From 3ea2846557d3ca17fc3f23b49c897081cd7e0492 Mon Sep 17 00:00:00 2001
From: Ching-An Cheng <chinganc0@gmail.com>
Date: Tue, 23 Jul 2024 13:04:42 -0700
Subject: [PATCH] Update README.md

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 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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-# Trace, the New Autodiff for LLM Agents
+# Trace, the New Autodiff for AI Systems and LLM Agents
 
 
 Trace is a new AutoDiff-like tool for training AI systems end-to-end with general feedback (like numerical rewards or losses, natural language text, compiler errors, etc.). Trace generalizes the back-propagation algorithm by capturing and propagating an AI system's execution trace. Trace is implemented as a PyTorch-like Python library. Users write Python code directly and can use Trace primitives to optimize certain parts, just like training neural networks!