A digital clone for this portfolio should start with a narrow purpose. It should answer questions about my data analytics work, software projects, writing, education, and professional experience using source material that I have approved.
The first version can stay lightweight while the knowledge base takes shape. LinkedIn experience, project descriptions, selected blog posts, and profile copy can become the initial source material.
When the backend is added, source control over the clone’s knowledge will matter most. The system should answer from trusted profile and portfolio content, cite the relevant source, and decline questions outside that material instead of inventing details.
In a future version, the frontend may call a cloud endpoint that handles retrieval, prompting, and response formatting. For now, the page establishes the interaction model and keeps the content aligned with the rest of the portfolio.