Safeguard Measurements and Vulnerabilities in Options-Trading LLM Agents

# Safeguard Measurements and Vulnerabilities in Options-Trading LLM Agents

https://gcdradar.vercel.app/incidents/safeguard-measurements-and-vulnerabilities-in-options-tradin · AIR-2026-1419 · closed 2026-11-03

- Lane: Research
- Severity: 1 (Research / proof of concept)
- Fix status: Fix status unknown
- First reported: 2026-10-20
- AI role: Attack on AI

## Summary

A security measurement of shipped options-trading LLM agents across multiple repositories and broker documentation revealed significant lack of safeguards. The study highlights risks where automated order paths can reach unbounded financial losses.

## What to do

No action recorded; read the sources below and the vendor's advisory.

## Latest updates

- 2026-10-20: Unbounded Losses, Unchecked Inputs: Measuring the Safeguards of LLM Options-Trading Agents (https://arxiv.org/abs/2610.24289)

## Sources

- 2026-10-20 arXiv: Unbounded Losses, Unchecked Inputs: Measuring the Safeguards of LLM Options-Trading Agents https://arxiv.org/abs/2610.24289

Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.