arXiv:2610.24289v1 Announce Type: new Abstract: Large language model (LLM) agents now place options orders at retail brokers, and developers publish open-source options agents faster than anyone has examined them. Prior security work on trading agents scored academic equities designs by whether an attacker can flip a buy-or-sell decision.
Unbounded Losses, Unchecked Inputs: Measuring the Safeguards of LLM Options-Trading Agents
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