Bedrock

Looking at the user-experience with our chatbot, you send a message then nothing happens immediately. Finally, the entire response appears at once which is perfectly fine but it doesn't feel modern. Now compare that with ChatGPT, Claude, or Amazon Q. You see words appear almost immediately.

Without conversation memory, every prompt is treated as the first interaction and that's not how users expect chatbots to behave. This is an excellent opportunity to showcase why Large Language Models are stateless and how developers are responsible for maintaining conversation history.

One of the biggest mistakes developers make when learning a new technology is focusing only on adding features. Real software evolves through refactoring just as much as it evolves through new functionality.

As I prepare for the AWS Certified AI Developer certification, I decided to take a different approach. Instead of only reading docs and watching videos, I'm building real applications using Amazon Bedrock and documenting everything I learn along the way.