Khakim Angenoev

About

CEO, ONTO Standard Building the epistemic discipline layer for production AI. 10 commercial LLMs tested. Zero produce calibrated confidence. Zero cite sources by default. Zero quantify what they don't know. ONTO fixes that — server-side, no retraining, deterministic scoring. GPT 5.2 baseline 0.53 → 5.38 with GOLD injection (10×, n=100, regex-only). Open methodology: github.com/nickarstrong/onto-research Standard: ontostandard.org

Experience

• Co-Founder & Research Lead — ONTO Research Standard at ONTO Research Standard
  Dec 2025 - Present · 8 mos

  Co-Founder, ONTO Standard Building the epistemic discipline layer for production AI. 10 commercial LLMs tested. Zero produce calibrated confidence. Zero cite sources by default. Zero quantify what they don't know. ONTO fixes that — server-side, no retraining, deterministic scoring. GPT 5.2 baseline 0.53 → 5.38 with GOLD injection (10×, n=100, regex-only). Open methodology: github.com/nickarstrong/onto-research Standard: ontostandard.org