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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.

Lin-Sen Zhu, Yirui Shi · 0 citations