Ask about my profile

What is Ask?

Ask is a small chatbot about my profile. Ask it what a recruiter or a client would ask me: my experience, my skills and their limits, my approach, my projects, my availability. It answers in the language of your question (English, French or Dutch), cites the passages it used, and says plainly when something is not documented: it never makes up a skill.

How it is built

• A knowledge base of my own documents: a validated profile, my CVs, the LinkedIn recommendations, the pages of this site and of promulga.com, and the governance documents of my Statbel case. Each passage is marked public or internal; this page only sees the public ones, in a separate index.
• A search (BM25 full-text search in SQLite) finds the six passages closest to your question, with French, English and Dutch synonyms.
• An AI model (Claude, by Anthropic) writes a short answer from those passages only, with rules: cite the sources, state the limits, never discuss private matters, job applications or rates.
• Measured, like a data product: a test set of about forty questions checks that the right passages come back and that nothing internal or private leaks.

The same knowledge base also serves me directly, through an MCP server in Claude. It is a working example of governed data made usable by AI.