Independent builder based in Kharkiv, Ukraine. I'm not a professional programmer — I design AI-evaluation tools and build them by directing AI coding tools, acting as architect and tester. I created DriftBench, an open-source, fully deterministic benchmark (no LLM judge) for whether AI systems faithfully track a user's beliefs, conflicts, and identity across long conversations.