[DOCS]

docs/mkdocs.yml

@@ -95,7 +95,7 @@ nav:
       - Install: "swarms/install/install.md"
       - Docker Setup: "swarms/install/docker_setup.md"
     - Usage Examples:
-      - Overview: "swarms/usage/index.md" # Explains how the framework is decomposed into agents, models, and swarms
+      - Overview: "swarms/usage/index.md"
       - Models:
         - How to Create A Custom Language Model: "swarms/models/custom_model.md"
         - Models Available: "swarms/models/index.md"
@@ -116,35 +116,33 @@ nav:
       - List of The Best Multi-Agent Papers: "swarms/papers.md"
     - Contributors:
       - Contributing: "contributing.md"
-- Reference:
-  - Overview: "swarms/index.md"
-  # - Framework Structure: "swarms/structs/tree.md" # Explains the tree structure of the framework and where things are located
-  - 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:
+  - Reference:
+    - Overview: "swarms/index.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"
@@ -155,22 +153,20 @@ nav:
         - 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"
-
+  - 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:
+    - 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"