Tag
This paper proposes TriAdReview, a triangular adversarial review architecture that uses two independent reviewer models (engineering and boundary perspectives) and a judging mechanism to iteratively improve a generator model's output for technical document generation. Experiments show a 10.1% overall improvement over single-model baselines, with strong gains in security audit, code generation, and architecture design, but a degradation on requirements analysis indicating task-dependent effectiveness.