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Lingfeng Zhu

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#software testing Preprint Aug 2026

DSA: Evidence-Aware LLM-Agent Orchestration for Multi-Market Stock Research

DSA is presented, an evidence-aware orchestration framework for multi-market stock research with large language model (LLM) agents that establishes implementation conformance for the tested software contracts, not superior report quality, forecasting accuracy, or investment returns.

Lingfeng Zhu, Yirui Shi · 0 citations