diff --git a/examples/deep_research_api/introduction_to_deep_research_api_agents.ipynb b/examples/deep_research_api/introduction_to_deep_research_api_agents.ipynb
index a86462d908..7a57f526f0 100644
--- a/examples/deep_research_api/introduction_to_deep_research_api_agents.ipynb
+++ b/examples/deep_research_api/introduction_to_deep_research_api_agents.ipynb
@@ -260,7 +260,7 @@
         "   - Streams intermediate events for transparency\n",
         "   - Outputs final Research Artifact (which we later parse)\n",
         "\n",
-        "![../../images/agents_dr.png](../../../images/agents_dr.png)\n",
+        "![../../images/agents_dr.png](../../../images/agent_dr.png)\n",
         "\n",
         "For more insight into _how_ the MCP server is build. [See this resource.](https://cookbook.openai.com/examples/deep_research_api/how_to_build_a_deep_research_mcp_server/readme )"
       ]