diff --git a/book/inverse-alloy-design.ipynb b/book/inverse-alloy-design.ipynb
index 4c094e6..12ce89f 100644
--- a/book/inverse-alloy-design.ipynb
+++ b/book/inverse-alloy-design.ipynb
@@ -650,7 +650,7 @@
    "metadata": {},
    "source": [
     "## Summary\n",
-    "This example highlights the application of generative models for materials science. While the three previous examples could also be addressed by computing the material properties for all unaries, store them in a database and provide them to the user when requested, this is no longer possible for the space of binary or even ternary alloys. Just like a student the LLM is capable to apply an abstract concept of linear interpolation to the prediction of the concentration related to a bulk modulus of 140GPa."
+    "This example highlights the application of generative models for materials science. While the three previous examples could also be addressed by computing the material properties for all unaries, store them in a database and provide them to the user when requested, this is no longer possible for the space of binary or even ternary alloys. Just like a student the LLM is capable to apply an abstract concept of linear interpolation to the prediction of the concentration related to a bulk modulus of 145GPa."
    ]
   }
  ],