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
Sources · 1
Research and catalogues
- 2026-11-03Beyond Prompt Injection: The Tool Update Gap in LLM Agent SecurityarXiv · arxiv.org/abs/2611.01976
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Classification
- lane
- Research
- AI role
- Attack on AI
- categories
- Supply chainAgent hijack
- severity
- 1 · Research / proof of concept
- targets
- Framework / tooling
- owasp llm top 10
- LLM03:2025 Supply ChainLLM06:2025 Excessive Agency
- 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
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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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