NEW HuggingFace Assistants: Create Powerful Agents! Alternative to Custom GPTs (FREE)

WorldofAI
10 Feb 202411:39

TLDRThe video introduces Hugging Face's new feature, Assistant, which allows users to create and customize their own GPT models for various tasks without coding knowledge. It highlights the platform's open-source model integration, flexibility, and upcoming features like RAG and web searching capabilities. The video also demonstrates how to use the GPT Designer website to generate a landing page and emphasizes the benefits of Hugging Face's free and community-driven approach to AI tools.

Takeaways

  • ๐Ÿš€ OpenAI's Dev Day on November 6th, 2023 introduced Custom GPTs, allowing users to create and customize chatbots for specific use cases without coding knowledge.
  • ๐ŸŒŸ Hugging Face launched an alternative to Custom GPTs called Hugging Face Assistants, which is completely free and offers similar functionality.
  • ๐Ÿค– Hugging Face Assistants enable users to leverage open-source models, providing more flexibility and a range of options beyond those available with OpenAI's models.
  • ๐ŸŽ Partnerships with big companies have made AI tools accessible for free, streamlining business growth and improving efficiency for Patreon members.
  • ๐Ÿ› ๏ธ The video demonstrates using Hugging Face's GPT Designer to quickly generate a landing page for a consulting business, showcasing the ease of use and speed of the platform.
  • ๐Ÿ“ˆ Hugging Face's platform allows for the creation of custom GPTs with personalized names and system prompts, enhancing user experience and engagement.
  • ๐Ÿ” Upcoming features for Hugging Face Assistants include the ability to add RAG (Retrieval-Augmented Generation) for handling various file types and web searching capabilities.
  • ๐Ÿ”ง The addition of function calling and REST endpoints will enable systems to execute custom functions based on user prompts, further expanding the capabilities of the assistants.
  • ๐ŸŒ Hugging Face Assistants are publicly sharable, and users can create their own assistants by selecting from a range of models and providing a name and description.
  • ๐Ÿ“ The video emphasizes the importance of a welcoming and clear prompt for user engagement and interaction, especially in coding-related assistance.
  • ๐Ÿ”— Access to Hugging Face's documentation and the chat assistant creation platform is available through their website, with various models and options to suit different needs.

Q & A

  • What significant announcement was made by Open AI on November 6th, 2023?

    -On November 6th, 2023, Open AI announced the release of custom GPTs, which allows users to create and customize chat GPT for specific use cases without the need for coding.

  • What was the limitation faced by users who wanted to access custom GPTs from Open AI?

    -Access to custom GPTs from Open AI required users to have a CHBD Plus subscription, which was a barrier for many due to financial constraints.

  • How does Hugging Face's introduction address the limitation faced by users interested in custom GPTs?

    -Hugging Face introduced an alternative to Open AI's custom GPTs that is completely free and offers similar functionality, making it more accessible to users without a CHBD Plus subscription.

  • What are the benefits of being a patron as mentioned in the script?

    -Patrons gain access to six paid AI tool subscriptions for free, consulting and networking opportunities with the community and the creator, daily AI news, resources, giveaways, and more.

  • How does the GPT designer website help users create a landing page?

    -The GPT designer website allows users to interact with a custom GPT designed with Hugging Face assistance, which can generate code for a landing page upon request, streamlining the process of creating a webpage.

  • What differentiates Hugging Face's custom GPTs from Open AI's custom GPTs?

    -Hugging Face's custom GPTs can leverage open-source models, offering more flexibility and a wider range of options compared to Open AI's custom GPTs, which are limited to Open AI's own models.

  • What upcoming features for custom GPTs were mentioned in Hugging Face's blog post?

    -Hugging Face's blog post mentioned future additions such as the ability to add RAG (Retrieval-Augmented Generation) to custom GPTs, web searching capabilities, and the generation of assistant thumbnails with AI.

  • How can users access Hugging Face's assistance feature?

    -Users can access Hugging Face's assistance feature by visiting the Hugging Face documentation website for chat assistants, selecting a model or creating a new assistant, and customizing it according to their needs.

  • What is the significance of the function calling feature that Hugging Face is considering?

    -The function calling feature would allow users to define custom functions and corresponding REST endpoints, enabling systems to execute these functions based on user prompts, thus expanding the capabilities and range of tasks that the assistance can perform.

  • How can users utilize the coding assistant created with Hugging Face's assistance?

    -Users can utilize the coding assistant for assistance with programming languages like Python, JavaScript, C++, and HTML. The assistant can help with coding, debugging, and learning resources, providing a supportive and interactive experience.

  • What is the process for creating a new assistant on Hugging Face's platform?

    -To create a new assistant, users can select a base model, name the assistant, provide a description, and set a system prompt. Users can also add a start image or message and define custom instructions for the assistant's capabilities and interaction style.

Outlines

00:00

๐Ÿš€ Introduction to Custom GPTs and Hugging Face Assistants

The paragraph discusses the announcement of custom GPTs at Open AI's Dev Day on November 6th, 2023, which allows users to create and customize chat GPT for specific use cases without any coding. It highlights the issue of access, as only those with ChatB+ could use this feature, leading to its underutilization due to financial constraints. The introduction of Hugging Face's alternative, a free and similar service to custom GPT, is presented as a solution. The paragraph also mentions partnerships with big companies to provide free AI tools for business growth and efficiency, and the benefits of being a patron, such as access to paid subscriptions, community networking, and daily AI news.

05:01

๐ŸŒŸ Upcoming Features and Future Enhancements of Hugging Face Assistants

This paragraph delves into upcoming features for Hugging Face Assistants, such as the ability to add RAG (Retrieval-Augmented Generation) and web searching capabilities, as well as generating assistant thumbnails with AI. It also discusses the future additions that are planned, including function calling and the integration of REST endpoints, which would allow systems to execute defined functions based on user prompts. The potential for uploading various file types and integrating them into vector databases is also highlighted, emphasizing the flexibility and range of options provided by Hugging Face compared to Open AI's custom GPTs.

10:02

๐Ÿ› ๏ธ Creating and Interacting with a Custom Coding Assistant

The paragraph demonstrates the process of creating a custom coding assistant using Hugging Face's platform. It outlines the steps to select a base model, name the assistant, provide a description, and set up a system prompt. The assistant created in the example is tailored to offer assistance with programming languages like Python, JavaScript, C++, and HTML. The paragraph then shows an interaction with the newly created assistant, where it successfully fixes a deliberate bug in a script, showcasing the practical application and utility of the custom GPT in coding and debugging tasks.

Mindmap

Keywords

๐Ÿ’กOpen AI

Open AI refers to an artificial intelligence research lab that develops and releases AI technologies and products, such as the chatbot GPT (Generative Pre-trained Transformer). In the context of the video, Open AI hosted a Dev day in November 2023 to announce the release of customizable GPT models, allowing users to create their own AI assistants tailored to specific use cases.

๐Ÿ’กCustom GPTs

Custom GPTs are modified versions of the GPT model designed for specific tasks or use cases. They are created by users to serve as personalized AI assistants that can carry out tasks such as generating code, providing information, or automating processes. The video highlights the introduction of custom GPTs by Open AI and the subsequent need for a subscription to access this feature.

๐Ÿ’กHugging Face

Hugging Face is an AI company that provides open-source AI models and tools. In the video, Hugging Face is presented as an alternative to Open AI's custom GPTs, offering a free and similar service called Hugging Face Assistants. This platform allows users to create their own custom GPT models without the need for coding knowledge or a paid subscription.

๐Ÿ’กAI Tools

AI Tools refer to software applications or platforms that utilize artificial intelligence to perform tasks, automate processes, or enhance user experience. In the video, AI tools are discussed in the context of streamlining business growth and improving efficiency. The video also mentions partnerships with big companies to provide free subscriptions to AI tools for certain communities.

๐Ÿ’กPatreon

Patreon is a platform that allows creators to receive financial support from their fans or patrons on a subscription basis. In the video, Patreon is mentioned as a way for users to gain access to paid AI tool subscriptions for free, as well as to network and collaborate with a community and the video creator.

๐Ÿ’กGPT Designer

GPT Designer is a web-based tool designed to help users create custom GPT models easily. It allows users to interact with the AI through a chat interface and generate code or content for various purposes, such as creating a landing page for a website. The video demonstrates the use of GPT Designer to generate code for a consulting business landing page.

๐Ÿ’กTailwind

Tailwind is a utility-first CSS framework used for rapidly building custom user interfaces. In the context of the video, Tailwind is used to place the code generated by the custom GPT to create a fully functional landing page. It emphasizes the ease and speed at which web development tasks can be accomplished with the help of AI tools.

๐Ÿ’กOpen Source Models

Open source models are AI models that are publicly available and can be freely used, modified, and shared. In the video, Hugging Face's custom GPTs are noted to leverage open source models, providing users with more flexibility and options compared to Open AI's custom GPTs, which are based on proprietary models.

๐Ÿ’กFunction Calling

Function calling in the context of AI refers to the ability to define custom functions that the AI can execute based on user prompts. This feature allows for the integration of AI into existing systems and the execution of specific tasks upon request. The video mentions future plans to add function calling to Hugging Face's custom GPTs, enhancing their utility and range of applications.

๐Ÿ’กRAG

RAG, or Retrieval-Augmented Generation, is an AI model that combines the ability to retrieve information from a database with the capability to generate text. In the video, RAG is mentioned as an upcoming feature for custom GPTs that would allow users to upload different types of files for the AI to process and generate responses based on the content.

๐Ÿ’กAI Trends

AI Trends refer to the latest developments, innovations, and popular applications of artificial intelligence technologies. The video emphasizes staying up to date with AI Trends by following the video creator on social media platforms like Twitter, where they share the latest news and advancements in the AI field.

Highlights

OpenAI hosted Dev day on November 6th, 2023, announcing the latest release of their products.

One of the major announcements was the introduction of custom GPTs, allowing users to create and customize chat GPT for specific use cases.

Custom GPTs can be used for personal or company internal use, and can be shared with others without coding knowledge required.

Access to custom GPTs was initially limited to those with a ChatD Plus subscription, which hindered widespread adoption due to financial constraints.

Hugging Face introduced an alternative to custom GPTs that is completely free and similar in functionality.

The Hugging Face Assistant allows users to create their own custom GPT, leveraging open-source models for more flexibility.

In the past month, partnerships with big companies have provided free subscriptions to AI tools, streamlining business growth and improving efficiency.

Patreon subscribers were given access to six paid AI tool subscriptions for free, along with networking and collaboration opportunities.

An example is given where a custom GPT created with Hugging Face assistance is used to generate a landing page for a consulting business within seconds.

The Hugging Face model allows users to select from different open-source models, which is not possible with OpenAI's custom GPTs.

Hugging Face's assistance is expected to add features like RAG (Retrieval-Augmented Generation) and web searching capabilities in the future.

Function calling is another feature being considered, allowing systems to execute custom functions based on user prompts.

The ability to upload different file formats like text files, PDFs, and URLs for processing is also anticipated in future updates.

Users can access Hugging Face's assistance by visiting their website and selecting from various models or creating a new assistant.

The community has created multiple assistants catering to different categories, and users can activate and set system prompts for these assistants.

An example of creating a new assistant, the 'World of AI coding assistant,' is provided, showcasing its capabilities in helping with programming languages.

The coding assistant is demonstrated to be effective in fixing bugs in scripts and providing assistance with Python, JavaScript, C++, and HTML.

The video concludes with a call to action for viewers to check out the provided links, Patreon page, and to stay updated with the latest AI trends.