Conjunctive prompt attacks split adversarial elements across agents and routing paths in multi-agent LLM systems, evading isolated defenses and succeeding through topology-aware optimization.
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A protocol-coded audit of 77 LLM trading agent studies shows that only 2 of 19 primary empirical papers report time-consistent data splits and none reach high reproducibility standards.
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Conjunctive Prompt Attacks in Multi-Agent LLM Systems
Conjunctive prompt attacks split adversarial elements across agents and routing paths in multi-agent LLM systems, evading isolated defenses and succeeding through topology-aware optimization.
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Agentic Trading: When LLM Agents Meet Financial Markets
A protocol-coded audit of 77 LLM trading agent studies shows that only 2 of 19 primary empirical papers report time-consistent data splits and none reach high reproducibility standards.