diff --git a/ipynb/Advent-2025-AI.ipynb b/ipynb/Advent-2025-AI.ipynb
index 754c49d..e50f9f6 100644
--- a/ipynb/Advent-2025-AI.ipynb
+++ b/ipynb/Advent-2025-AI.ipynb
@@ -18,8 +18,8 @@
     "Each day I'll choose a model and give it the prompt \"*Write code to solve the following problem:*\" followed by the full text of the AoC Part 1 problem description. Then I'll prompt again with \"*There is a change to the specification:*\" followed by the AoC Part 2 description. So far the LLMs are doing quite well. \n",
     "\n",
     "For brevity, I have removed some of the models' output, such as:\n",
-    "- Prose descriptions of the programs. (In most cases these were aaccurate and thorough!)\n",
-    "- The \"`__main__`\" idiom for running code from the command line\n",
+    "- Prose descriptions of the programs. (In most cases these were accurate and thorough!)\n",
+    "- The \"`__main__`\" idiom for running code from the command line.\n",
     "- Test examples to run.\n",
     "\n",
     "Overall, the models did well, producing code that gives the correct answer in a reasonable run time. Some of the cosde could be improved stylistically.  (But I guess if you're vibe coding and not looking at the code, maybe that doesn't matter.)\n",