Update README.md

README.md

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 Unlike **specialized** agentic solutions, Grady is a **general-purpose** agentic system designed for broad applicability. Below is the architecture diagram and a series of screenshots demonstrating Grady successfully answering GAIA benchmark level 3 questions:
 
-- <a href="architecture.png">Architecture</a>
-- <a href="gui.png">GUI</a>
-- <a href="api-1.png">API</a> (Postman HTTP client calling Gradio REST API #1)
-- <a href="api-2.png">API</a> (Postman HTTP client calling Gradio REST API #2)
-- <a href="mcp.png">MCP</a> (Postman MCP client calling Gradio MCP server)
+- <a href="https://huggingface.co/spaces/bstraehle/grady/blob/main/doc/architecture.png">Architecture</a>
+- <a href="https://huggingface.co/spaces/bstraehle/grady/blob/main/doc/gui.png">GUI</a>
+- <a href="https://huggingface.co/spaces/bstraehle/grady/blob/main/doc/api-1.png">API</a> (Postman HTTP client calling Gradio REST API #1)
+- <a href="https://huggingface.co/spaces/bstraehle/grady/blob/main/doc/api-2.png">API</a> (Postman HTTP client calling Gradio REST API #2)
+- <a href="https://huggingface.co/spaces/bstraehle/grady/blob/main/doc/mcp.png">MCP</a> (Postman MCP client calling Gradio MCP server)
 - <a href="https://www.postman.com/ai-engineer/generative-ai-apis/overview">Postman</a> (filter by Grady)
 
 Built with <a href="https://www.gradio.app/">Gradio</a>, <a href="https://www.crewai.com/">crewAI</a>, <a href="https://phoenix.arize.com/">Arize AI</a>, and <a href="https://platform.openai.com/docs/models">OpenAI</a>, <a href="https://ai.google/get-started/our-models/">Gemini</a>, <a href="https://docs.anthropic.com/en/docs/about-claude/models">Anthropic</a> by <a href="https://huggingface.co/bstraehle">bstraehle</a>.