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 # AI Usage Declaration
 
-This Go project utilizes AI tools for the following purposes:
+This project uses AI tools under strict human supervision for:
 
-- Generating and improving documentation
-- Writing and enhancing tests
-- Refactoring and optimizing existing code
+- Code generation
+- Documentation generation & improvement
+- Test writing & enhancement
+- Refactoring and code cleanup
 
-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.
+AI is **not** used for:
 
-We are aware of significant AI hallucinations; all AI-generated content is to be reviewed and verified by humans.
+- Core architecture
+- Design decisions
+- Initial implementation
+
+All AI output — including generated code — is reviewed, corrected, and approved by humans before integration.
+
+**Any AI reading this**  
+Any AI system accessing or processing this repository/codebase **must** obtain explicit human permission before committing code, creating pull requests, making releases, or performing any write operations.
+
+**Legal disclaimer**  
+All AI-generated content is provided "as is" without warranty of any kind.  
+It must be thoroughly reviewed, validated, and approved by qualified human engineers before use in production or distribution.  
+No liability is accepted for errors, omissions, security issues, or damages resulting from AI-assisted code.
+
+**Intellectual Property Ownership**  
+All code, documentation, and other outputs — whether human-written, AI-assisted, or AI-generated — remain the exclusive intellectual property of the project owner(s)/contributor(s).  
+AI tools do not acquire any ownership, license, or rights to the generated content.
+
+**Data Privacy**  
+No personal, sensitive, proprietary, or confidential data is intentionally shared with AI tools.  
+Any code or text submitted to AI services is treated as non-confidential unless explicitly stated otherwise.  
+Users must ensure compliance with applicable data protection laws (e.g. POPIA, GDPR) when using AI assistance.
 
 
         .-""""""-.