🆕 Bedrock Agents and Knowledge bases from a developer perspective with Demo!

In this video, I want to show you how to create a simple Bedrock agent, using a Bedrock Knowledge Base and a Lambda function. You will learn what agents and knowledge bases are and how to get started with them.
Get the code: github.com/mavi888/bedrock-ag...
Launch blog post for Knowledge bases: aws.amazon.com/blogs/aws/know...
Launch blog post for Bedrock Agents: aws.amazon.com/blogs/aws/agen...
Latitude and longitude information: simplemaps.com/data/world-cities
Open weather API: home.openweathermap.org/
Bedrock Agents action groups for Lambda: docs.aws.amazon.com/bedrock/l...
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In this channel, you can find mostly coding tutorials related to cloud and serverless.
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[@elenaromanova2841]

Great explanation! Thank you!

[@fabiengaubert8771]

Thanks for this wonderful explaination

[@mrtomcat91604]

Great overview as usual, Thank you! Please create a video on how to deploy these via SAM

[@foobar_codes]

Noted

[@AnaPerez-lw5ke]

Very helpful, thanks!
However, I have a little question... In the last part of the video you say that it is possible to overide de prompt with the decisions and actions the agent is taken. What it is that for? Maybe is it possible to do reinforcement learning of the model that way, by modifying this trace?

[@hafc86]

Amazing video! Can you please show more about knowledge bases and agents, how to keep the knowledge base updated when information is constantly changing in a database.

[@foobar_codes]

Noted 🔥

[@SivaChidambaram15]

How can I deploy it in my website?

[@jasonsalcido108]

Great video! Thank you! 😁

[@foobar_codes]

Glad you liked it!

[@skinwalker_]

That was brilliant and helped me so much! A big thank you...

[@foobar_codes]

Glad it helped!

[@josemaxbarrios3872]

Hello What about the pricing of Knowledge Base?

[@CabbageYe]

Thanks for the explanation 🙏

[@foobar_codes]

Glad it was helpful!

[@joshthornes7166]

great video. can you have next the video on the client side using this like you talked about in the end of your video

[@foobar_codes]

Noted.

[@user-ct3jw5vj1h]

Your CSV data source rows have city names followed by latitude & longitude in different spreadsheet columns. Question: HOW does the model know it was a CSV file and HOW did you teach (or WHAT taught) the model where the lat+lon values for a city were?
IOW: WHAT part of AWS understands that the imported S3 object to be a CSV file that further understands some relation of the spreadsheet's city column and the spherical point mapping columns? Is this accomplished by first row titles on this spreadsheet ?

[@user-ct3jw5vj1h]

More Debugging: THIS DEMO DOES NOT WORK on my Bedrock when testing the knowledge base (encoded with Titan text v2 - just like she did) consisting of the same exact worldcities.csv spreadsheet and choosing Anthropic for the model - just like she did. It is NOT finding a lot of the cities in the spreadsheet.
Furthermore, the worldcities.csv has lat/long for Montevideo as -34.8836 / -56.1819 , not -34.7667 / -56.3806, which is actually Ciudad del Plata in Uruguay. Since the temperature and Top-P / Top-K can't be adjusted for testing , I'm not sure if it's a small hallucination or just WRONG.

[@channel_panel193]

i hate AWS Lex. It's horrible