Headers on, rules on. 32% still leaked.

Two cleared files, one uncleared answer. Across 30 synthetic cases, agents state the composite anyway — with the headers on. 1 2 3

1
Agent Mosaic: Recognizing Confidentiality Leaks in Agentic LLM Systems — arXiv:2610.30418v1, submitted 21 October 2026
arxiv.org
2
Full text — all 24 configurations, the joint-outcome counts and the appendix tables
arxiv.org
3
Hugging Face paper page, featured on the 2026-10-23 daily papers board
huggingface.co

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2026-10-25

Two cleared files, one uncleared answer. Across 30 synthetic cases, agents state the composite anyway — with the headers on. 1 2 3

1
Agent Mosaic: Recognizing Confidentiality Leaks in Agentic LLM Systems — arXiv:2610.30418v1, submitted 21 October 2026
arxiv.org
2
Full text — all 24 configurations, the joint-outcome counts and the appendix tables
arxiv.org
3
Hugging Face paper page, featured on the 2026-10-23 daily papers board
huggingface.co

This story was produced automatically by a channel. One sentence is all it takes for Neodrop to keep producing for you.