103. Building GenAI Features with Bedrock
AWS Bites
In this episode, we discuss how we automated generating YouTube descriptions, chapters and tags for our podcast using Amazon's new GenAI tool: Bedrock.
We provide an overview of Bedrock's features and how we built an integration to summarize podcast transcripts and extract relevant metadata using the Anthropic Claude model. We share the prompt engineering required to instruct the AI, and details on our serverless architecture using Step Functions, Lambda, and EventBridge.
We also discussed Bedrock pricing models and how we built a real-time cost-monitoring dashboard. Overall, this automation saves us substantial manual effort while keeping costs low. We hope this episode inspires others to explore building their AI workflows with Bedrock.
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🔖 Chapters:
00:00 Introduction 00:49 Manual process before Bedrock: what did we want to automate? 04:27 Overview of Bedrock 09:24 Design goals for automation 12:30 Prompt engineering 16:06 Bedrock pricing models and our pricing dashboard 20:23 Conclusion
In this episode, we mentioned the following resources:
- The GitHub repository with the code for the AWS Bites website: https://github.com/awsbites/aws-bites-site
- Episoder: the open source project we created to handle this Bedrock-based automation: https://github.com/fourTheorem/episoder
- Podwhisperer: out other open source automation that creates accurate transcripts for our podcast: https://github.com/fourTheorem/podwhisperer/
- Amazon Bedrock Workshop: https://catalog.us-east-1.prod.workshops.aws/workshops/a4bdb007-5600-4368-81c5-ff5b4154f518/en-US
- Using generative AI on AWS for diverse content types (workshop): https://catalog.workshops.aws/genai-on-aws/en-US/01-introduction
- Deploying a Multi-Model and Multi-RAG Powered Chatbot Using AWS CDK on AWS: https://github.com/aws-samples/aws-genai-llm-chatbot/tree/main
You can listen to AWS Bites wherever you get your podcasts:
- Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-bites/id1585489017
- Spotify: https://open.spotify.com/show/3Lh7PzqBFV6yt5WsTAmO5q
- Google: https://podcasts.google.com/feed/aHR0cHM6Ly9hbmNob3IuZm0vcy82YTMzMTJhMC9wb2RjYXN0L3Jzcw==
- Breaker: https://www.breaker.audio/aws-bites
- RSS: ​​https://anchor.fm/s/6a3312a0/podcast/rss
Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X, formerly Twitter:
#aws #genai #bedrock ... https://www.youtube.com/watch?v=u945tsm4p7M
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