2026-07-28 · By StructZero Engineering Team
Why Multi-Model Debate Outperforms Single LLMs
An in-depth analysis of self-confirmation bias in LLMs and how StructZero eliminates hallucinated imports.
Single LLM models frequently generate hallucinated imports and breaking interface changes because they validate output against their own prior context.
By introducing multi-agent debate—where independent models critique proposals—StructZero catches architectural flaws before writing code.