From f8d39a8de98cce2726d5a8a70e6cbbac149b275f Mon Sep 17 00:00:00 2001
From: Zachary Huang <33015448+zachary62@users.noreply.github.com>
Date: Tue, 6 May 2025 10:58:17 -0400
Subject: [PATCH] Update README.md

---
 cookbook/pocketflow-parallel-batch/README.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/cookbook/pocketflow-parallel-batch/README.md b/cookbook/pocketflow-parallel-batch/README.md
index d340c29..d62fbea 100644
--- a/cookbook/pocketflow-parallel-batch/README.md
+++ b/cookbook/pocketflow-parallel-batch/README.md
@@ -2,6 +2,8 @@
 
 This project demonstrates using PocketFlow's async and parallel features (`AsyncFlow`, `AsyncParallelBatchNode`) to translate a document into multiple languages concurrently.
 
+- Check out the [Substack Post Tutorial](https://pocketflow.substack.com/p/parallel-llm-calls-from-scratch-tutorial) for more!
+
 ## Goal
 
 Translate `../../README.md` into multiple languages (Chinese, Spanish, etc.) in parallel, saving each to a file in the `translations/` directory. The main goal is to compare execution time against a sequential process.
@@ -89,4 +91,4 @@ Translations saved to: translations
 - [`main.py`](./main.py): Implements the parallel batch translation node and flow.
 - [`utils.py`](./utils.py): Async wrapper for calling the Anthropic model.
 - [`requirements.txt`](./requirements.txt): Project dependencies (includes `aiofiles`).
-- [`translations/`](./translations/): Output directory (created automatically). 
\ No newline at end of file
+- [`translations/`](./translations/): Output directory (created automatically).