// Hacker Noon · 12 March 2026

Designing Trust-Aware Hybrid AI Systems with Deterministic Reasoning and LLM Explanations

Refactor was not an effort to build a rule engine. It began with a replay test that exposed a deeper problem. We did not have a clear definition of what was authoritative.

Hacker Noon

@hacker-noon · Nandakishore leburu

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