From 9be5db08598cec18d19a33012150b83f968a962d Mon Sep 17 00:00:00 2001
From: Tian Lan <31748898+Emerald01@users.noreply.github.com>
Date: Sun, 5 Nov 2023 18:56:19 -0800
Subject: [PATCH] Update README.md

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

diff --git a/README.md b/README.md
index b1cbcfa..f925352 100644
--- a/README.md
+++ b/README.md
@@ -65,7 +65,7 @@ node versus a single A100 GPU (using WarpDrive), for the Tag environment with 10
 <img src="https://user-images.githubusercontent.com/7627238/144560725-83167c73-274e-4c5a-a6cf-4e06355895f0.png" width="400" height="400"/>
 
 #### Single Agent
-Below, we compare the training speed on a single A100 GPU (using WarpDrive), for the Cartpole-v1 with 10, 100, 1K, and 10K environment replicas running in parallel for 3000 epochs. You may not see such an amazing convergency as a function of number of environments scaled to this magnitude elsewhere. 
+Below, we compare the training speed on a single A100 GPU (using WarpDrive), for the Cartpole-v1 with 10, 100, 1K, and 10K environment replicas running in parallel for 3000 epochs. You may not see elsewhere such an amazing convergence with the number of environments scaled to this large magnitude. 
 
 <img width="400" alt="Screenshot 2023-11-05 at 12 46 28 PM" src="https://github.com/salesforce/warp-drive/assets/31748898/44f40cb9-1183-4894-a58e-391da843a8c0">