diff --git a/README.md b/README.md
index 09e8236e..8a5307e5 100644
--- a/README.md
+++ b/README.md
@@ -164,3 +164,6 @@ Before running RowBoat, ensure you have:
 
 3. **Sign-in Button Not Appearing**
    - If the sign-in button does not appear in the UI, ensure the Auth0 domain in your `.env` file is prefixed with `https://`.
+
+## Attribution
+Our agents framework is built on top of [OpenAI Swarm](https://github.com/openai/swarm) with custom enhancements and improvements. Check the [NOTICE](https://github.com/rowboatlabs/rowboat/blob/main/apps/agents/NOTICE.md) for attribution and licensing details (MIT license).
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diff --git a/apps/agents/README.md b/apps/agents/README.md
index 7e220f82..489146f8 100644
--- a/apps/agents/README.md
+++ b/apps/agents/README.md
@@ -2,14 +2,14 @@
 
 ## 📝 Overview  
 - RowBoat Agents is a multi-agent framework that powers conversations using agentic workflows.  
-- Built on top of [OpenAI Swarm](https://github.com/openai/swarm) with custom enhancements and improvements. Check the `NOTICE.md` for attribution and licensing details (MIT license).  
+- Built on top of [OpenAI Swarm](https://github.com/openai/swarm) with custom enhancements and improvements. Check the [NOTICE](https://github.com/rowboatlabs/rowboat/blob/main/apps/agents/NOTICE.md) for attribution and licensing details (MIT license).  
 
 ---
 
 ## 🕸️ Graph-based Framework  
 - Multi-agent systems are represented as graphs, where each agent is a node in the graph.  
 - RowBoat Agents accepts Directed Acyclic Graph (DAG) workflows, which define agents, tools, and their connections.
-- Configure workflows using the RowBoat Studio (UI) with the help of an AI copilot. Setup instructions can be found in the [main README](https://github.com/rowboatlabs/rowboat/tree/dev).  
+- Configure workflows using the RowBoat Studio (UI) with the help of an AI copilot. Setup instructions can be found in the [main README](https://github.com/rowboatlabs/rowboat).  
 - The framework is stateless, meaning that it requires the upstream service to pass in the current `state` and `messages` in every turn.
 - At each conversation turn:  
   - The agents are initialized using the current `state`.
diff --git a/apps/docs/docs/quickstart.md b/apps/docs/docs/quickstart.md
index 95f077e4..238bf8e8 100644
--- a/apps/docs/docs/quickstart.md
+++ b/apps/docs/docs/quickstart.md
@@ -3,7 +3,4 @@ Follow the [installation steps](/installation/) to set up RowBoat Studio, API an
 
 ## Building your first assistant
 
-Coming soon.
-
-
-
+Coming soon.
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