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The Shift from Models to Compound AI Systems

BAIR

We argue that compound AI systems will likely be the best way to maximize AI results in the future , and might be one of the most impactful trends in AI in 2024. Operation: LLMOps and DataOps. And what are the emerging tools for developing and optimizing such systems—an area that has received far less research than model training?

AI 145
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The Shift from Models to Compound AI Systems

BAIR

We argue that compound AI systems will likely be the best way to maximize AI results in the future , and might be one of the most impactful trends in AI in 2024. Operation: LLMOps and DataOps. And what are the emerging tools for developing and optimizing such systems—an area that has received far less research than model training?

AI 40
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Ask HN: Who is hiring? (July 2025)

Hacker News

But if your issue is suffered by many but you don't all cluster together in latitude and longitude then that issue has less weight. We 4x’d ARR in both 2023 and 2024. With new contracts in both defense and commercial aviation, and a $15M Series A in Q3 2024, we’re scaling quickly! Where you live means something.

Python 86