Guardrail Loops for LLM Repair: The Case for Hybrid Reasoning
How nxusKit turns plausible LLM advice into inspectable facts, repair evidence, and a second inspection
A fluent LLM answer is not the same thing as an inspected answer. This nxusKit example shows how to turn plausible advice into facts, inspect it with selected reasoning tools, repair from evidence, and inspect the repair.