// Hacker Noon · 1 May 2026

Why My High-Stakes RAG Failed and How I Rebuilt it with Deterministic Graphs

The Conflict: Naive RAG relies on semantic similarity (vectors), which is "context-blind" to the rigid logical dependencies and superseding clauses found in high-stakes industries like finance. The Pivot: Moving from "probabilistic vibes" to Knowledge Graphs. By structuring unstructured text into an...

Hacker Noon

@hacker-noon · Abhilash Pakalapati

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