diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index ca90edb5..2041b0ab 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -92,104 +92,104 @@ markdown_extensions:
   - def_list
   - footnotes
 nav:
-- Home:
-  - Installation:
-    - Overview: "index.md"
-    - Install: "install.md"
-    - Docker Setup: docker_setup.md
-  - Usage Examples:
-    - Build an Agent: "diy_your_own_agent.md"
-    - Build an Agent with tools: "examples/tools_agents.md"
-  - Why does Swarms Exist?:
-    - Why Swarms? Orchestrating Agents for Enterprise Automation: "why.md"
-    - Limitations of Individual Agents: "limits_of_individual_agents.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"
-- Swarms Framework [PY]:
-  - Overview: "swarms/index.md"
-  - DIY Build Your Own Agent: "diy_your_own_agent.md"
-  - Agents with Tools: "examples/tools_agent.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:
-      - BaseLLM: "swarms/models/base_llm.md"
-      - Overview: "swarms/models/index.md"
-      - Llava3: "swarms/models/llama3.md"
-      - HuggingFaceLLM: "swarms/models/huggingface.md"
-      - Anthropic: "swarms/models/anthropic.md"
-      - OpenAI: "swarms/models/openai.md"
-      - Mistral: "swarms/models/mistral.md"
-      - Mixtral: "swarms/models/mixtral.md"
-    - MultiModal:
-      - 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"
-      - GPT4V: "swarms/models/gpt4v.md"
-      - DistilWhisperModel: "swarms/models/distilled_whisperx.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"
-      - Workflows:
-        - ConcurrentWorkflow: "swarms/structs/concurrentworkflow.md"
-        - SequentialWorkflow: "swarms/structs/sequential_workflow.md"
-        - BaseWorkflow: "swarms/structs/baseworkflow.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.memory:
-    - Building Custom Vector Memory Databases with the BaseVectorDatabase Class: "swarms/memory/diy_memory.md"
-    - ShortTermMemory: "swarms/memory/short_term_memory.md"
-- Guides:
-  - Agents:
-    - Building Custom Vector Memory Databases with the BaseVectorDatabase Class: "swarms/memory/diy_memory.md"
-    - 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"
+  - Home:
+    - Installation:
+      - Overview: "index.md"
+      - Install: "install.md"
+      - Docker Setup: docker_setup.md
+    - Usage Examples:
+      - Build an Agent: "diy_your_own_agent.md"
+      - Build an Agent with tools: "examples/tools_agents.md"
+    - Why does Swarms Exist?:
+      - Why Swarms? Orchestrating Agents for Enterprise Automation: "why.md"
+      - Limitations of Individual Agents: "limits_of_individual_agents.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"
+  - Swarms Framework [PY]:
+    - Overview: "swarms/index.md"
     - DIY Build Your Own Agent: "diy_your_own_agent.md"
-    - Equipping Autonomous Agents with Tools: "examples/tools_agent.md"
-    - Overview: "examples/index.md"
+    - Agents with Tools: "examples/tools_agent.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:
+        - BaseLLM: "swarms/models/base_llm.md"
+        - Overview: "swarms/models/index.md"
+        - Llava3: "swarms/models/llama3.md"
+        - HuggingFaceLLM: "swarms/models/huggingface.md"
+        - Anthropic: "swarms/models/anthropic.md"
+        - OpenAI: "swarms/models/openai.md"
+        - Mistral: "swarms/models/mistral.md"
+        - Mixtral: "swarms/models/mixtral.md"
+      - MultiModal:
+        - 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"
+        - GPT4V: "swarms/models/gpt4v.md"
+        - DistilWhisperModel: "swarms/models/distilled_whisperx.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"
+        - Workflows:
+          - ConcurrentWorkflow: "swarms/structs/concurrentworkflow.md"
+          - SequentialWorkflow: "swarms/structs/sequential_workflow.md"
+          - BaseWorkflow: "swarms/structs/baseworkflow.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.memory:
+      - Building Custom Vector Memory Databases with the BaseVectorDatabase Class: "swarms/memory/diy_memory.md"
+      - ShortTermMemory: "swarms/memory/short_term_memory.md"
+  - Guides:
     - Agents:
-      - Agent: "examples/flow.md"
-      - OmniAgent: "examples/omni_agent.md"
-    - Swarms:
-      - SequentialWorkflow: "examples/reliable_autonomous_agents.md"
-    - 2O+ Autonomous Agent Blogs: "examples/ideas.md"
-- Applications:
-    - CustomerSupport: 
-      - Overview: "applications/customer_support.md"
-    - Marketing: 
-      - Overview: "applications/marketing_agencies.md" 
-    - Operations:
-      - Intoducing The Swarm of Automated Business Analyts: "applications/business-analyst-agent.md"
-- Corporate:
-    - Corporate Documents:
-      - Data Room: "corporate/data_room.md"
-      - The Swarm Memo: "corporate/swarm_memo.md"
-      - Corporate Architecture: "corporate/architecture.md"
-      - Flywheel: "corporate/flywheel.md"
-    - Sales:
-      - FAQ: "corporate/faq.md"
-      - Distribution: "corporate/distribution"
-    - Product:
-      - SwarmCloud: "corporate/swarm_cloud.md"
-      - Weaknesses of Langchain: "corporate/failures.md"
-      - Design: "corporate/design.md"
-      - Metric: "corporate/metric.md"
-    - Organization:
-      - FrontEnd Member Onboarding: "corporate/front_end_contributors.md"
-- Contributors:
-    - Contributing: "contributing.md"
+      - Building Custom Vector Memory Databases with the BaseVectorDatabase Class: "swarms/memory/diy_memory.md"
+      - 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"
+      - DIY Build Your Own Agent: "diy_your_own_agent.md"
+      - Equipping Autonomous Agents with Tools: "examples/tools_agent.md"
+      - Overview: "examples/index.md"
+      - Agents:
+        - Agent: "examples/flow.md"
+        - OmniAgent: "examples/omni_agent.md"
+      - Swarms:
+        - SequentialWorkflow: "examples/reliable_autonomous_agents.md"
+      - 2O+ Autonomous Agent Blogs: "examples/ideas.md"
+  - Applications:
+      - CustomerSupport: 
+        - Overview: "applications/customer_support.md"
+      - Marketing: 
+        - Overview: "applications/marketing_agencies.md" 
+      - Operations:
+        - Intoducing The Swarm of Automated Business Analyts: "applications/business-analyst-agent.md"
+  - Corporate:
+      - Corporate Documents:
+        - Data Room: "corporate/data_room.md"
+        - The Swarm Memo: "corporate/swarm_memo.md"
+        - Corporate Architecture: "corporate/architecture.md"
+        - Flywheel: "corporate/flywheel.md"
+      - Sales:
+        - FAQ: "corporate/faq.md"
+        - Distribution: "corporate/distribution"
+      - Product:
+        - SwarmCloud: "corporate/swarm_cloud.md"
+        - Weaknesses of Langchain: "corporate/failures.md"
+        - Design: "corporate/design.md"
+        - Metric: "corporate/metric.md"
+      - Organization:
+        - FrontEnd Member Onboarding: "corporate/front_end_contributors.md"
+  - Contributors:
+      - Contributing: "contributing.md"