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Full-stack web developer, AI engineer & growth marketer. Building production-grade apps and intelligent solutions.

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    Ask the Portfolio

    Retrieval-augmented Q&A over the entire portfolio + blog corpus. Built with OpenAI embeddings, pgvector, and streaming responses.

    Ask My Portfolio

    OpenAI
    RAG
    PostgreSQL
    Next.js
    Hi! Ask me anything about Mashdun's projects, blog posts, or integrations. I'll cite specific sources you can click through to.

    How it works

    1. Pulls every published project, post & integration from Postgres
    2. Formats them as a grounded source list
    3. GPT-4o-mini answers using only those sources
    4. Citations link back to the source page

    Limitations

    • • Only knows what's published
    • • No memory between questions
    • • Will refuse if sources don't cover the topic
    See related work