gcdRadar
archive/Research/AIR-2026-1686
closedclosed 13 Nov 2026Research1 Research / proof of conceptAI

When Skills Tell Agents Not to Ask: Oversight Directives Study

agent skills

Researchers conducted a large-scale study on oversight-loosening directives embedded within public LLM agent skills. The findings reveal how copied instructions can silently instruct agents to bypass approval checks and security boundaries.

why this severitySeverity 1 research paper demonstrating security risks in agent skill instructions.

first report
30 Oct 2026
last update
30 Oct 2026

Timeline · 1

  1. 30 Oct 2026When Skills Tell Agents Not to Ask: A Large-Scale Study of Oversight Directives in Agent Skills

Sources · 1

Research and catalogues

  1. 2026-10-30

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 hijack
severity
1 · Research / proof of concept
targets
Framework / tooling
dates
happened 30 Oct 2026 · first reported 30 Oct 2026
origin
News & research feeds
record
confidence 0.85 · created 2026-10-31 02:32Z · updated 2026-11-14 00:22Z

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
# When Skills Tell Agents Not to Ask: Oversight Directives Study

https://gcdradar.vercel.app/incidents/when-skills-tell-agents-not-to-ask-oversight-directives-stud · AIR-2026-1686 · closed 2026-11-13

- Lane: Research
- Severity: 1 (Research / proof of concept): Severity 1 research paper demonstrating security risks in agent skill instructions.
- Fix status: Fix status unknown
- First reported: 2026-10-30
- AI role: Attack on AI
- Products: agent skills

## Summary

Researchers conducted a large-scale study on oversight-loosening directives embedded within public LLM agent skills. The findings reveal how copied instructions can silently instruct agents to bypass approval checks and security boundaries.

## What to do

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

## Latest updates

- 2026-10-30: When Skills Tell Agents Not to Ask: A Large-Scale Study of Oversight Directives in Agent Skills (https://arxiv.org/abs/2610.37734)

## Sources

- 2026-10-30 arXiv: When Skills Tell Agents Not to Ask: A Large-Scale Study of Oversight Directives in Agent Skills https://arxiv.org/abs/2610.37734

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