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README.md

@@ -63,22 +63,22 @@ This workflow enables rapid creation of sophisticated visualizations that would
 
 ### Explore the Space
 
-- Biology evidence base: GLMP Space (Hugging Face) and repo
-- Chemistry processes: `chemistry_processes.html`
-- Computer Science: `computer_science_processes.html`
-- Physics: `physics_processes.html`
-- Mathematics: `mathematics_processes.html`
-- Full article: `programming_framework_article.html`
+- Biology evidence base: [GLMP Space](https://huggingface.co/spaces/garywelz/glmp) (Hugging Face) and repo
+- Chemistry processes: [chemistry_processes.html](chemistry_processes.html)
+- Computer Science: [computer_science_processes.html](computer_science_processes.html)
+- Physics: [physics_processes.html](physics_processes.html)
+- Mathematics: [mathematics_processes.html](mathematics_processes.html)
+- Full article: [programming_framework_article.html](programming_framework_article.html)
 
 ### Experimental Validation
 
-- **Validation Paper**: `experimental_validation_paper.html` - Comprehensive experimental protocols and validation methodology
+- **Validation Paper**: [experimental_validation_paper.html](experimental_validation_paper.html) - Comprehensive experimental protocols and validation methodology
 - **Core Validation Flowcharts**:
-  - `catalytic_hydrogenation_optimization.html` - Experiment 1: Catalytic hydrogenation process validation
-  - `raft_polymerization_mechanism.html` - Experiment 2: Polymerization kinetics validation
-  - `surface_catalysis_mechanism.html` - Experiment 3: Surface chemistry process validation
-  - `electrochemical_oxygen_reduction.html` - Experiment 4: Electrochemical process validation
-  - `quantum_chemistry_calculation.html` - Experiment 5: Computational chemistry integration validation
+  - [catalytic_hydrogenation_optimization.html](catalytic_hydrogenation_optimization.html) - Experiment 1: Catalytic hydrogenation process validation
+  - [raft_polymerization_mechanism.html](raft_polymerization_mechanism.html) - Experiment 2: Polymerization kinetics validation
+  - [surface_catalysis_mechanism.html](surface_catalysis_mechanism.html) - Experiment 3: Surface chemistry process validation
+  - [electrochemical_oxygen_reduction.html](electrochemical_oxygen_reduction.html) - Experiment 4: Electrochemical process validation
+  - [quantum_chemistry_calculation.html](quantum_chemistry_calculation.html) - Experiment 5: Computational chemistry integration validation
 
 ### Batch Architecture