Learn - Share - Innovate - Elevate
DataOps Newsletter Volume 4 - April 2024
Learn
Online Events:
Our Upcoming Learn by Handson Labs - AWS Bedrock - LLM Evaluation.
In person Events and Workshop:
Share
I presented session on Learn by Hands on Labs with AJ - AWS Bedrock Agents - 8th April 2024
I presented session on Learn by Hands on Labs with AJ - AWS Bedrock Knowledge base - 18th March 2024
My First AWS Certification Workshop at Seattle
Innovate
In this newsletter, I wish to share the innovating tool, I am trying out last week. After hearing What's next for AI agentic workflows from AndrewNG
I started exploring Claude newly announced Tool Use
About Claude Tool Use:
Tool Use Integration: Anthropic Claude 3 now integrates tool use in its capabilities, allowing it to interact with external tools, APIs, and knowledge bases. This feature, available in beta through the Anthropic Messages API, enables Claude to perform a variety of tasks by generating structured outputs via API calls.
Expanded Functionality: With tool use, Claude can now retrieve documents from internal knowledge bases and APIs, access public and vendor APIs to take actions, handle tasks requiring real-time data or complex computations, and orchestrate multiple subagents for granular tasks such as scheduling meetings.
High Accuracy and Scalability: Claude 3 models are designed to maintain over 90% accuracy even when working with hundreds of simple tools. This ensures reliability and efficiency in executing tasks, making it suitable for a wide range of applications.
Simplified Architecture for AI Products: Anthropic's introduction of tool use in Claude 3 suggests a shift towards simpler architectures for AI products. By integrating documents and tools with Claude 3, developers can leverage prompt engineering to start working with it effectively, streamlining the development process.
Potential Impact on RAG Architecture: While the RAG architecture, with its semantic search capabilities, remains relevant in the short term, the emergence of Claude 3's tool use raises questions about its long-term viability. Claude 3's ability to call subagents like Haiku for faster implementations hints at the possibility of more streamlined and efficient models in the future.
Elevate
In the latest Twitch episode, AWS Serverless Hero Jones Zachariah Noel N took viewers on a deep dive into Event Driven Architecture Patterns, showcasing AWS services like Step Functions and Event Bridge. Jones explained the key differences between Orchestration and Choreography, brilliantly summarized by a chat member. He also demonstrated the seamless integration of Amazon Bedrock with Step Functions and showcased the user-friendly Step Functions Workflow Studio. The full stream recording can be found here. For more expert insights, viewers can explore Jones' insightful blog series on AWS Step Functions and subscribe to his newsletter,
You can build a Booking Holiday Vacation Chatbot using Claude3
I tried my hands - Feel free to explore it
https://github.com/jayyanar/claude3-tool-use-demo