diff --git a/examples/code_assistant/langgraph_code_assistant.ipynb b/examples/code_assistant/langgraph_code_assistant.ipynb
index d9ee03375..a0183de5e 100644
--- a/examples/code_assistant/langgraph_code_assistant.ipynb
+++ b/examples/code_assistant/langgraph_code_assistant.ipynb
@@ -29,7 +29,7 @@
     "\n",
     "Recent works, such as AlphaCodium, have shown that code generation can be [substantially improved by using a \"flow\" paradigm](https://x.com/karpathy/status/1748043513156272416?s=20).\n",
     "\n",
-    "Rather than naive `prompt:answer` paradigm, a `flow` paradigm constructs an answer to a coding question iteratively.\n",
+    "Rather than a naive `prompt:answer` paradigm, a `flow` paradigm constructs an answer to a coding question iteratively.\n",
     "\n",
     "[AlphaCodium](https://github.com/Codium-ai/AlphaCodium) iteravely tests and improves an answer on public and AI-generated tests for a particular question. \n",
     "\n",
@@ -39,7 +39,7 @@
     "\n",
     "## LangGraph self-corrective code assistant\n",
     "\n",
-    "We wanted to test these the general idea of iterative code generation in LangGraph, making a few simplifications relative to the AlphaCodium work:\n",
+    "We wanted to test the general idea of iterative code generation in LangGraph, making a few simplifications relative to the AlphaCodium work:\n",
     "\n",
     "1. We start with a set of documentation specified by a user\n",
     "2. We use a long context LLM to ingest it, and answer a question based upon it \n",