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

This story is from 2026-10-17. It is preserved in the archive; the latest stories are on the live feed.

🇮🇳 The Challenge: Why Generic LLMs Fail at Regulatory Compliance When an MSME manufacturer, startup founder, or laboratory engineer asks an AI: "What are the mandatory testing parameters under Scheme-I ISI Mark for IS 1786 (High Strength Deformed Steel Bars)?" Standard commercial LLMs almost alwa…

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  1. 2026-10-17 08:13 · DEV Community — AI
    Building BIS SmartAssist (MANAKAI): Zero-Hallucination AI for 23,800+ Indian Standards with OpenAI Codex

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