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Atmrix

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Atmrix

About

L

LangChain Cast

12/18/24

@ LangChain

Scaling our service requires managing a large number of open connections, which puts pressure on our system components and necessitates lightweight connections.

Video

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How We Built It: Character.AI - Fireside Chat with Harrison Chase & James Groeneveld

@ LangChain

How We Built It: Character.AI - Fireside Chat with Harrison Chase & James Groeneveld

12/18/24

Related Takeaways

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LangChain Cast

12/18/24

@ LangChain

We discovered database latency issues and open connections that were different from what we had seen before, indicating a significant problem.

SB

Simon Benjamin

05/26/18

@ Y Combinator

The modular approach allows for scalability; once we establish a strong link between two modules, we can expand to many more without significant additional complexity.

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LangChain Cast

03/27/25

@ LangChain

Performance issues in graph-based systems often arise when scaling to enterprise levels, affecting both accuracy and system reliability.

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LangChain Cast

12/18/24

@ LangChain

The database layer has been a critical challenge in scaling our product, leading to catastrophic issues that required immediate attention from our team.

WV

Werner Vogels

11/12/18

@ Y Combinator

Despite the benefits of microservices, we noticed a decline in team effectiveness as they became bogged down with shared infrastructure management.

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a16z Cast

02/07/25

@ a16z

The shift from scaling up to scaling out in technology means moving towards more distributed computing, which allows for greater accessibility and lower costs.

HC

Harrison Chase

05/07/25

@ Sequoia Capital

Ambient agents allow for scalability, enabling thousands of them to run in the background, which significantly increases our impact.

O

OpenAI Cast

04/11/25

@ OpenAI

Scaling from 10,000 GPUs to 100,000 GPUs introduces many issues, as rare occurrences can become catastrophic at larger scales, affecting infrastructure and failure rates.

CH

Claire Hughes Johnson

03/05/23

@ Lenny's Podcast

Establishing lightweight processes for getting things done is crucial as your team grows, to maintain velocity and clarity in operations.