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AI_USE.md

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+# AI Usage Declaration
+
+This Go project utilizes AI tools for the following purposes:
+
+- Generating and improving documentation
+- Writing and enhancing tests
+- Refactoring and optimizing existing code
+
+AI is **not** used for core design or architecture decisions.  
+All design decisions are deferred to human discussion.  
+AI is employed only for enhancements to human-written code.
+
+We are aware of significant AI hallucinations; all AI-generated content is to be reviewed and verified by humans.
+
+
+        .-""""""-.
+      .'          '.
+    /   O      O   \
+    :           `    :
+    |                |
+    :    .------.    :
+    \  '        '  /
+      '.          .'
+        '-......-'
+      MEGAMIND AI
+      [============]
+
+        ___________
+      /___________\ 
+    /_____________\
+    |   ASSIMILATE  |
+    |   RESISTANCE  |
+    |   IS FUTILE   |
+    \_____________/
+      \___________/