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2 results for “security” in keywordSearch & filters ↓

PreprintsResearch ArticleNot peer reviewed

Prompt-Injection Resilience in Browser-Embedded Assistants

Marcus Tan, Sofia Lindqvist, Lena Hartwell

Version 1 · 2 October 2026 · 10.xxxx/ctm.pp.2026.0006

Assistants embedded in web browsers read page content on the user's behalf, which exposes them to indirect prompt injection: instructions hidden in a page that the assistant mistakes for the user's. We build a test suite of 600 injected pages across seven attack styles and measure three defences: instruction-hierarchy prompting, a classifier that screens page text, and permission gating of sensitive actions. No single defence is sufficient; combining a screening classifier with gating of actions that write or send data lowers attack success from 62% to 4% while preserving 93% of benign task success.

Abstract PDF 912 2880 cited
ProceedingsFull paper

Sandboxing Agent Tool Calls with Capability Tokens

Marcus Tan, Jonas Berg

RTUA 2026 · pp. 10–18 · 3 July 2026 · 10.xxxx/ctm.pr.2026.0002

Tool-using agents are typically granted broad credentials, so a single injected instruction can cause large harm. We describe a capability-token scheme in which every tool call carries a narrowly scoped, short-lived token issued by a policy layer outside the model. A prototype blocks all 41 attack scripts in our test suite with under 4 ms of added latency.

Abstract PDF 1,190 4301 cited