directly compose apps from over 220 aws services and 10k api actions
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control service integrations with call patterns
16
why direct integration is powerful
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machine learning and genai
18
building a genai application
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optimized integration for amazon bedrock
20
demo
21
requirement 1: generate title and description
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amazon states language asl for amazon bedrock
23
building a genai application
24
how do i access foundation models outside aws?
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accessing a public api
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public https api integration
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asl for https endpoint
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requirement 1: generate multiple titles
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what if something goes wrong...
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how do you handle hard failures?
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redrive
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execution event history for easy observability
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building a genai application
34
wait for callback - human / external process
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requirement 2: human feedback loop
36
building a genai application
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requirement 3: generate avatar
38
prompt chaining
39
architecture
40
demo
41
resources
42
thank you
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Explore the process of building and orchestrating serverless generative AI applications in this conference talk from Conf42 CN 2024. Dive into the world of generative AI, learning about its applications in drug discovery, investment strategies, medical imaging, and product listing creation. Gain insights into the generative AI stack and Amazon Bedrock, understanding how to access and integrate with foundation models. Discover the power of AWS Step Functions for sequencing and composing applications from over 220 AWS services. Examine optimized integrations for Amazon Bedrock and learn how to access foundation models outside AWS through public APIs. Follow along with practical demonstrations, exploring requirements such as generating titles and descriptions, implementing human feedback loops, and creating avatars. Master techniques like prompt chaining and understand the architecture behind serverless generative AI applications. Conclude with valuable resources to further your knowledge in this cutting-edge field.
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Build and Orchestrate Serverless Generative AI Applications