[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"
@@ -116,9 +116,8 @@ nav:
       - List of The Best Multi-Agent Papers: "swarms/papers.md"
     - Contributors:
       - Contributing: "contributing.md"
-- Reference:
+  - 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"
@@ -144,7 +143,6 @@ nav:
         - 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"
@@ -155,15 +153,14 @@ nav:
         - MajorityVoting: "swarms/structs/majorityvoting.md"
         - AgentRearrange: "swarms/structs/agent_rearrange.md"
         - RoundRobin: "swarms/structs/round_robin_swarm.md"
-- Swarms Cloud API:
+  - 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:
+  - 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"
@@ -173,4 +170,3 @@ nav:
       - Equipping Autonomous Agents with Tools: "examples/tools_agent.md"
     - Swarms:
       - SequentialWorkflow: "examples/reliable_autonomous_agents.md"
-