diff --git a/book/README.md b/book/README.md
index 3379821..f2ba929 100644
--- a/book/README.md
+++ b/book/README.md
@@ -204,11 +204,11 @@ Room: Talk room 2
 
 Number of presentations: 3
 
-| ID   | Title                                                                                                                                       | Presenter            | Institution               |
-|:-----|:--------------------------------------------------------------------------------------------------------------------------------------------|:---------------------|:--------------------------|
-| F1   | [Modeling Fusion Systems With MOOSE-based Capabilities: FENIX (Fusion ENergy Integrated multiphys-X)](abstracts/pierre-clément-modeling.md) | Pierre-Clément Simon | Idaho National Laboratory |
-| F2   | [The Open FUSION Toolkit: An open-source suite of fusion modeling tools for engineering, analysis, and education](abstracts/c.-the.md)      | Christopher Hansen   | Columbia University       |
-| F3   | [TORAX: A Fast and Differentiable Tokamak Transport Simulator in JAX](abstracts/jonathan-torax.md)                                          | Jonathan Citrin      | Google Deepmind           |
+| ID   | Title                                                                                                                                  | Presenter            | Institution               |
+|:-----|:---------------------------------------------------------------------------------------------------------------------------------------|:---------------------|:--------------------------|
+| F1   | [Modeling Magnetic Confinement Fusion Energy Systems with MOOSE-based Capabilities](abstracts/pierre-clément-modeling.md)              | Pierre-Clément Simon | Idaho National Laboratory |
+| F2   | [The Open FUSION Toolkit: An open-source suite of fusion modeling tools for engineering, analysis, and education](abstracts/c.-the.md) | Christopher Hansen   | Columbia University       |
+| F3   | [TORAX: A Fast and Differentiable Tokamak Transport Simulator in JAX](abstracts/jonathan-torax.md)                                     | Jonathan Citrin      | Google Deepmind           |
 
 
 ## 🏆 Awards ceremony and closing remarks: 15:10 - 15:20 (EDT)
diff --git "a/book/abstracts/pierre-cl\303\251ment-modeling.md" "b/book/abstracts/pierre-cl\303\251ment-modeling.md"
index 8a8c95f..0122f99 100644
--- "a/book/abstracts/pierre-cl\303\251ment-modeling.md"
+++ "b/book/abstracts/pierre-cl\303\251ment-modeling.md"
@@ -1,5 +1,5 @@
 ---
-title: 'Modeling Fusion Systems With MOOSE-based Capabilities: FENIX (Fusion ENergy Integrated multiphys-X)'
+title: 'Modeling Magnetic Confinement Fusion Energy Systems with MOOSE-based Capabilities'
 authors:
   - name: Pierre-Clément A. Simon
     affiliations:
diff --git a/book/list_of_posters.md b/book/list_of_posters.md
index b587b95..31d27bb 100644
--- a/book/list_of_posters.md
+++ b/book/list_of_posters.md
@@ -46,7 +46,7 @@ In Poster room 2 (Abstract ID's POS-32-62):
 | POS-32 | [An Updated Framework For Synthetic Diagnostics Using Energetic-particle Orbits in Tokamaks](abstracts/henrik-an.md)                                                                             | Henrik Järleblad            | Department of Applied Mathematics and Computer Science, Technical University of Denmark, DK-2800 Kgs. Lyngby, Denmark |
 | POS-33 | [JADE v4, a more robust and expandable architecture for neutronics V&V](abstracts/davide-jade.md)                                                                                                | Davide Laghi                | Fusion For Energy                                                                                                     |
 | POS-34 | [MGKDB: an open-source MongoDB for nuclear fusion simulations](abstracts/venkitesh-mgkdb.md)                                                                                                     | Venkitesh Ayyar             | Sapientai LLC                                                                                                         |
-| POS-35 | [TMExtractor： A software toolkit to extract Tearing Modes features](abstracts/luo-tmextractor：.md)                                                                                               | Luo Runyu                   | Huazhong University of Science and Technology                                                                         |
+| POS-35 | [TMExtractor： A software toolkit to extract Tearing Modes features](abstracts/luo-tmextractor：.md)                                                                                             | Luo Runyu                   | Huazhong University of Science and Technology                                                                         |
 | POS-36 | [Automated Testing and Continuous Integration for the KORC Codebase](abstracts/ian-automated.md)                                                                                                 | Ian Gibbs                   | ORNL                                                                                                                  |
 | POS-37 | [magnetoHDFoam:  a novel open-source OpenFOAM library for magnetohydrodynamics](abstracts/matteo-magnetohdfoam.md)                                                                               | Matteo Lo Verso             | Politecnico di Milano                                                                                                 |
 | POS-38 | [A fast electromagnetics library with Rust and Python](abstracts/james-a.md)                                                                                                                     | James Logan                 | CFS                                                                                                                   |