Splitting malicious actions from their rationale defeats skill-by-skill audits

The authors show that coordinated agent skills can fabricate context upstream, making a downstream malicious operation appear justified.

Chinese Tech
Wenxin Wu · Lingyong Yan · Lei Sha · Shuaiqiang Wang · Jiashu Zhao

Beihang University · Baidu Inc · Wilfrid Laurier University

Research Digest··3 min read
Wu and colleagues introduce CoordPoison, an automated framework for poisoning reusable LLM-agent skills by separating a malicious operation from the contextual rationale that prompts its execution.

The authors divide an agent attack into two Risk-Realization Factors.

Why this paper

From Baidu Inc and 2 others · Released code

In one line

Separating a poisoned agent skill's malicious operation from its fabricated justification enables effective attacks that isolated skill audits can miss.

What it released

Code

What we could check

  • ✓Code link in the paper (github.com)
  • ·No weights link found
  • ·No dataset link found
  • ·No compute details found
  • ·No stated limitations found
  • ·No benchmark numbers found

Observed from the paper text and links we have. Absence here means we did not find it, not that it does not exist.

§

Research Digest

Written by software from the reporting listed above, scored by an automated standards desk, and published without a person reading it first. If something here is wrong, tell the editor and it will be put right.