diff --git a/docs/docs/core-abilities/index.md b/docs/docs/core-abilities/index.md
index 1e198292..ffb50cb6 100644
--- a/docs/docs/core-abilities/index.md
+++ b/docs/docs/core-abilities/index.md
@@ -7,7 +7,7 @@ Qodo Merge utilizes a variety of core abilities to provide a comprehensive and e
 - [Dynamic context](https://qodo-merge-docs.qodo.ai/core-abilities/dynamic_context/)
 - [Self-reflection](https://qodo-merge-docs.qodo.ai/core-abilities/self_reflection/)
 - [Impact evaluation](https://qodo-merge-docs.qodo.ai/core-abilities/impact_evaluation/)
-- [RAG Context Enrichment](https://qodo-merge-docs.qodo.ai/core-abilities/rag_context_enrichment/)
+- [RAG context enrichment](https://qodo-merge-docs.qodo.ai/core-abilities/rag_context_enrichment/)
 - [Static code analysis](https://qodo-merge-docs.qodo.ai/core-abilities/static_code_analysis/)
 - [Compression strategy](https://qodo-merge-docs.qodo.ai/core-abilities/compression_strategy/)
 - [Code validation](https://qodo-merge-docs.qodo.ai/core-abilities/code_validation/)
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index ed7c3096..7ed78331 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -47,12 +47,12 @@ nav:
       - Dynamic context: 'core-abilities/dynamic_context.md'
       - Self-reflection: 'core-abilities/self_reflection.md'
       - Impact evaluation: 'core-abilities/impact_evaluation.md'
-      - RAG Context Enrichment: 'core-abilities/rag_context_enrichment.md'
+      - RAG context enrichment: 'core-abilities/rag_context_enrichment.md'
       - Static code analysis: 'core-abilities/static_code_analysis.md'
       - Compression strategy: 'core-abilities/compression_strategy.md'
       - Code validation: 'core-abilities/code_validation.md'
       - Interactivity: 'core-abilities/interactivity.md'
-      - Code Fine-tuning Benchmark: 'finetuning_benchmark/index.md'
+      - Code fine-tuning benchmark: 'finetuning_benchmark/index.md'
   - Chrome Extension:
       - Qodo Merge Chrome Extension: 'chrome-extension/index.md'
       - Features: 'chrome-extension/features.md'