How to scrape the web for LLM in 2024: Jina AI (Reader API), Mendable (firecrawl) and Scrapegraph-ai

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  • Опубліковано 8 січ 2025

КОМЕНТАРІ • 171

  • @jarad4621
    @jarad4621 7 місяців тому +199

    Dammit stop telling everybody about Jina my secret weapon, just stop, it's my advantage, everybody ignore it it's horrible I swear

    • @devlearnllm
      @devlearnllm  7 місяців тому +25

      TOO LATE

    • @jarad4621
      @jarad4621 7 місяців тому

      @@devlearnllm 😉. This was one of the mostly highly valuable vids ive seen in past few weeks when considering the contents, the top 3 special scrapers i searched hard for mentioned all together in one good video, nice, add to good cheap open source llm like llama 3 and it = $$$ if you know how, data is valuable, things that were not possible or affordably viable for most previously are now, i can do stuff for $12 now that some would pay thousands for, its a wonderful new world!
      Just finished something awesome with python and Jina and openrouter Llama 3 in 2 days thats gonna double my revenue or more and i dont even know how to code lol, thanks gpt. Jina does have paid api key on the api page btw, 1m free, 580 pages or so it worked out to. but the pricing is so low its insane, 500m tokens or 280 000 pages for $10, destroys firecrawl pricing, which is also good and has its place but much more costly). i think scrapegraph uses llm to parse so its gonna be expensive on tokens right, sending raw website to llms? Ive asked them like you did.
      I only wish Jina showed menus and internal links and it would be perfect, those have valuable data itself and identifies more valuable pages for more visits like pricing, ill ask if there is a way but i guess can add something cheap to the workflow for that, any suggestions? Prob some python libary, ill ask perplexity lol. Im actually new to the tech side but i see the business value as a marketer so learning fast as i can! its the new gold rush.
      Great video, subbed looking forward to more. Cheers

    • @TheBrighamhall
      @TheBrighamhall 7 місяців тому +16

      @@devlearnllm thought you said Jira and was so confused..

    • @devlearnllm
      @devlearnllm  7 місяців тому +2

      @@TheBrighamhall imagine lol

    • @ShinyTechThings
      @ShinyTechThings 7 місяців тому +1

      🤣🤣🤣🤣

  • @alonsoalarconaguilar7113
    @alonsoalarconaguilar7113 7 місяців тому +38

    UA-cam algorithm is just insanely good at what it does, this exactly the content I needed and I think I have found what I want to dedicate my life to as a professional.
    Thank you for the video, I will buy your course as fast as I collect the money.

  • @kylelau1329
    @kylelau1329 7 місяців тому +25

    Thank you for introducing all the latest technology for web scraping!

  • @florianhonicke5448
    @florianhonicke5448 5 місяців тому +11

    @LLMs for Devs. I'm from Jina AI. Cool that you are using our reader app. I like seeing the exact use-cases people use that one - very interesting.

    • @devlearnllm
      @devlearnllm  5 місяців тому +4

      Big fan of Jina.

    • @jeffc1736
      @jeffc1736 4 місяці тому

      @@devlearnllm hi times are tough. can I borrow 10000k? I need rent money and lost my job as a retail worker at Dicks sporting goods in dallas.

  • @roberthuff3122
    @roberthuff3122 7 місяців тому +27

    🎯 Key Takeaways for quick navigation:
    00:00 *🚀 Introduction to web scraping for LLMs in 2024*
    - Overview of startups pivoting to web scraping.
    - Mention of Mendable and its "fire crawl" tool for scraping the web using large language models.
    02:06 *🔍 Scraping competitors' pricing pages*
    - The process of scraping competitors' pricing for market research.
    - Introduction to tools used for scraping: Jina AI, Mendable, and Scrapegraph-ai.
    03:01 *🧠 Understanding "Tik token" and its application*
    - Explanation of tokenization and encoding in web scraping.
    - Discussion on the cost implications based on tokenization.
    05:17 *🛠️ Setting up scrapers with Beautiful Soup and other tools*
    - Description of different scraping tools and their setup.
    - Comparisons among Beautiful Soup, Jina AI, and Mendable based on ease of use and output.
    07:32 *📊 Running scrapers and analyzing outputs*
    - Execution of web scraping and evaluation of the output from different tools.
    - Analysis of readability and format of the scraped data.
    09:37 *💰 Cost comparison and effectiveness of scraping tools*
    - Comparison of costs associated with various scraping tools.
    - Evaluation of which tool provides the most value for money.
    12:53 *🤖 Extracting pricing information using OpenAI*
    - Utilization of OpenAI for extracting specific data points.
    - Challenges and strategies in obtaining clean and useful information.
    17:20 *🌐 Overview of Scrapegraph for advanced web scraping*
    - Introduction to Scrapegraph as an open-source project.
    - Examples of complex data extraction and its accuracy.
    Made with HARPA AI

    • @thethree60five
      @thethree60five 7 місяців тому +1

      ...The best in-browser AI automation system.

    • @thedoctor5478
      @thedoctor5478 7 місяців тому

      This Jina thing is cool. The beautifulsoup scraper is obviously not a solution. Most web pages (Especially articles, media, etc.) have google schema ld+json ready to be extracted though. There are some good python libs for getting the metadata. There are many scraping APIs, and most of them are not worth the cost IMO. phantomjscloud is probably one exception, depending on volume. Otherwise, one must find a good proxy provider and send a bunch of fancy http headers to bypass anti-bot, like you said. Blackhatworld is a great resource for proxies and all manner of other accounts. The whole scraping thing is a giant rabbit-hole. Jina is for sure keeping all that data. It's not a bad plan, actually. I think I may do the same.

  • @Incomestreamsurfers
    @Incomestreamsurfers Місяць тому +1

    This video made my SaaS possible thanks - I had no idea 5 months ago what LLM scraping was.

    • @devlearnllm
      @devlearnllm  Місяць тому

      I'm glad! I talk further in-depth about web scraping here: app.catswithbats.com/90d4bd29/a15db702

  • @matten_zero
    @matten_zero 7 місяців тому +13

    The reader API tip is so clutch. Thank You!

  • @devlearnllm
    @devlearnllm  7 місяців тому +6

    If anyone’s having issues viewing the notebook on GitHub, it’s GitHub’s fault. Feel free to clone it (the cod e is there, GH just couldn’t display it recently: stackoverflow.com/questions/78501731/error-nbformat-when-uploading-to-github-from-google-colab)

  • @Breaking_Bold
    @Breaking_Bold 4 місяці тому +3

    I like this format of video...background has a large monitor...Nice video

  • @MrPkmonster
    @MrPkmonster 5 місяців тому +1

    Thank you so much for the presentation. Just in time with the latest scraping technology

  • @ariG23498
    @ariG23498 7 місяців тому +4

    How did I not get your content sooner? Love it!

  • @antoniuskonovalov
    @antoniuskonovalov 7 місяців тому +5

    Just started wondering about web scraping and here you are.
    Thank you.

  • @swamix_dot_com
    @swamix_dot_com 7 місяців тому +7

    chigga dropping bomb content, meranwhile i made a comment analyzer for highly detailed videos which have 100+ comments, and dint have time for going through all. man, sometimes you dont need to build an ironman suit to do simple shet.

    • @devlearnllm
      @devlearnllm  7 місяців тому

      Printing this comment out and putting on my wall

    • @aarushsaboo1194
      @aarushsaboo1194 6 місяців тому +1

      Bro, did you build a comment analyzer for all youtube videos in which all you need to do is post a youtube link? That's a nice project!

    • @swamix_dot_com
      @swamix_dot_com 4 місяці тому

      @@aarushsaboo1194 its impossible to read thousands of comment bro, and time is money.

  • @forgotmyoldSN
    @forgotmyoldSN 7 місяців тому +3

    Thanks for adding a new project to my to do list!

  • @Ckoraybingol
    @Ckoraybingol 5 місяців тому +1

    Great intro and work flow. Thanks a lot.

  • @juroo
    @juroo 4 місяці тому +1

    pure gold, thanks man!

  • @terrytan1827
    @terrytan1827 7 місяців тому +2

    16:05 Worth trying out GPT-4, I find it more accurate at following instruction.

  • @kuhltime
    @kuhltime 7 місяців тому +3

    Came at the perfect time. Very good video. Thx 😊

  • @chanliah1918
    @chanliah1918 6 місяців тому +2

    Great demo, thank you!

  • @shuaiwang4092
    @shuaiwang4092 6 місяців тому +2

    So valueable video content! Many thanks for sharing~~

  • @nickk6575
    @nickk6575 7 місяців тому +2

    Greta video! The open source tool looks great!
    As an aside, I use instructor and pydantic classes to get the LLMs to provide the JSON as I expect it. In my limited experience, dspy wasn't as explicit as I wanted.

    • @devlearnllm
      @devlearnllm  7 місяців тому

      Good idea

    • @jarad4621
      @jarad4621 7 місяців тому +2

      Are you you using thos two libraries with agency swarm agentic framework, it uses those a well to ensure performance/quality, if not maybe something you might be interested in, a proper production-capable agentic framework. That with its automation and decision-making capability plus Jina + llms = profit for so many use cases

    • @catchychazz
      @catchychazz 7 місяців тому

      Are you referring to DSPy assertions?

  • @markt4565
    @markt4565 7 місяців тому +1

    keep up the good work! - this is an awesome presentation!

  • @uwepleban3784
    @uwepleban3784 7 місяців тому +8

    The transcript at 1:39 states that you are using large sandwich models. This must be a brand new type of model - mouth watering indeed. 😂

    • @devlearnllm
      @devlearnllm  7 місяців тому

      Heck yeah 🥪

    • @ishaquealidad8361
      @ishaquealidad8361 4 місяці тому

      I replied three times at 1:39. Is he saying 'large sandwich model?🤣

  • @AtharvDharmadhikari-vc9fk
    @AtharvDharmadhikari-vc9fk 7 місяців тому +5

    I used scrapegraph ai and was also stuck to get cost, but then I just took the cost my making some changes inside the scrapegraphai library as internally the library is using langchain and langsmith so it was calculating the cost.

    • @devlearnllm
      @devlearnllm  7 місяців тому +1

      That's awesome. How do you get it to work with LangSmith?

  • @robelbelay4065
    @robelbelay4065 4 місяці тому

    Great stuff man, thanks a lot!

  • @planplay5921
    @planplay5921 7 місяців тому +28

    But the first problem that all crawls need to face is how to avoid being blocked.

    • @PracticalAI_
      @PracticalAI_ 7 місяців тому +2

      there are ways, maybe I will do a video about that ... but that is a dark art :)

    • @planplay5921
      @planplay5921 7 місяців тому

      @@PracticalAI_ I'm really looking forward to it!😊

    • @Van-Helssen
      @Van-Helssen 6 місяців тому

      Rotation of proxies and query randomly dude, easy task

    • @PracticalAI_
      @PracticalAI_ 6 місяців тому +1

      ​@@Van-Helssen lol it's not 2014, proxies are recognised by most providers, and they will immediately invalidate the user (if you are scraping as login). There are other ways, using regular ips

    • @Van-Helssen
      @Van-Helssen 6 місяців тому +1

      @@PracticalAI_ *residential proxies as you would probably know….

  • @moafro6524
    @moafro6524 7 місяців тому +1

    Underrated glad I found

  • @st.3m906
    @st.3m906 7 місяців тому +1

    Amazing video, thank you

  • @frasonfrancis9698
    @frasonfrancis9698 6 місяців тому +2

    I don’t know how effective will this be in a long run especially due to the security update of cloudflare to block AI web scraping agents

  • @BlueBearOne
    @BlueBearOne 7 місяців тому +2

    Thank you. I'll be "away" for a while while I conquer the...I mean save the world!

  • @shivam_in
    @shivam_in 7 місяців тому +14

    If I'm going to scrap millions of pages regularly, no way in hell AI would come anywhere close in accuracy and efficiency than a plane Http request or browser load and Jsoup parsing.

  • @theadaloguy
    @theadaloguy 6 місяців тому +2

    Great video, thanks. Is there a way to provide our own scraped data (so we can make sure we use a good stealth scraper and get all the content), and then the LLM analyses it like this?

    • @devlearnllm
      @devlearnllm  6 місяців тому +2

      Yeah, you can always just build an LLM chain to just extract data. You can find the example in the Google Colab I provided.

  • @BobKane-g6x
    @BobKane-g6x 7 місяців тому +2

    GPT 4o can do this now. Just tested and it's awesome.

  • @amzpro5734
    @amzpro5734 Місяць тому +1

    Its a cool product but only issue is Jina getting blocked as a bot, so its not making it past the "Are you human?" screen.

    • @devlearnllm
      @devlearnllm  Місяць тому +1

      Yeah, Firecrawl recently faired better

  • @supriyosarkar1806
    @supriyosarkar1806 7 місяців тому +7

    I feel really sad. that you publicly talked about Jina. I used to feel special knowing very few people are aware of it lol

  • @Analyse_US
    @Analyse_US 7 місяців тому +4

    How do these tools cope with CloudFlare operating on the target site, which attempts to block scrapping?

    • @svenvanwier7196
      @svenvanwier7196 7 місяців тому

      cant stop the bots i know about seleniumbase for python..... takes some research but... hey

  • @jetlime08
    @jetlime08 7 місяців тому +11

    Is the LLM community really not aware of 40 year old Natural Language Pre-processing methods developed for data mining and NLP?

    • @erickcampos50
      @erickcampos50 7 місяців тому +1

      Could you explain it better? I can't see how to connect what you said with this subject

    • @Bluesourboy
      @Bluesourboy 7 місяців тому

      I don't know if the community is aware that this has been a problem to solve for quite some time.

  • @jakobkristensen2390
    @jakobkristensen2390 4 місяці тому +1

    Im curious how you handle pages where the content exceeds token window

    • @devlearnllm
      @devlearnllm  4 місяці тому +1

      I'm sure Firecrawl or Jina would have a rolling context window for extraction. It's an easy thing to implement.

  • @danielcave9606
    @danielcave9606 7 місяців тому +1

    How well does Jina do with bigger sites with anti-bot protection?

  • @TranKiet-pj9mw
    @TranKiet-pj9mw 7 місяців тому +2

    youtube really know what i am looking :V with python craw a website with LLM is simple just a few line of code . back to 8 year ago i used python tool do a same thing with higher effort . right now , i m trying to mixed data from website/ database with knowledge map for observation view then i could find the short path according its , that will taking less time to read entire book in this field , just focus in some topic but still get the result . nah but you introduced the method with LLM . thanks

    • @devlearnllm
      @devlearnllm  7 місяців тому

      Awesome. Thanks for sharing

  • @augmentos
    @augmentos 7 місяців тому

    Can anyone speak to the architecture or other tools to prevent detection using beautiful soup as he mentioned? What would be the best process to avoid detection and what tools I wish you elaborated there considering it’s the subject of video in large part.

  • @fuhodev9548
    @fuhodev9548 9 днів тому +1

    how to config Jina to scrape what we want in a specific website? (image, avatar, links, etc)

  • @Lhtokbgkmvfknv
    @Lhtokbgkmvfknv 16 днів тому +1

    Can anybody explain to me why I should use paid AI services for web scraping rather than using my own scripts with open source libraries like Selenium?

  • @nzt29
    @nzt29 7 місяців тому

    Haven’t watched it fully yet, but I’m really curious to see how it handles the looming threat of model collapse.
    edit: Yeah it didn’t talk about it. It’s going to be hellish when the internet becomes increasingly flooded with LLM output

  • @antronx7
    @antronx7 5 місяців тому

    Would be cool to make AI website scraper that strips away all javascript bloat from a webpage and converts it into lightweight basic html page while preserving functionality. Would be great as a proxy service to make loading modern web pages fast on slow phones on poor data connections. Modern web is way too bloated. I sometimes manually archive a page by deleting all javascript in notepad++ and modify image embed links to point to locally saved .png files. That takes a long time but I can reduce 5MB page down to 200kB and save that. Would be nice to have smart automated tool to do that in seconds.

  • @thingX1x
    @thingX1x 7 місяців тому +1

    Using jina now hehe. Does anyone know if you can get better results from amazon?

  • @prashantbhardwaj6322
    @prashantbhardwaj6322 7 місяців тому +2

    Can you please fix the camera please already feeling dizzy within 60 seconds due to constant camera movement!

    • @devlearnllm
      @devlearnllm  7 місяців тому +1

      Working on it. Just need to find the setting in DJI Pocket 3 to slow down the tracking speed

  • @SonGoku-pc7jl
    @SonGoku-pc7jl 6 місяців тому

    thansk, but difference or what is better gina reader or Scrapegraph-ai

  • @dhineshprabakaran1786
    @dhineshprabakaran1786 5 місяців тому

    Hi, I'm trying to scrape webdata from my Org Docs which is accessible only within VPN. Failed to goto 'docs url'. Can you help me with this ?

  • @artmadiar
    @artmadiar 7 місяців тому +1

    Great presentation! I'm surprised about jin ai free scraper that doesn't require an API?!! I guess it might be shut down soon for public access

    • @jarad4621
      @jarad4621 7 місяців тому +1

      There is a paid version thats worth it, check the api page, key at bottom out generates a unique one somehow, you get 1m free then $10 for 500m tokens which is like 280k pages which is insanely low and basically free anyways, crazy valuable tool

    • @artmadiar
      @artmadiar 7 місяців тому

      @@jarad4621 oh wow! it's amazing! thanks for clarification

  • @ronaldokun
    @ronaldokun 6 місяців тому +2

    Thank you!!!!!!

  • @NickaGillis
    @NickaGillis 4 місяці тому +1

    Can Jina handle sites with lazy load? Looking at dealership websites

    • @devlearnllm
      @devlearnllm  2 місяці тому

      Not that I'm aware of. But Firecrawl has Actions now.

  • @nve-c5d
    @nve-c5d 5 місяців тому

    so what did you find out about scrapegraph ai
    performance , tokens

  • @marthasamuel
    @marthasamuel 7 місяців тому +1

    Would these work for a dynamic website

  • @lomash_irl
    @lomash_irl 6 місяців тому

    I guess selenium is still the choice for javascript heavy websites... any tips on this?

  • @You.Got.Lucky_
    @You.Got.Lucky_ 5 місяців тому +1

    This video was really helpful for the people like me looking for webscrapping tools.
    Though I wonder if jinaAi is really free. Is there any challenge in using it for more number of links?
    Does it have rate limit on hitting urls with prefix?
    Any clarification on this is appreciated. : )

    • @devlearnllm
      @devlearnllm  5 місяців тому

      No hard limits as far as I know. Free for now (I think this is intentional), but definitely will change in the future.

  • @zaid6527
    @zaid6527 5 місяців тому +1

    I dont know if my question is stupid, but can you tell me can we take snapshots of website and use ocr and llms to scrape the useful info, instead of sending request to that website since it would look more humanly , and also use less requests

    • @devlearnllm
      @devlearnllm  5 місяців тому +1

      Yeah you can probably do that!

    • @zaid6527
      @zaid6527 5 місяців тому

      @@devlearnllm thanks 🤝

  • @jonathanpark873
    @jonathanpark873 4 місяці тому

    I wonder if you would update it to be able to use gpt-4o-mini as its much cheaper

  • @code_ho
    @code_ho 7 місяців тому +1

    Jina love it...

  • @stanTrX
    @stanTrX 7 місяців тому

    What are the good and easy to use tools with langchain? Llm is not very useful without such tools, even it has no idea about the date today.

  • @switch8291
    @switch8291 5 місяців тому

    you havent updated us on how much does scrapegraph-ai takes in comparison

    • @devlearnllm
      @devlearnllm  4 місяці тому

      Ah shoot I forgot about that.

  • @sitedev
    @sitedev 7 місяців тому +1

    Gold!

  • @RenkoGSL
    @RenkoGSL 7 місяців тому +1

    lol that's awesome!

  • @GeoffY2020
    @GeoffY2020 7 місяців тому

    i tried to read or download the Web_scraping_for_LLM_in_2024.ipynb but its not readable, can you replace it ?

    • @GeoffY2020
      @GeoffY2020 7 місяців тому +1

      ok i can read it in colab

  • @PaulFidika
    @PaulFidika 6 місяців тому +2

    "The entire internet hates him for this one simple trick"

    • @devlearnllm
      @devlearnllm  6 місяців тому +1

      9/10 prompt engineers recommend this

  • @bastabey2652
    @bastabey2652 7 місяців тому

    these scrapping tools are impressive... but they are not ready for scrapping full website with 100s of webpages.. unfortunately, there is still significant a room for manual scraping..

  • @PineState77
    @PineState77 7 місяців тому

    What’s the best way to get in touch?

    • @devlearnllm
      @devlearnllm  7 місяців тому

      Details in the video’s description

  • @eyoo369
    @eyoo369 6 місяців тому +3

    Jina is almost perfect.. too bad it's not smart enough to scrape content from "accordions" where you first click to make the content visible. I feel a smart AI scraper should be able to grab that text and determine based on CSS class that it's probably valuable text.. just hidden at the time

    • @devlearnllm
      @devlearnllm  6 місяців тому

      That's too bad. What's the alternative?

  • @PedroIvo-iz5sv
    @PedroIvo-iz5sv 7 місяців тому

    it works in portuguese?

  • @jarg7
    @jarg7 7 місяців тому

    broken link to github

    • @devlearnllm
      @devlearnllm  7 місяців тому

      Yeah there’s something weird with GitHub not displaying the notebook right. The link is the same.

  • @thisiswill
    @thisiswill 5 місяців тому

    The motion-tracking is a bit distracting.

  • @flor.7797
    @flor.7797 7 місяців тому

    none of these seem better than Trafilatura?

    • @flor.7797
      @flor.7797 7 місяців тому +1

      scrapegraph looks cool though

    • @devlearnllm
      @devlearnllm  7 місяців тому

      @@flor.7797 How's your experience using Trafilatura? I haven't tried that yet

    • @flor.7797
      @flor.7797 7 місяців тому

      @@devlearnllm I’m more into main content extraction and boilerplate removal. There isn’t one size fits all unfortunately

  • @monad_tcp
    @monad_tcp 10 днів тому +1

    7:25 transforming HTML to Markdown ? its amazing. Why don't we do this to the entire Web and get rid of all the front-end code in Javascript and all the bullshit and leave just the Text so we humans can read without the gibberish.
    Someone needs to make a Browser that uses LLMs to read the stupid HTML and get rid of the crap and present a beautiful markdown that can be directly rendered using DirectX12 to my quad-hd screen.
    Maybe I could make that.
    How about we make the web go back to HATEOAS

    • @devlearnllm
      @devlearnllm  8 днів тому

      I like that. Can't even read anything on Forbes nowadays with 4 ad bannners.
      if you haven't already, Mozilla has an open source reader mode repo that's really neat

  • @denisblack9897
    @denisblack9897 7 місяців тому +2

    Damn, bro get ready for heavy lifting) baldness is coming
    Been there, you’ll look much much better!

  • @rwz
    @rwz 7 місяців тому +2

    Please do not move the camera all the time

    • @haganlife
      @haganlife 6 місяців тому

      Definitely loosen up the tracking to center. OSBTail?

    • @devlearnllm
      @devlearnllm  6 місяців тому +1

      It's actually built-into the DJI Pocket 3 camera. I just had it for a few weeks. Just need to find the settings for it.

    • @forrest714
      @forrest714 6 місяців тому +1

      @@devlearnllm change the follow speed to slow instead of fast.

  • @mrRambleGamble
    @mrRambleGamble 7 місяців тому

    The camera moves too much

    • @devlearnllm
      @devlearnllm  7 місяців тому

      its the worst

    • @mrRambleGamble
      @mrRambleGamble 7 місяців тому +1

      @@devlearnllm Aside from that, great video.

  • @MMABeijing
    @MMABeijing 7 місяців тому +1

    That s basic stuff, I feel like it s 2023, and I was late to the party too

  • @ryana2952
    @ryana2952 7 місяців тому +6

    Fix your camera thats annoying AF

    • @devlearnllm
      @devlearnllm  7 місяців тому +2

      Sounds like you don’t like the swiveling on it

  • @kungfooman
    @kungfooman 7 місяців тому +1

    "how to block these fuckin idiots AWS servers to protect your website" next

  • @priapushk996
    @priapushk996 2 місяці тому

    Who else was disappointed after clicking the thumbnail and seeing a dude?

  • @JohnMcclaned
    @JohnMcclaned 7 місяців тому +2

    such an inefficient and unreliable way to scrape the web

  • @kevinlukejr.8996
    @kevinlukejr.8996 7 місяців тому

    Fire crawl is to to expensive

  • @pcebro
    @pcebro 7 місяців тому

    You should definitely wear pants.

  • @chetanesque158
    @chetanesque158 7 місяців тому

    intersting! although I was distracted by your attire... Seriously I was not born 30 years ago man, but can we dress a bit better for a presentation?!

    • @devlearnllm
      @devlearnllm  7 місяців тому +2

      Lol what's wrong with my wardrobe

    • @chetanesque158
      @chetanesque158 6 місяців тому

      @@devlearnllm Hi! Sorry, but think about it. You are doing everything right, then why dress up like that? Why not better?

  • @lukez3618
    @lukez3618 19 днів тому

    DELETE THIS VIDEO RN, ITS TO POWERFUL 🫨

    • @devlearnllm
      @devlearnllm  19 днів тому

      ITS TOO LATE

    • @readmarketings9061
      @readmarketings9061 16 днів тому

      This method is outdated now... JINA is not the best choice compared with Crawl4AI + Pydantic