Ask BT · Live on this site

Interview the portfolio.

This assistant answers questions about Ben's candidacy, grounded in the same curated knowledge base as this site. It runs in two modes: a deterministic retrieval mode that works with zero backend, and a live mode where a rate-limited server route asks a small, fast language model with strict guardrails. Either way, if it doesn't know, it says so.

askbt · sessionanswers only from the knowledge base

Ask about Ben's experience, the systems he shipped, or fit for the role you're hiring for. Or start from a suggested question below.

Built by Ben as part of this site: knowledge base retrieval, streaming route handler, per-IP rate limiting, prompt-injection guardrails, and an honest fallback. The assistant speaks only from curated facts and never invents.