Building BIS SmartAssist (MANAKAI): Zero-Hallucination AI for 23,800+ Indian Standards with OpenAI Codex

How we engineered a zero-hallucination compliance assistant for 23,866 Indian Standards and pair-programmed the architecture with OpenAI Codex.