Dynamic AI Workflows: Explore the Power of Router Chains in Langchain!

Dynamic AI Workflows: Explore the Power of Router Chains in Langchain!

Welcome to the?latest edition of the AI in 5 newsletter with Clarifai!

Every week, we bring you the models, tools and tips to build production-ready AI!

This week, we bring you: ??

  • Router chain with Clarifai SDK prompt templates
  • Brand new models: Claude 3 from Anthropic AI
  • RAG in 4 lines of code - blog?
  • AI tip of the week?

Router chain ?? ???

The Router chain in Langchain allows you to dynamically select a single chain out of multiple chains, depending on the user input or the prompt provided.?

This is particularly useful when building LLM applications. For example, you may have multiple chains that are tasked with different tasks and need to determine which chain is most suitable for a given input or prompt.

The following notebook will walk you through a demo on when and how to use Router chains effectively using the Clarifai and Langchain integration.

Checkout the notebook here.

New models: Claude 3 ??

Anthropic AI?released Claude 3, outperforming the GPT-4 model from OpenAI!?

Here are some key highlights of the model:

- Claude 3 is available in three models: Haiku, Sonnet, and Opus.

- The Opus model outperforms GPT-4 on every benchmark

- The model now supports 200K token context window

- Opus reduces wrong responses and doubles the accuracy

- Comes with Vision support similar to the GPT-4 Vision model

Try out Claude 3 now and access it via an API using Clarifai Python SDK in just a few lines of code here:???

Access Claude 3 Opus and Claude 3 Sonnet here.

RAG in 4 lines of code ??

LLMs have broad knowledge but are limited to public data up to a specific training point.?

Retrieval Augmented Generation (RAG) helps to enhance LLMs by augmenting their knowledge with additional data beyond what they were trained on.?

Read our latest blog on how to build a RAG system in 4 lines of code using Clarifai's Python SDK.??

Read here

AI Tip of the Week: ??

New feature in Clarifai platform:

Get notifications to keep a tab on the time remaining for free deep training!

Within your Clarifai app, in the upper-right corner of the "Select a Model Type" page, you can now find a notification indicating the number of hours remaining for deep training your models for free on the platform.

Get started with training and fine-tuning your models!


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Godwin Josh

Co-Founder of Altrosyn and DIrector at CDTECH | Inventor | Manufacturer

7 个月

The evolution of AI models like Claude 3 is shaping the landscape. Considering past advancements, how do you foresee these models influencing not just AI development but broader applications? You mentioned the Clarifai SDK prompt templates drawing parallels, can you share a real-world scenario where such templates proved pivotal, illustrating their impact on efficiency and performance?

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