diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index 57ce1a77..3fdba928 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -115,59 +115,59 @@ nav:
     - Contributors:
       - Contributing: "contributing.md"
   - Reference:
-    - Overview: "swarms/index.md"
-    - Framework Structure: "swarms/structs/tree.md"
-    - swarms.models:
-      - How to Create A Custom Language Model: "swarms/models/custom_model.md"
-      - Deploying Azure OpenAI in Production A Comprehensive Guide: "swarms/models/azure_openai.md"
-      - Language Models:
-        - BaseLLM: "swarms/models/base_llm.md"
-        - Overview: "swarms/models/index.md"
-        - HuggingFaceLLM: "swarms/models/huggingface.md"
-        - Anthropic: "swarms/models/anthropic.md"
-        - OpenAIChat: "swarms/models/openai.md"
-      - MultiModal Models :
-        - BaseMultiModalModel: "swarms/models/base_multimodal_model.md"
-        - Fuyu: "swarms/models/fuyu.md"
-        - Vilt: "swarms/models/vilt.md"
-        - Idefics: "swarms/models/idefics.md"
-        - Kosmos: "swarms/models/kosmos.md"
-        - Nougat: "swarms/models/nougat.md"
-        - Dalle3: "swarms/models/dalle3.md"
-        - GPT4VisionAPI: "swarms/models/gpt4v.md"
-        - GPT4o: "swarms/models/gpt4o.md"
-    - swarms.structs:
-        - Foundational Structures:
-          - Agent: "swarms/structs/agent.md"
-          - BaseStructure: "swarms/structs/basestructure.md"
-          - Task: "swarms/structs/task.md"
-          - YamlModel: "swarms/structs/yaml_model.md"
-          # - BaseSwarm: "swarms/structs/base_swarm.md"
-          - BaseWorkflow: "swarms/structs/baseworkflow.md"
-        - Workflows:
-          - ConcurrentWorkflow: "swarms/structs/concurrentworkflow.md"
-          - SequentialWorkflow: "swarms/structs/sequential_workflow.md"      
-        - Multi Agent Architectures:
-          - Conversation: "swarms/structs/conversation.md"
-          - SwarmNetwork: "swarms/structs/swarmnetwork.md"
-          - MajorityVoting: "swarms/structs/majorityvoting.md"
-          - AgentRearrange: "swarms/structs/agent_rearrange.md"
-          - RoundRobin: "swarms/structs/round_robin_swarm.md"
-  - Swarms Cloud API:
-    - Overview: "swarms_cloud/main.md"
-    - Available Models: "swarms_cloud/available_models.md"
-    - Migrate from OpenAI to Swarms in 3 lines of code: "swarms_cloud/migrate_openai.md"
-    - Getting Started with SOTA Vision Language Models VLM: "swarms_cloud/getting_started.md"
-    - Enterprise Guide to High-Performance Multi-Agent LLM Deployments: "swarms_cloud/production_deployment.md"
-    - Under The Hood The Swarm Cloud Serving Infrastructure: "swarms_cloud/architecture.md"
-  - Guides:
-    # - Building Custom Vector Memory Databases with the BaseVectorDatabase Class: "swarms/memory/diy_memory.md"
-    - Models:
-      - How to Create A Custom Language Model: "swarms/models/custom_model.md"
-      - Deploying Azure OpenAI in Production, A Comprehensive Guide: "swarms/models/azure_openai.md"
-    - Agents:
-      - Agent: "examples/flow.md"
-      - DIY Build Your Own Agent: "diy_your_own_agent.md"
-      - Equipping Autonomous Agents with Tools: "examples/tools_agent.md"
-    - Swarms:
-      - SequentialWorkflow: "examples/reliable_autonomous_agents.md"
+  - Overview: "swarms/index.md"
+  - Framework Structure: "swarms/structs/tree.md"
+  - swarms.models:
+    - How to Create A Custom Language Model: "swarms/models/custom_model.md"
+    - Deploying Azure OpenAI in Production A Comprehensive Guide: "swarms/models/azure_openai.md"
+    - Language Models:
+      - BaseLLM: "swarms/models/base_llm.md"
+      - Overview: "swarms/models/index.md"
+      - HuggingFaceLLM: "swarms/models/huggingface.md"
+      - Anthropic: "swarms/models/anthropic.md"
+      - OpenAIChat: "swarms/models/openai.md"
+    - MultiModal Models :
+      - BaseMultiModalModel: "swarms/models/base_multimodal_model.md"
+      - Fuyu: "swarms/models/fuyu.md"
+      - Vilt: "swarms/models/vilt.md"
+      - Idefics: "swarms/models/idefics.md"
+      - Kosmos: "swarms/models/kosmos.md"
+      - Nougat: "swarms/models/nougat.md"
+      - Dalle3: "swarms/models/dalle3.md"
+      - GPT4VisionAPI: "swarms/models/gpt4v.md"
+      - GPT4o: "swarms/models/gpt4o.md"
+  - swarms.structs:
+      - Foundational Structures:
+        - Agent: "swarms/structs/agent.md"
+        - BaseStructure: "swarms/structs/basestructure.md"
+        - Task: "swarms/structs/task.md"
+        - YamlModel: "swarms/structs/yaml_model.md"
+        # - BaseSwarm: "swarms/structs/base_swarm.md"
+        - BaseWorkflow: "swarms/structs/baseworkflow.md"
+      - Workflows:
+        - ConcurrentWorkflow: "swarms/structs/concurrentworkflow.md"
+        - SequentialWorkflow: "swarms/structs/sequential_workflow.md"      
+      - Multi Agent Architectures:
+        - Conversation: "swarms/structs/conversation.md"
+        - SwarmNetwork: "swarms/structs/swarmnetwork.md"
+        - MajorityVoting: "swarms/structs/majorityvoting.md"
+        - AgentRearrange: "swarms/structs/agent_rearrange.md"
+        - RoundRobin: "swarms/structs/round_robin_swarm.md"
+- Swarms Cloud API:
+  - Overview: "swarms_cloud/main.md"
+  - Available Models: "swarms_cloud/available_models.md"
+  - Migrate from OpenAI to Swarms in 3 lines of code: "swarms_cloud/migrate_openai.md"
+  - Getting Started with SOTA Vision Language Models VLM: "swarms_cloud/getting_started.md"
+  - Enterprise Guide to High-Performance Multi-Agent LLM Deployments: "swarms_cloud/production_deployment.md"
+  - Under The Hood The Swarm Cloud Serving Infrastructure: "swarms_cloud/architecture.md"
+- Guides:
+  # - Building Custom Vector Memory Databases with the BaseVectorDatabase Class: "swarms/memory/diy_memory.md"
+  - Models:
+    - How to Create A Custom Language Model: "swarms/models/custom_model.md"
+    - Deploying Azure OpenAI in Production, A Comprehensive Guide: "swarms/models/azure_openai.md"
+  - Agents:
+    - Agent: "examples/flow.md"
+    - DIY Build Your Own Agent: "diy_your_own_agent.md"
+    - Equipping Autonomous Agents with Tools: "examples/tools_agent.md"
+  - Swarms:
+    - SequentialWorkflow: "examples/reliable_autonomous_agents.md"