Update README.md

README.md

@@ -46,17 +46,13 @@ Each document focuses on a different layer of drift detection and reframes model
 
 ## Contents
 
-- [LLM Drift Detection — Why AI Outputs Degrade Without Errors]
-(./llm-drift-detection-why-ai-outputs-degrade-without-errors.pdf) \[[Academia.edu](https://www.academia.edu/166169350/Detecting_Silent_Model_Drift_in_LLM_Systems_Why_AI_Outputs_Degrade_Without_Errors)\] \[[GitHub](https://github.com/therealitydrift/semantic-fidelity-lab/blob/main/05_Drift_Detection_Frameworks/detecting-silent-model-drift-llm-systems.pdf)\]
+- [LLM Drift Detection — Why AI Outputs Degrade Without Errors](./llm-drift-detection-why-ai-outputs-degrade-without-errors.pdf) \[[Academia.edu](https://www.academia.edu/166169350/Detecting_Silent_Model_Drift_in_LLM_Systems_Why_AI_Outputs_Degrade_Without_Errors)\] \[[GitHub](https://github.com/therealitydrift/semantic-fidelity-lab/blob/main/05_Drift_Detection_Frameworks/detecting-silent-model-drift-llm-systems.pdf)\]
   
-- [AI Model Audit Checklist — Drift Detection in Production Systems]
-(./ai-model-audit-checklist-drift-detection.pdf) \[[Academia.edu](https://www.academia.edu/166169323/AI_Model_Audit_Checklist_Drift_Detection_in_Production_Systems)\] \[[GitHub](https://github.com/therealitydrift/semantic-fidelity-lab/blob/main/05_Drift_Detection_Frameworks/drift-audit-checklist-ai-systems.pdf)\]
+- [AI Model Audit Checklist — Drift Detection in Production Systems](./ai-model-audit-checklist-drift-detection.pdf) \[[Academia.edu](https://www.academia.edu/166169323/AI_Model_Audit_Checklist_Drift_Detection_in_Production_Systems)\] \[[GitHub](https://github.com/therealitydrift/semantic-fidelity-lab/blob/main/05_Drift_Detection_Frameworks/drift-audit-checklist-ai-systems.pdf)\]
   
-- [Model Drift Detection Framework — Machine Learning Systems]
-(./model-drift-detection-framework-machine-learning.pdf) \[[Academia.edu](https://www.academia.edu/166169353/Model_Drift_Detection_Framework_Evaluating_and_Mitigating_Drift_in_Machine_Learning_Systems)\] \[[GitHub](https://github.com/therealitydrift/semantic-fidelity-lab/blob/main/05_Drift_Detection_Frameworks/drift-evaluation-framework-ai-systems.pdf)\]
+- [Model Drift Detection Framework — Machine Learning Systems](./model-drift-detection-framework-machine-learning.pdf) \[[Academia.edu](https://www.academia.edu/166169353/Model_Drift_Detection_Framework_Evaluating_and_Mitigating_Drift_in_Machine_Learning_Systems)\] \[[GitHub](https://github.com/therealitydrift/semantic-fidelity-lab/blob/main/05_Drift_Detection_Frameworks/drift-evaluation-framework-ai-systems.pdf)\]
   
-- [Institutional Drift Detection Framework]
-(./institutional-drift-detection-framework.pdf) \[[Academia.edu](https://www.academia.edu/166169346/Institutional_Drift_Detection_Framework_Diagnosing_Organizational_Misalignment)\] \[[GitHub](https://github.com/therealitydrift/semantic-fidelity-lab/blob/main/05_Drift_Detection_Frameworks/organizational-drift-detection-framework.pdf)\]
+- [Institutional Drift Detection Framework](./institutional-drift-detection-framework.pdf) \[[Academia.edu](https://www.academia.edu/166169346/Institutional_Drift_Detection_Framework_Diagnosing_Organizational_Misalignment)\] \[[GitHub](https://github.com/therealitydrift/semantic-fidelity-lab/blob/main/05_Drift_Detection_Frameworks/organizational-drift-detection-framework.pdf)\]
 
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