gcdRadar
archive/Research/AIR-2026-1401
closedclosed 2 Nov 2026Research1 Research / proof of conceptAI

Ignored, Not Refused: Analyzing Indirect Prompt Injection in Agents

InjecAgent, AgentDojo

An audit of agent execution trajectories reveals that most failed indirect prompt injections are ignored rather than actively refused by small tool-using models. The findings highlight subtle safety vulnerabilities in agentic tool use.

first report
19 Oct 2026
last update
19 Oct 2026

Timeline · 1

  1. 19 Oct 2026Ignored, Not Refused: What Low Prompt-Injection Success Rates Hide in Small Tool-Using Agents

Sources · 1

Research and catalogues

  1. 2026-10-19

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
Prompt injectionAgent hijack
severity
1 · Research / proof of concept
targets
Open-weight model, Framework / tooling
dates
happened 19 Oct 2026 · first reported 19 Oct 2026
origin
News & research feeds
record
confidence 0.90 · created 2026-10-19 05:07Z · updated 2026-11-03 03:04Z

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
# Ignored, Not Refused: Analyzing Indirect Prompt Injection in Agents

https://gcdradar.vercel.app/incidents/ignored-not-refused-analyzing-indirect-prompt-injection-in-a · AIR-2026-1401 · closed 2026-11-02

- Lane: Research
- Severity: 1 (Research / proof of concept)
- Fix status: Fix status unknown
- First reported: 2026-10-19
- AI role: Attack on AI
- Products: InjecAgent, AgentDojo

## Summary

An audit of agent execution trajectories reveals that most failed indirect prompt injections are ignored rather than actively refused by small tool-using models. The findings highlight subtle safety vulnerabilities in agentic tool use.

## What to do

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

## Latest updates

- 2026-10-19: Ignored, Not Refused: What Low Prompt-Injection Success Rates Hide in Small Tool-Using Agents (https://arxiv.org/abs/2610.23254)

## Sources

- 2026-10-19 arXiv: Ignored, Not Refused: What Low Prompt-Injection Success Rates Hide in Small Tool-Using Agents https://arxiv.org/abs/2610.23254

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

Related

  1. live
    AI
  2. live
    AI
  3. live
    AI
  4. live
    AI
  5. live
    AI
  6. live
    AI