Building a gen AI agent (AIM222)

Building Applications with AI: Key Takeaways

Introduction

  • The speaker, Yosi, previously managed the Google Cloud Consult team in New York and led various teams at Google, including Google Docs, Gmail, and Calendar.
  • He is currently the co-founder of Squid Cloud, a platform for building AI agents that can be connected to data, APIs, and other systems to automate different processes in applications.

Squid Cloud Platform

  • Squid Cloud provides a fully managed platform for building and deploying AI agents.
  • The platform allows users to:
    • Connect their data, APIs, and other systems to the platform.
    • Create multiple agents and connect them together.
    • Write custom functions for the agents to perform actions, such as invoking APIs, sending emails, or generating alerts.
  • The platform is designed to be secure, as the AI agents only work with the user's data, which is never learned or trained on by Squid Cloud.
  • Squid Cloud supports infrastructure as code, allowing users to duplicate agents between different environments, such as testing and production.

Demo 1: Matchmaking with AI

  • Squid Cloud's matchmaking feature allows users to match entities, such as job descriptions and resumes, or clients and banking instruments, using AI-powered algorithms.
  • The speaker demonstrated how to use this feature to find relevant talks at the AWS re:Invent conference based on the user's interests.

Demo 2: Maintenance Scheduler Agent

  • The speaker created a simple "Maintenance Scheduler" agent in the Squid Cloud console, which allows users to upload documents related to home appliance maintenance and ask questions about the required maintenance tasks.
  • The agent provides answers based on the uploaded documents and cites the source of the information.
  • The agent can be easily embedded into a website or used in other applications.

Demo 3: Query Database with AI

  • Squid Cloud provides a feature to query databases using natural language queries and AI-powered algorithms.
  • The speaker demonstrated how to use this feature to generate SQL queries and visualizations, such as a pie chart, based on the data in a sample database.
  • Squid Cloud also allows users to add descriptions to database fields and tables, which helps the AI-powered query engine better understand the data.

Squid Cloud Platform Features

  • In addition to the AI capabilities, Squid Cloud provides a suite of tools for automating tasks, such as scheduling, triggering actions based on database changes, and caching data for AI-powered applications.
  • The platform allows users to build applications that integrate these automation features with AI-powered functionality.

Conclusion

  • The speaker encouraged the audience to explore Squid Cloud and its capabilities for building AI-powered applications.
  • Attendees were invited to scan the provided QR codes to learn more or visit the Squid Cloud booth at the conference.

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