vidéo

Les 15 mots les plus avancés de la vidéo, avec leur prononciation et leur sens :

Mot	Prononciation	Sens
codex nom	/ˈkoʊdɛks/	codex
cursor nom	/ˈkɜːsə/	curseur
tweet nom	/ˈtwiːt/	gazouillis, pépiement
meta adjectif	/ˈmɛtə/	méta
muse verbe	/mjuːz/	songer
claw nom	/klɔ/	griffe
chrome verbe	/kɹoʊm/	chromer
spreadsheet nom	/ˈspɹɛd.ʃit/	tableur, chiffrier
queue nom	/kju/	file, queue
prompt verbe	/pɹɑmpt/	inciter
spark nom	/ˈspɑɹk/	étincelle, flammèche
authenticate verbe	/ɔˈθɛn.tɪ.keɪt/	authentifier
codec nom		codec
customize verbe	/ˈkʌs.tə.maɪ̯z/	personnaliser
toggle verbe	/ˈtɒɡ.əl/	commuter

Les verbes à particule que vous entendrez

Mot	Prononciation	Sens
go ahead verbe	/ˌɡoʊ əˈhɛd/	vas-y, allez-y
open up verbe		ouvrir
set up verbe	/ˌsɛt ˈʌp/	mettre en place, installer
add up verbe		additionner
come over verbe		venir
come up with verbe		inventer, imaginer
end up verbe		se terminer, se finir
go down verbe		descendre

Des phrases à répéter

Des phrases courtes et complètes de la vidéo, à réutiliser dans la conversation de tous les jours :

Maybe I won't do spin.
Let's start off with the desktop app.
I don't really like that very much.
Can you please fix that?

La grammaire de cette vidéo

Les structures que le locuteur utilise le plus, avec les mots exacts de la vidéo :

Structure	Dans la vidéo
Phrases conditionnelles if + proposition, will/would + verbe — une condition et son résultat	if I click Login with browser, it'll automatically · if you use Whisperflow, it will get
Present perfect have/has + participe passé — une action passée qui compte encore maintenant	have been · they've made · I've talked
Voix passive be + participe passé — l’accent est mis sur ce qui arrive, pas sur qui le fait	is run · is called · are connected
Propositions relatives who / which + proposition — une précision sur une personne ou une chose	Meta, which is · Terra, which is · left, which means

Prononciation à surveiller

Le locuteur utilise 71 contractions et formes réduites, comme I'm, we're, they're. Prononcez-les sous leur forme courte, telles que vous les entendez.

Les sons « th »: authenticate /ɔˈθɛn.tɪ.keɪt/, thrash /θɹæʃ/
Les sons « sh » et « zh »: spreadsheet /ˈspɹɛd.ʃit/, benchmark /ˈbɛn(t)ʃmɑːk/, notification /ˌnoʊtɪfɪˈkeɪʃn̩/, subscription /səbˈskɹɪpʃən/, slingshot /ˈslɪŋʃɒt/
Mots longs — placez bien l’accent: authenticate /ɔˈθɛn.tɪ.keɪt/, notification /ˌnoʊtɪfɪˈkeɪʃn̩/, momentum /ˌmə(ʊ)ˈmɛntəm/, intuitive /ɪnˈtjuːɪtɪv/, simulator /ˈsɪmjəˌleɪtɚ/

Les sons difficiles pour les francophones :

/h/ — il se souffle, il n’est pas muet: harness /ˈhɑɹ.nəs/, harmful /ˈhɑɹmfl̩/
/tʃ/ et /dʒ/ — à ne pas adoucir en « ch » et « j »: dispatch /dɪˈspæt͡ʃ/, researcher /ˈɹiˌsɝ.t͡ʃɚ/
/r/ anglais — langue recourbée, sans frotter la gorge: browser /ˈbɹaʊ.zəɹ/, chrome /kɹoʊm/, spreadsheet /ˈspɹɛd.ʃit/, prompt /pɹɑmpt/, spark /ˈspɑɹk/

Comment s’entraîner avec cette vidéo

Écoutez la vidéo en entier une fois sans parler et notez les mots que vous ne connaissez pas.
Commencez à la vitesse 0,75×, répétez phrase par phrase, puis revenez à la vitesse normale quand cela devient facile.
Enregistrez-vous et comparez avec l’original, en faisant attention à des mots comme codex, cursor, tweet.

Qu'est-ce que la technique du Shadowing ?

Le Shadowing est une technique d'apprentissage des langues fondée sur la science, développée à l'origine pour la formation des interprètes professionnels. Le principe est simple mais puissant : vous écoutez de l'anglais natif et le répétez immédiatement à voix haute — comme une ombre suivant le locuteur avec un décalage de 1 à 2 secondes. Les recherches montrent une amélioration significative de la précision de la prononciation, de l'intonation, du rythme, des liaisons, de la compréhension orale et de la fluidité.

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Comment s’entraîner avec cette vidéo

Qu'est-ce que la technique du Shadowing ?