ChatGPT's BIGGEST Feature Yet: Code Interpreter

The ChatGPT Code Interpreter is a plug-in for ChatGPT that provides a sandboxed and firewalled execution environment for Python code. It is a tool designed to extend the capabilities of ChatGPT and enable it to understand and interact with various programming languages. The interpreter only runs for the duration of the chat session, and is also hosted on ephemeral disk space, meaning the data is cleared after the conversation is closed. At the heart of ChatGPT’s Code Interpreter is a sophisticated machine learning model that is trained to interpret and execute code in real-time.
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[@TysusuHsjsjs]

Crazy seeing you for from 17k to 203k I knew you’d make it far and your only going to go further keep up the good work

[@rasalresid9147]

To me it feels like Chat GPT and these AI tools can change someones life for better. I mean, these tools are changing how we live every day and there is huge potential for earning in my opinion. For example, my dropshipping business really started to rise when this AI epidemic started (to be fair I had to use other tools like Famester for boosting and WinnerZilla for getting products, but at the end it was worth it). Also content creators can use AI, and then Famester to immediately boost their content and easier get to fame. I think it's really great age in which we live. Only worry is that lots of people are going to lose their jobs maybe...

[@markkelderman2439]

bro, how to use WinnerZilla? Do I go for this lifetime deal?

[@tuncaykilic7099]

A friend of mine was working a dead end supermarket job but he did a 6 month programming course and with the help of gpt he now has a programming job that normally only bachelor computerscientist get. Ofc its still hard work but ai is a great tool that helps him in many ways.

[@makavelismith]

@@tuncaykilic7099 What's this friends name and where do they live. I want to be able to meet them in the street and shake their hand.

[@stoyanvisuals]

The problem is that it gets way too easy to be a “content creator” nowadays. Before AI people had to actually learn Photoshop, Premiere Pro or whatever photo or video editor to be able to compete in the field of content creation. Now with AI it’s going to get much easier, which will lead to an increase in content creators, which in terms will lead to more competition and therefore less profit for everyone. That’s how any business works, the more competition there is, the less the cost of your services. Content creation as a way of making good money is dead.

[@makavelismith]

@@stoyanvisuals and before Photoshop, people had to use physical art. Did that lead to fewer artists?

[@stevefox7469]

As a professional analyst, Code interpreter is career changing.Blows Copilot Chat in VS Code out of the water. Bard + Colab has potential as well...

[@Blocky007]

interesting mate. As I was about to go into Copilot and VS Code. Your experience so far is that that combo is not as great as Code interpreter? Btw... if you are into analysis , strongly suggest you try notable plugin (jupyter notebooks with chatgpt) out. Blows Code interpreter out of the water imho ;P (internet access, persistent code base etc.)

[@stevefox7469]

@@Blocky007 As I see it, a big advantage of Code interpreter (CI) over Copilot Chat is that CI proactively troubleshoots problems. Basically, if its initial approach doesn't work (e.g., loading a JSON file) , it will pivot and try another approach without requiring a user to suggest it. I see this as a big advantage. Have tried Notable, as I was interested in its database integration. But as of 2 weeks ago, I was finding Notable & Snowflake DB integration to be buggy. Great idea & potential - so I will follow Notables progression. This space is moving so fast- I feel it's way too early to settle on a single toolset.

[@Blocky007]

@@stevefox7469 thx mate for the quick response. Yup agreed. The autocorrect and automatic troubleshoot is one of the most fascinating aspects. Didnt use notable yet with any database integrations. But taking all the differnt tools for a testrun is the way to go... I agree :) Also gives a great overview of where things are heading.

[@History_Mystery_Crime]

I seriously feel data analysts and scientists jobs will be going down…scared analyst here😅😢

[@stevefox7469]

@@History_Mystery_Crime If you ride the AI wave you will be fine. AI won't take your job, but an analyst using AI to be 50% more productive might. So be the analyst using AI.

[@DaleTrevors]

I always watch your videos a couple of minutes after you upload, everyday lately :) Thanks for the regular updates Matt, you're my number 1 source of AI development information.

[@MattVidPro]

Awesome, thank you so much for watching!

[@1EAS1World]

@@MattVidPro fake

[@ethanharrington644]

Wdym fake

[@1EAS1World]

@@ethanharrington644 idek

[@JaddOnTheTrackakaJOTT]

an interesting thing i don't think people even know is code interpreter can also edit audio....pitch down audio....speed it up.....trim it.....preform audio analysis and more

[@alvaromartinezmateu2175]

Actually code interpreter is much better at math than Wolfram's plugin, and you can ask code interpreter to generate an HTML file to download or any other kind of file

[@RainbowSixIntel]

Was literally about to comment this, but yes that’s true!

[@Lumynex8335]

Mich better? What does that mean? I mean Wolfram can basically solve any math equation already

[@cacogenicist]

@@Lumynex8335 - Yeah, "much better" doesn't really make sense.

[@hostjhall]

they mean sometimes chatgpt plugin for wolfram alpha doesnt always give the desired result, not that theres anything wrong with wolfram.

[@RainbowSixIntel]

@@Lumynex8335 speed mostly, also code interpreter is built in and not a 3rd party plugin, so there’s bound to be more issues in the 3rd party plugin. Not saying that it’s bad btw

[@stephenrodwell]

Awesomeness! Been waiting for this! 🙏🏼

[@anthonybisong6744]

I have used code interpreter to generate mock dataset and write it into csv file and also generate mock dataset and write it into sqlite3 database table then ask code interpreter to analyze and create visualization. Code interpreter is pretty awesome.

[@ColinTimmins]

This looks really cool. I have noticed that certain words and fraises can “trigger” I can’t do this, when it actually can. That extra “bias” they program into the system can be frustrating to deal with.

[@IronMeDen1]

Which would feel a lot more fine without the 25 messages limit.

[@macronomicus]

Nice one man, I was already considering it, but you've convinced me to jump in on the ChatGPT Plus account today, its surely worth it, I've already been enjoying the free version, the new features, & the plugins seem brilliant. Thanks for the review of code interpreter too, Im sure i'll be using that, I was already using gpt for code co-piloting with the free version & it was brilliant, so now with gpt-4 and the coming code interpreter im sure it will be even more useful.

[@elijahm.183]

YESSS FINALLY, I been so excited for this

[@arinco3817]

For animations ask for an mp4 video. Also make sure you ask for a downloadable file as it can't display some outputs

[@Blocky007]

this is the correct answer. Thats how I got it to work as well.

[@rybfish76]

Appreciate your videos!

[@salemnj1]

Thanks for the heads up-I have access too. Can’t wait to test it out when I get home!

[@iqmarketers]

We have had access for over a year now and it is flipping amazing. It will blow your mind!

[@theawebster1505]

For over a year now, huh? Since summer of 2022, that is? 😛

[@iqmarketers]

@@theawebster1505 actually December of 2021

[@MasterWaveXL7]

Exciting stuff! Hope Epic works with OpenAI to integrate LLM's directly into Unreal Engine Would be a game changer for indies and big studios alike, no pun intended

[@JunieJu]

you are always the fastest ppl to updated everything ❤

[@AIWRLDOFFICIAL]

It feels this is the start to a intelligent copilot for coding projects

[@brexitgreens]

That's an old application. To me, it feels like a start to AI with logically strict reasoning - resistant to (all too human) hallucinations and subjectivity inherent in language models. In classic 1960s sci-fi style.

[@truejim]

I think some commenters may be missing the bigger picture: it's not just that ChatGPT-4 can write Python code, and that Python code is often useful for analytics. The bigger picture is this: when you ask ChatGPT-4 to do something it doesn't know how to do, *it now tries to write code to do that thing for you*. Yes, right now the use-cases are analytics, but OpenAI is certainly working on expanding that repertoire. Months from now we may be asking ChatGPT to do all sorts NON-analytical things that it doesn't know how to do, but that it knows how to write code to do. 🤔🤯

[@IceMetalPunk]

That's the amazing part of the entire Plugins framework (and the newer Function Calling ability that Plugins are based on): they're effectively just giving the AI tools, and the AI is smart enough to know not only how to use them, but *when* it should use them. So it has to "know what it knows" and "know what it doesn't know", in a sense. It's a level of metacognition I don't think we've ever seen in an AI before GPT-3, and it's improved substantially in GPT-4.

[@IceMetalPunk]

As a software developer, I think it's pretty amazing the way it debugs itself like a human: trying an approach, testing it, seeing where it goes wrong, thinking of what could cause the issue, tweaking the code to fix it, then trying again; rinse and repeat until it works. On the other hand... the fact that an AI with that level of self-awareness, trained on *so much* existing code, can't manage a basic DFS/BFS pathfinding algorithm is a bit disappointing. (BTW, depending on how you interpret the phrase "a solution to the maze", there was certainly one in that maze: top-left to the middle of the right wall. The bottom loop was unnecessary to traverse at all, so the search algorithm should have still found a solution if it were implemented correctly.)

[@alansmithee419]

It defined in-code the start and end points as the positions in the maze (0,0) and (9,9)

[@IceMetalPunk]

@@alansmithee419 Oh, did it? I overlooked that part and thought the goal was "off the edge". Well, that makes sense, then!

[@PiusOkwuego]

Nice video. I expected to make a video on the deactivation of bing on chatGPT; and perhaps give us an insight on if and when to expect it back.

[@ChickenStrxp]

What’s up I’ve been following your videos forever

[@GameJam230]

I have access already! Time to ask it to run some calculations that it didn't want me to run with Wolfram!

[@electrolab2624]

Cool. But see, this is exactly what happens when one (me) tries to code using GPT. It exabits lots of misunderstandings and often runs in loops. At least this way it can 'argue' with itself - which is way funnier! Also, when you run the final code on your own device it will require system specific resources. It would be awesome to see something practical and reliable made using it. Not just a test. Love your videos! Good work, everyone! Let's make a better tomorrow, erm TOMORROW!

[@bonecircuit9123]

give it more detail about the maze and use one of the simplest maze functions, eg : solvable recursive backtracker.

[@1986xuan]

The biggest let down with code interpreter is not having image object recognition, something I was looking forward to the most... The code interpreter is really now just a data analytics tool....

[@moomoo-bv3ig]

I noticed that too

[@funkahontas]

Yeah, it's just a data analytics tool that can think on it's own , so boring....

[@IceMetalPunk]

On the other hand, if you use the OpenAI API, you can use one of the Function Calling GPT models to do what you want 🙂 It's yet another example of something I keep telling my boss, who doesn't believe me: a coding framework is *always* more capable and useful than a visual GUI when you want flexible, custom behavior.

[@MaJetiGizzle]

ImageMagick is a seperate dependency from the Python that requires downloading for frame generation with Python. You could ask GPT-4 to generate the animation without the use of ImageMagick and it could probably write code around that specific dependency, but that would require more effort than a single prompt for the animated gif since the default go-to implementation would usually involve ImageMagick.

[@chessmusictheory4644]

At around 14 minutes, that part could potentially be handy. I am already doing what you were showcasing at around the 14 minute mark by throwing code into my ide getting new code for gpt throwing it back into the ide testing it sending gpt the error code writing new code etc etc, essentially doing it manually . Would be a bit of a relief to have it do the task of debugging by hand.

[@Benga-Eno]

Awesome tutorial Matt! I've also tried to play with the Code Interpreter mode - however, when I asked it to show me its answer as a graph, it told me it could not do it. Any idea why?

[@uplanddigitaldreamer]

I got some simple errors. I got 2 job proposals with one obviously better then the other. It got the math right when calculating the percentage of raises I'll receive over the next 3 years. but in the end it chose the lesser of the two as the one with the best starting pay. I told it that the starting pay was wrong and it then proceeds to apologize and correct itself. Definitely still needs a little help at times.

[@Bartskol]

I was waiting for so long. Can I somehow use it with API that I have set up with open ai? Does it work in playground somehow?

[@indi4091]

I'd heard about this from pretty technical channels, saying in some use cases it was a game changer, but without guys like you covering it's wider scope, I'd just resigned to wait and see what it actually does. It seems to be like Wolfram Alpha is, a way for chatgpt to break out of its constraints, and really multitask for the user. I think he was using langchain and this to go online and use internet links?

[@kengat1637]

I can't confirm the information myself yet, but according to Ethan Mollik(cool person from twitter, researcher and teacher who got access a long time ago) GPT with code interpreter solves math problems better than wolfram alpha plugin

[@TiagoTiagoT]

That maze perhaps could work if diagonals were considered as connected for open spaces. But otherwise, yeah, looks like the maze it generated "manually" wasn't really all that good; should've generated the maze algorithmically with an algorithm that would ensure it to be solvable.

[@CZRonUTube]

so far i like how it coverts my video files to any format.

[@Daniel-xh9ot]

​@@ImproveConditionsAsk it to use code interpreter.

[@CZRonUTube]

@@ImproveConditions here is my prompt. . here is an mp4 file. Are you able to convert it? and my response....Absolutely, I can help you convert the MP4 file. Could you please specify the format you want the file to be converted into? Options could include formats like AVI, MOV, MKV, or even an audio format such as MP3.

[@Lugmillord]

I tried uploading a csv file containing several columns, one of which contained text. I wanted it to create a new file with translated text. Sadly didn't really work. It attempted several things but can't seem to use its own translation knowledge as a function.

[@deciphrai]

Timestamps courtesy of Deciphr AI 👨‍💻 0:00:30 - Code Interpreter and its capabilities 0:02:39 - Demonstration of Code Interpreter's data analysis and visualization abilities 0:05:24 - Potential future enhancements and applications of Code Interpreter 0:06:50 - Personal experience with using Code Interpreter for image conversion 0:08:24 - Example of using Code Interpreter for data analysis and generating a PDF report 0:10:17 - Attempting to use Code Interpreter for maze solving and encountering errors 0:11:49 - Testing Code Interpreter with a story generator and encountering errors 0:14:38 - Generating a random walk plot using Code Interpreter 0:16:26 - Limitations of Code Interpreter and potential improvements

[@brainwithani5693]

You know what would be amazing, if chatgpt could decide raw DNA data from 23and me or one of those. Ask it to look for pathogenic SNPs. We could learn so much!

[@parsley8188]

AWESOME!!!

[@aboka2k]

hi, is Code Interpreter available worldwide? thanks for sharing.

[@AlexanderStone]

Woot! I have access and I have no idea what the heck to do with it. You gave me some interesting ideas, but I literally know nothing about programming or what is even possible. Having to run the code "in my own environment" sounds overwhelming.

[@nartrab1]

Give it a try it's not very complicated and might give you extra yools/skills. Ask chatgpt how to install the IDE (just the program where to write your code) and to guide you step by step.

[@AlexanderStone]

@@nartrab1 Touchée!

[@phen-themoogle7651]

Infinite broken advanced gpt loop lol It’s really impressive and crazy at the same time lol

[@christopherchilton-smith6482]

God I hope this code interpreter comes with a large enough context window to let me peice together a small ASCII roguelike.

[@vvhitevvizard_]

AI: Its boring. How about we simulate a thermonuclear war?

[@JEAGERlST]

One day A.I will achieve finding the answer to unsolved mathematical problems, insha Allah.

[@jeff3257]

How will this be much different than using the Noteable plugin?

[@freeaccstuff153]

Interesting

[@Malik_Attiq]

A helpful Tool.

[@manoox1]

I tried it first by uploading and image made with midjourney and it gave me a very nice picture description

[@yoagcur]

How did it compare to Midjourney's own 'describe' function?

[@manoox1]

@@yoagcur different but good enough

[@yoagcur]

@@manoox1 what was your prompt> tried the same and got "I'm sorry for any confusion, but as an AI text model, I'm not capable of directly viewing or interpreting images."

[@harnageaa]

hey matt about math, a youtuber called "Ai explained" did made videos on this already, and from his experiments, it seems that code interpreter is even better than chatgpt+wolframalpha. Not that code interpreter is better at math than wolfram just that their integration behind is much better for LLM purposes and you get better more consistent and fact checked results with code interpreter.

[@USBEN.]

Holy shit! office clerk AI is now available.

[@alcoholrelated4529]

is there still a limitation to 25 generation/3 hours?

[@MattVidPro]

Yup

[@fabiano8888]

Hey, Matt! I thought I already watched that video before. I'm confused now..😅

[@IceMetalPunk]

It was announced awhile ago, but it wasn't available to everyone until now.

[@RealHorsen]

Oh wow, I had no idea that I had to manually enable code interpreter and plugins...

[@greenockscatman]

Those charts look ludicrous, there's a massive drop off in EV range apparently? What?

[@IceMetalPunk]

I noticed that, too. If we assume the graph is correct, then perhaps it can be explained by a particular model of inefficient EV becoming popular around that time, thus bringing the average down?

[@peter9477]

I wouldn't trust the input data to be meaningful without checking carefully, but it's possible plug-in hybrid availability and adoption shot up around then and that could have tanked the average range, as they're often classified as EVs too.

[@razoraz]

@@peter9477 I think you're both right. In 2010 the Tesla Roadster EV had a range of around 245mi, but it was a niche product. I'm not aware of any other EVs on the market at that time. In 2011, the Leaf and Volt came out which had EV ranges of 70 and 40 miles and many more were sold than the Roadster, brining that average down. The volt is a plug-in "extended range EV" and mine's still going strong 10 years after I bought it.

[@KyoShinda457]

I just saw the Musk/Tucker interview where Musk mentioned Larry Page is one of the people trying to create an AI god. This is a large step in that process. lol Anyways, I hope this helps a lot of game devs.

[@ThankYouESM]

Would be much better if it could at least download into our cloud access.

[@markemad1986]

Closed AI is honestly getting silly. They literally are what was described as what the company was found to combat!

[@theawebster1505]

What makes you say that?

[@markemad1986]

@@theawebster1505 when people where asking in the early days of apen ai when asked why they made the company, they said something along the lines of "we think ai will become very powerful and we believe no one company should have a monopoly over the most powerful ai since it would cause massive inequality so we plan on making the best ai and make it open" it very ironic

[@theodoregorgovelt2963]

THAT IS IT, IM BUYING GPT PLUS

[@mussimbigrace3469]

Dude , I just got access

[@Corteum]

What can you actually do with it?

[@1EAS1World]

cool

[@moshack]

Give us more examples of what it can actually do. 😅

[@marsrocket]

Python only?

[@peter9477]

For now, yes, apparently.

[@chapbot2023]

$20 a month is not cheap? For one of the greatest advancements of humankind that will change your life? Oh, okay.

[@AC-qe1io]

11:39 lol, "too mathy". Yeah. Fk math. That's what calculators are for. Hey chatgpt, just give me the baby, you can keep the afterbirth.

[@klammer75]

Another game changer! I’m in and am blown away at the functionality and use ability of it! Great vid Matt🥳🦾🤩

[@realjgerard]

I’m the president and founder of a marketing agency. I’m building out an AI offering to service my existing clients and future clients with business integrations, automations, etc. Looking for a super-savvy developer friend who would possibly like to work on side projects with our team, maybe start out with a test run on one of my clients’ database and get a couple of case studies going. If you know how to leverage interpreter and other LLM resources, chatbots, automations, and code-specific customizations… let’s talk about what we could build…🥂💯

[@sirf4ce]

Are you really looking for tech employees in the fucking comment section of a YT video? Cause that's hilarious!!!🤣🤣🤣

[@realjgerard]

@@sirf4ce Why not, ye of limited beliefs? I look for connections wherever I’m at, which I’m certain attributes to my success thus far. Got you to comment… thanks!

[@henrycook859]

here before I even got the noti lmao

[@chimoji608]

it sounds interesting... but didn't everything you just wanted chatgpt to do fail? (except the reading and analyzing the csv file)

[@SP-AI-CE-Boy]

Maybe this can be used to port java version minecraft mods to bedrock version 😆

[@hanskraut2018]

32k context window model open AI holding back taking it a little too far again, totally agree the doomers make it not easyer they are petrifyed smth i wonder if they even want to develop AGI or selfsabotage uncontiously, but many things they say and ther plans are awesome so i have a lot of hope imaigine it can use tools to help it with its super small memory better or plan better. That alone could do wonders

[@pamelatavares8722]

Here 11 min

[@boxeriain]

I tried to get it to do a PCA and it told me to go f*** myself. What do i do?

[@Tankapot]

Lellas

[@erikjohnson9112]

12:10 Handling an error and trying again, "that's like self-aware stuff". I understand your enthusiasm but you do tend to exaggerate quite a bit. Add a little self awareness of your own and then you will have the right mix.

[@IceMetalPunk]

I mean, it *is* a bit self-aware. Or at least it's a level of cognition we haven't really seen much before. Despite its failing to fix the bug, the process by which it was debugging is exactly how software developers do it: try some code you think will solve the problem, run it, see what breaks, hypothesize about what caused that failure, tweak the code in a way you think will fix it, then rinse and repeat until it works.

[@erikjohnson9112]

@@IceMetalPunk "Self aware" is a bit of a special term when talking about AI. It is a threshold where some people consider it an entity worthy of rights. It is often tied to consciousness. I am impressed by this feature, but I would not call it self aware.

[@peter9477]

"Self-reflection" maybe, not self-awareness.

[@erikjohnson9112]

@@peter9477 Yes, that works. Very well.

[@IceMetalPunk]

@@peter9477 How would you determine whether or not an AI has any self awareness?

[@James-ip1tc]

Now if they bring back browser support which they took away. We give you a gift we take away that's the problem with centrally controlled AI they can always remove features or degrade already existing ones

[@tvkhaled7067]

I don't know what happened, but I started noticing that you don't follow the ai news about the images. I don't know why. You only follow the ai sounds, music, writing generator, and sometimes videos......... I moved away from the images, for example, it didn't cover the big uproar about sdxl 0.9. No. I know why they hate sd, if I had a feeling you would cover it, are you really diving into new ai news? Where are you from this? sd is the best image generator because it is open source and has tools that make you design super images that surpass Medjourney in accuracy and splendor...sd combines ai and humans

[@millenium2003]

It's meh

[@neon_Nomad]

Hindsight bias

[@hsiaoshuang]

Talking and mumbling too fast; difficult to follow. Slow down, please!

[@synaestesia-bg3ew]

I unsubscribed this guy because all he do is talking, he never try a project like the others.

[@ridewithgrace6414]

please stop believing the graphs that are generated, it is as bad as believing what GPT4, *which "hallucinates", tells you.

[@outcast6187]

Great! When can we upload "BattleField4.exe" to the ChatGPT code interpreter to get it to fix all the bugs EA never fixed, EA is going to be shutting down BF4 servers soon.

[@fizzypizzel6477]

Here Early! 🦾🍋

[@phen-themoogle7651]

Infinite broken advanced gpt loop lol It’s really impressive and crazy at the same time lol