Ask the portfolio
Ask, and get my own words back.
Ask about my work, research or background. Every answer is a passage from this site, quoted as written, with a link to where it comes from. If nothing here covers your question, it says so instead of guessing.
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How it works
Built on what Lumi taught me
My thesis study ended in seven principles for conversational AI people can trust. This page follows them. It isn't an AI model: it is a search over this site that runs in your browser.
- Source-anchored
- Every answer is a passage from this site, with the page it comes from.
- Scope-stated
- It only knows what is written here, and says so up front.
- Hallucination-conservative
- It never writes new text. When nothing fits, it says it doesn't know.
- Verification-supporting
- Each answer links to its exact section, so you can read it in context.
- Vulnerability-aware
- Your question stays in your browser. It isn't sent anywhere or stored.
- Action-closing
- Each answer ends with a next step: the full page, or a way to ask me directly.
- Structurally minimal
- One answer first, and at most two more.