Serverless Best Practices
An AWS service lets you run code without managing servers
What is AWS Lambda?
An artificial intelligence system designed to achieve specific goals with minimal human supervision
Agentic AI
To help an LLM answer questions from company knowledge, we can connect it to a ______ database.
What is a Vector Database?
These AI models are trained on massive amounts of text and are designed to understand and generate human language.
What are LLMs?
This is the weekly meeting Harish's team has to connect on what they learned that week.
What is AI training: Weekly Checkin?
AWS service commonly used to create and manage APIs in serverless applications
What is Amazon API Gateway
Agentic AI is different from a basic chatbot because it can not only answer questions but also take these.
What is Action?
Information is converted into these numerical representations before being stored in a vector database.
What are Embeddings?
This happens when an AI confidently gives an answer that is incorrect or completely made up.
What is a hallucination?
This AWS service is commonly used for serverless database storage.
What is DynamoDB?
When an AI agent receives a request, figures out what the user wants, and decides what to do next, it is using this component.
What is Reasoning?
This technique allows an AI model to pull information from a knowledge base before generating an answer.
What is RAG?
This type of machine learning where the model learns for labeled data.
What is supervised learning?
AI can use this to connect to tools, templates, and serverless guidance instead of requiring developers to manually search documentation.
What Is Model Context Protocol?
The component responsible for receiving, interpreting, and understanding inputs from the environment so the system can determine what action to take next.
What is Perception?
This AWS service was discussed as a place to store and search vectors.
What is Open Search?
This type of machine learning improves through rewards and penalties, much like training a dog with treats.
What is reinforcement learning?
This type of AI system uses multiple agents that work together like members of a team.
What is a Multi-Agent System?
This type of AI system uses multiple agents that work together like members of a team.
What is a Multi-Agent System?
An LLM predicts the next _____ when generating text
What is a token?