Ember @pyemberproject

An open-source framework for composing compound AI systems Joined February 2025

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Ember @pyemberproject

a month ago

🔥 Workshop by @jaredq_ at the Agentic AI Summit (Aug. 2) highlighting how ML researchers are using Ember to 10x price performance for agentic systems 🧠 Thanks @BerkeleyRDI for hosting a great event!

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One of the underrated strengths of this framework is its suitability for production deployment—offering both reliability and reduced hallucinations. This work builds on concepts from the SPECIFICATIONS paper (arxiv.org/abs/2412.05299), with the Ember Operator abstraction at its…

Jared Quincy Davis @jaredq_

5 months ago

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Jared Quincy Davis @jaredq_

5 months ago

So we just OSS’ed this Ember library, and called it an inference-time scaling architectures framework. We deliberately avoided calling it an agentic or multi-agent framework. Here's why, via a quick thread 🧵 (1/6)

Jared Quincy Davis @jaredq_

5 months ago

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Jared Quincy Davis @jaredq_

5 months ago

Ember: an inference-time scaling architecture framework 🧵 (1/8)

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Ember @pyemberproject

5 months ago

Hello World! 👋 Project Ember is a compositional framework for compound AI systems. It gives ML researchers a toolset to achieve comparable performance to frontier LLMs at 1/1000th the cost (or less) with inference-time scaling. github.com/PyEmber/ember