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AI Development, Streaming, and Scaling with AWS Lambda episode artwork

EPISODE · Jun 27, 2025 · 36 MIN

AI Development, Streaming, and Scaling with AWS Lambda

from Code and Cognition · host Olio Apps

Olio Apps can help you build your app: ⁠⁠https://www.olioapps.com/contact-us⁠⁠Hey! We're Scott and Aron. We are software engineers, and business operators running Olio Apps. We help our clients build the best software possible. We're always learning and improving our methods and practices, and we want to share that with you.--Show Notes:(0:00) Intro(0:35) Welcome(0:52) Zach’s Background(2:22) Working with LLMs vs ML Models(6:02) Applying AI to Backrs - Hyper Personalization(9:01) From prototype to scale(12:57) Streaming with Lambda(17:34) Python streaming lambda wrapper(22:17) Journey to get to 100 concurrent users - db connections - database pool via proxy(25:21) Lifting LLM provider quota limits(27:29) Lambda rate limits(31:17) Backrs UI(33:49) Backrs Streaming Example(36:11) Conclusion

Episode metadata supplied by the publisher feed · Published Jun 27, 2025

What this episode covers

Olio Apps can help you build your app: ⁠⁠https://www.olioapps.com/contact-us⁠⁠Hey! We're Scott and Aron. We are software engineers, and business operators running Olio Apps. We help our clients build the best software possible. We're always learning and improving our methods and practices, and we want to share that with you.--Show Notes:(0:00) Intro(0:35) Welcome(0:52) Zach’s Background(2:22) Working with LLMs vs ML Models(6:02) Applying AI to Backrs - Hyper Personalization(9:01) From prototype to scale(12:57) Streaming with Lambda(17:34) Python streaming lambda wrapper(22:17) Journey to get to 100 concurrent users - db connections - database pool via proxy(25:21) Lifting LLM provider quota limits(27:29) Lambda rate limits(31:17) Backrs UI(33:49) Backrs Streaming Example(36:11) Conclusion

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AI Development, Streaming, and Scaling with AWS Lambda

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Frequently Asked Questions

How long is this episode of Code and Cognition?

This episode is 36 minutes long.

When was this Code and Cognition episode published?

This episode was published on June 27, 2025.

What is this episode about?

Olio Apps can help you build your app: ⁠⁠https://www.olioapps.com/contact-us⁠⁠Hey! We're Scott and Aron. We are software engineers, and business operators running Olio Apps. We help our clients build the best software possible. We're always learning...

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