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Narration Gap in LLM-Solver Loops Poses Risk for Enterprise AI Decision Pipelines Technology
Artificial Intelligence #llm#ai

Narration Gap in LLM-Solver Loops Poses Risk for Enterprise AI Decision Pipelines

According to Huang and Deng, LLM-solver loops have a narration gap where the model's output can be manipulated even if the solver decision is sound. Certificate gating protects the solver verdict, but an adversary can invert the conclusion across phrasings. Hardened prompts reduce but do not eliminate the vulnerability.

Jun 20, 2026 1 source