diff --git a/docs/index.md b/docs/index.md
index bb6f2ee0..9a841fc2 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -7,10 +7,10 @@ Orchestrate enterprise-grade agents for multi-agent collaboration and orchestrat
 |--------------------------------------------------|----------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------|
 | [Agents](swarms/structs/agent)                   | [Installing Swarms](swarms/install/install)                    | [Swarm of Business Analysts for Business Reports](applications/business-analyst-agent)                             | [Join the Swarms Community!](https://discord.gg/3Zck7nX6)                                      |
 | [Memory](swarms/memory/diy_memory)               | [Docker Setup](swarms/install/docker_setup)                    | [Compliance Swarm for Customer Privacy](https://medium.com/@kyeg/building-compliance-agents-with-chroma-db-llama3-sop-prompting-0ed3e73559d2) | [Swarms Ecosystem](https://github.com/kyegomez/swarm-ecosystem)                                |
-| [Tools](swarms/tools/main)                       | [Create Custom Tools](./how-to/Create-Custom-Tools)            | [Self-Replicating Hierarchical Swarms](https://medium.com/@kyeg/announcing-neosapiens-self-replicating-swarms-0a47410aafa7)                      | [Support Team](https://cal.com/swarms/swarms-onboarding-session)                               |
+| [Tools](swarms/tools/main)                       | [Create Custom Tools](https://medium.com/@kyeg/the-swarms-tool-system-functions-pydantic-basemodels-as-tools-and-radical-customization-c2a2e227b8ca)            | [Self-Replicating Hierarchical Swarms](https://medium.com/@kyeg/announcing-neosapiens-self-replicating-swarms-0a47410aafa7)                      | [Support Team](https://cal.com/swarms/swarms-onboarding-session)                               |
 | [Tasks](swarms/structs/task)                     | [Multi-Agent Flows](swarms/structs/agent_rearrange)            |                                                                                                                       | [Book a 1 on 1 Call With Founder: Kye](https://cal.com/swarms/swarms-onboarding-session)       |
 | [Multi-Agent Orchestration](swarms/structs/agent_rearrange) | [Sequential Workflows](swarms/structs/sequential_workflow)    |                                                                                                                       |                                                                                                |
-|                                                  | [Connecting to LLMs](./how-to/LLM-Connections)                 |                                                                                                                       |                                                                                                |
+|                                                  | [Connecting LLMs](https://docs.swarms.world/en/latest/swarms/models/custom_model/)                 |                                                                                                                       |                                                                                                |
 |                                                  | [Customizing Agents](./how-to/Customizing-Agents)              |                                                                                                                       |                                                                                                |
 |                                                  | [Human Input on Execution](./how-to/Human-Input-on-Execution)  |                                                                                                                       |                                                                                                |
 |                                                  | [Agent Monitoring with AgentOps](./how-to/AgentOps-Observability) |                                                                                                                       |                                                                                                |
\ No newline at end of file
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index 606c4949..e977418f 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -93,7 +93,7 @@ nav:
     - Install: "swarms/install/install.md"
     - Docker Setup: "swarms/install/docker_setup.md"
     - Contributing: "contributing.md"
-    - Multi-Agent Repository Template: "swarms/install/mulit-agent_template.md"
+    - Multi-Agent Repository Template: "swarms/install/multi_agent_template.md"
   - Framework:
     - Overview: "swarms/index.md"
     - Models: "swarms/models/index.md"
diff --git a/docs/swarms/install/multi-agent_template.md b/docs/swarms/install/multi_agent_template.md
similarity index 100%
rename from docs/swarms/install/multi-agent_template.md
rename to docs/swarms/install/multi_agent_template.md