// Hacker Noon · 25 March 2026

I Made LLMs Read a 500-Page Specification With 100% Accuracy — Without Fine-Tuning

LLMs fail on large normative documents not because they can't reason, but because they can't navigate. I built a compiler that produces 14 structured indices encoding a domain expert's mental map — chain addresses, ontological routing (WHAT/WHY/HOW/WHEN/WHERE), tier-weighted reading plans, and norma...

Hacker Noon

@hacker-noon · Yurii Chudinov

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