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diff --git a/LEGAL_NOTICE.md b/LEGAL_NOTICE.md
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 ## Legal Notice
 
-This repository is _not_ associated with or endorsed by providers of the APIs contained in this GitHub repository. This project is intended **for educational purposes only**. This is just a little personal project. Sites may contact me to improve their security or request the removal of their site from this repository.
-
-Please note the following:
-
-## Legal Notice
+This repository is **not associated with or endorsed** by the providers of the APIs contained herein. This project is intended **for educational purposes only**. It is a personal project aimed at learning and exploration. Owners of any included sites or services may contact me to improve their security or request the removal of their content from this repository.
 
 ### **Affiliation Disclaimer**
-This repository is not associated with or endorsed by the providers of the APIs contained in this repository. The project is intended for educational purposes only. The APIs, services, trademarks, and other intellectual property mentioned in this repository are the property of their respective owners, with no claim of ownership or affiliation by this project.
+
+This repository is not associated with or endorsed by any of the API providers mentioned herein. All trademarks, API services, and other intellectual property referenced are the property of their respective owners. No claim of ownership or affiliation is made by this project.
 
 ### **Liability Limitation**
-Under no circumstances shall the author of this repository be liable for any direct, indirect, incidental, special, consequential, or punitive damages, including but not limited to, loss of profits, data, or use, arising out of or in connection with the repository, regardless of whether such damages were foreseeable and whether the author was advised of the possibility of such damages.
+
+Under no circumstances shall the author of this repository be liable for any direct, indirect, incidental, special, consequential, or punitive damages—including but not limited to loss of profits, data, or use—arising out of or in connection with the repository. This limitation applies regardless of whether such damages were foreseeable or whether the author was advised of the possibility of such damages.
 
 ### **No Warranties**
-The repository is provided on an "as is" and "as available" basis without any warranties of any kind, either express or implied, including but not limited to, implied warranties of merchantability, fitness for a particular purpose, or non-infringement.
+
+This repository is provided on an "as is" and "as available" basis without any warranties of any kind, express or implied. This includes, but is not limited to, implied warranties of merchantability, fitness for a particular purpose, and non-infringement.
 
 ### **User Responsibility**
-Users assume all risk for their use of this repository and are solely responsible for any damage or loss, including but not limited to financial loss, of any kind, to any party, that results from the use or misuse of the repository and its contents.
+
+Users assume all risks associated with the use of this repository. They are solely responsible for any damage or loss—including financial loss—that results from the use or misuse of the repository and its contents.
 
 ### **Legal Compliance**
-Users are responsible for ensuring their use of the repository and its contents complies with all local, state, national, and international laws and regulations.
+
+Users are responsible for ensuring that their use of the repository and its contents complies with all applicable local, state, national, and international laws and regulations.
 
 ### **Indemnification**
-Users agree to indemnify, defend, and hold harmless the author from any claims, liabilities, damages, losses, or expenses, including legal fees, arising out of or in any way connected with their use of this repository, violation of these terms, or infringement of any intellectual property or other rights of any person or entity.
+
+Users agree to indemnify, defend, and hold harmless the author from any claims, liabilities, damages, losses, or expenses—including legal fees—arising out of or in any way connected with their use of this repository, violation of these terms, or infringement of any intellectual property or other rights of any person or entity.
 
 ### **No Endorsement**
+
 The inclusion of third-party content does not imply endorsement or recommendation of such content by the author.
 
 ### **Governing Law and Jurisdiction**
-Any disputes arising out of or related to the use of this repository shall be governed by the laws of the author's jurisdiction, without regard to its conflict of law principles.
+
+Any disputes arising out of or related to the use of this repository shall be governed by the laws of the author's jurisdiction, without regard to conflict of law principles.
 
 ### **Severability**
-If any provision of this notice is found to be unlawful, void, or unenforceable, then that provision shall be deemed severable from this notice and shall not affect the validity and enforceability of any remaining provisions.
+
+If any provision of this notice is found to be unlawful, void, or unenforceable, that provision shall be deemed severable from this notice and shall not affect the validity and enforceability of the remaining provisions.
 
 ### **Acknowledgment of Understanding**
+
 By using this repository, users acknowledge that they have read, understood, and agree to be bound by these terms.
 
 ### **Updates and Changes**
+
 The author reserves the right to modify, update, or remove any content, information, or features in this repository at any time without prior notice. Users are responsible for regularly reviewing the content and any changes made to this repository.
 
 ### **Unforeseen Consequences**
-The author of this repository is not responsible for any consequences, damages, or losses arising from the use or misuse of this repository or the content provided by the third-party APIs. Users are solely responsible for their actions and any repercussions that may follow. 
+
+The author is not responsible for any consequences, damages, or losses arising from the use or misuse of this repository or the content provided by third-party APIs. Users are solely responsible for their actions and any repercussions that may follow.
 
 ### **Educational Purpose**
-Please note that this project and its content are provided strictly for educational purposes. Users acknowledge that they are using the APIs and models at their own risk and agree to comply with any applicable laws and regulations.
+
+This project and its content are provided strictly for educational purposes. Users acknowledge that they are using the APIs and models at their own risk and agree to comply with all applicable laws and regulations.