pyemberproject's profile picture. An open-source framework for composing compound AI systems

Ember

@pyemberproject

An open-source framework for composing compound AI systems

🔥 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!

pyemberproject's tweet image. 🔥 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!

Ember reposted

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…

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

jaredq_'s tweet image. Ember: an inference-time scaling architecture framework

🧵 

(1/8)


Ember reposted

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)

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

jaredq_'s tweet image. Ember: an inference-time scaling architecture framework

🧵 

(1/8)


Ember reposted

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

jaredq_'s tweet image. Ember: an inference-time scaling architecture framework

🧵 

(1/8)

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


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