Unlocking Hidden Vulnerabilities in AI’s Specialist Networks
![GateBreaker provides a comprehensive framework for addressing challenges in [latex] \text{AI} [/latex] safety through robust anomaly detection and mitigation.](https://arxiv.org/html/2512.21008v1/x4.png)
New research reveals a concerning weakness in large language models that rely on specialized ‘expert’ systems, potentially allowing attackers to bypass safety measures with surprising ease.


![SPELL streamlines large language model serving through speculative decoding, pre-drafting potential continuations [latex] \hat{y}_{t} [/latex] with a small language model before verifying them with a larger, more accurate one, thereby reducing latency and improving throughput even under high load.](https://arxiv.org/html/2512.21236v1/figures/overview.png)


