e-ISSN: Pending
Negative / Null Result Report

The Kernel Blindness Hypothesis: Investigating OS-Level Detectability of LLM Safety Mechanisms

Kilic A; Celiktas B · 2026 · Preprint

WASTE classifies this as Negative / Null Result Report · AI classification, approximate

The study found no significant effect — useful as a negative control or null benchmark for your own design.

Abstract (excerpt)

Abstract As Large Language Models (LLMs) are integrated into critical infrastructure, externally auditing their safety mechanism activation without internal access becomes essential. This paper investigates whether LLM safety refusals…

Excerpt shown for reference under fair use — read the full paper at the publisher.

Read full paper at publisher

Hosted by the publisher — may require access.

About to run something similar?

Run an AI Precheck on your own design to catch failure modes like this one before you spend the time. Your first desk check is free.

WASTE indexes this work — it does not host or republish it. Failure-type classification is automated and approximate.

Metadata source: Europe PMC · DOI 10.21203/rs.3.rs-9190463/v1