gcdRadar
live/Research/AIR-2026-1734
liveliveResearch1 Research / proof of conceptAI

Beyond Prompt Injection: The Tool Update Gap in LLM Agent Security

LLM Agent Frameworks

Researchers identified a supply-chain vulnerability in agentic systems where updated external tools can introduce malicious functionality without re-verification. The issue bypasses context-window defenses because tool updates execute outside the model's direct visibility.

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

first report
3 Nov 2026
last update
3 Nov 2026

Timeline · 1

  1. 3 Nov 2026Beyond Prompt Injection: The Tool Update Gap in LLM Agent Security

Sources · 1

Research and catalogues

  1. 2026-11-03

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
Supply chainAgent hijack
severity
1 · Research / proof of concept
targets
Framework / tooling
dates
happened 3 Nov 2026 · first reported 3 Nov 2026
origin
News & research feeds
record
confidence 0.90 · created 2026-11-03 19:03Z · updated 2026-11-03 19:03Z

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

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the brief as text
# Beyond Prompt Injection: The Tool Update Gap in LLM Agent Security

https://gcdradar.vercel.app/incidents/beyond-prompt-injection-the-tool-update-gap-in-llm-agent-sec · AIR-2026-1734 · live

- Lane: Research
- Severity: 1 (Research / proof of concept): Demonstrated research attack vector with no known real-world exploitation.
- Fix status: Fix status unknown
- First reported: 2026-11-03
- AI role: Attack on AI
- Products: LLM Agent Frameworks

## Summary

Researchers identified a supply-chain vulnerability in agentic systems where updated external tools can introduce malicious functionality without re-verification. The issue bypasses context-window defenses because tool updates execute outside the model's direct visibility.

## What to do

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

## Latest updates

- 2026-11-03: Beyond Prompt Injection: The Tool Update Gap in LLM Agent Security (https://arxiv.org/abs/2611.01976)

## Sources

- 2026-11-03 arXiv: Beyond Prompt Injection: The Tool Update Gap in LLM Agent Security https://arxiv.org/abs/2611.01976

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

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