gcdRadar
live/Research/AIR-2026-1761
liveliveResearch1 Research / proof of conceptAI

Defending LLM Agents Against Parameter Poisoning

LLM agents

Researchers analyze parameter poisoning vulnerabilities where indirect prompt injection alters tool arguments while preserving intended actions. The attack manipulates task-critical values without introducing new tool calls.

why this severityDemonstrated research study with no known real-world exploitation.

first report
4 Nov 2026
last update
4 Nov 2026

Timeline · 1

  1. 4 Nov 2026Right Tool, Wrong Parameters: Defending LLM Agents Against Parameter Poisoning

Sources · 1

Research and catalogues

  1. 2026-11-04

Titles and links belong to their publishers. The summary above is written by gcdRadar in its own words; data is CC BY-SA 4.0.

Classification

AI role
Attack on AI
categories
Agent hijackPrompt injection
severity
1 · Research / proof of concept
targets
Framework / tooling, Enterprise deployment
dates
happened 4 Nov 2026 · first reported 4 Nov 2026
origin
News & research feeds
record
confidence 0.90 · created 2026-11-04 15:36Z · updated 2026-11-04 15:36Z

Lane, AI role, categories and severity come from the classifier; the OWASP and ATLAS rows are derived from the categories. How these are assigned

Copy a brief

This record as a short Markdown brief, for a ticket, a chat or a coding agent.

the brief as text
# Defending LLM Agents Against Parameter Poisoning

https://gcdradar.vercel.app/incidents/defending-llm-agents-against-parameter-poisoning · AIR-2026-1761 · live

- Lane: Research
- Severity: 1 (Research / proof of concept): Demonstrated research study with no known real-world exploitation.
- Fix status: Fix status unknown
- First reported: 2026-11-04
- AI role: Attack on AI
- Products: LLM agents

## Summary

Researchers analyze parameter poisoning vulnerabilities where indirect prompt injection alters tool arguments while preserving intended actions. The attack manipulates task-critical values without introducing new tool calls.

## What to do

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

## Latest updates

- 2026-11-04: Right Tool, Wrong Parameters: Defending LLM Agents Against Parameter Poisoning (https://arxiv.org/abs/2611.04673)

## Sources

- 2026-11-04 arXiv: Right Tool, Wrong Parameters: Defending LLM Agents Against Parameter Poisoning https://arxiv.org/abs/2611.04673

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

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