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live/Research/AIR-2026-1965
liveliveResearch1 Research / proof of conceptAI

CapLite: Evaluating Prompt-Injection Vulnerabilities in Small Language Models

Researchers evaluated whether small language model agents can reliably write security artifacts for enforcement defenses. Testing across 15 open-weight models showed that generated policies frequently admit prompt injection attacks.

why this severityResearch paper demonstrating model limitations and vulnerabilities without real-world exploitation.

first report
13 Nov 2026
last update
13 Nov 2026

Timeline · 1

  1. 13 Nov 2026CapLite: Prompt-Injection Defense for Small Language Model Agents without Model-Written Security Artifacts

Sources · 1

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
dates
happened 13 Nov 2026 · first reported 13 Nov 2026
origin
News & research feeds
record
confidence 0.90 · created 2026-11-13 16:43Z · updated 2026-11-13 16:43Z

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
# CapLite: Evaluating Prompt-Injection Vulnerabilities in Small Language Models

https://gcdradar.vercel.app/incidents/caplite-evaluating-prompt-injection-vulnerabilities-in-small · AIR-2026-1965 · live

- Lane: Research
- Severity: 1 (Research / proof of concept): Research paper demonstrating model limitations and vulnerabilities without real-world exploitation.
- Fix status: Fix status unknown
- First reported: 2026-11-13
- AI role: Attack on AI

## Summary

Researchers evaluated whether small language model agents can reliably write security artifacts for enforcement defenses. Testing across 15 open-weight models showed that generated policies frequently admit prompt injection attacks.

## What to do

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

## Latest updates

- 2026-11-13: CapLite: Prompt-Injection Defense for Small Language Model Agents without Model-Written Security Artifacts (https://arxiv.org/abs/2611.17115)

## Sources

- 2026-11-13 arXiv: CapLite: Prompt-Injection Defense for Small Language Model Agents without Model-Written Security Artifacts https://arxiv.org/abs/2611.17115

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

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