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LangChain PALChain Code Injection

Product
LangChain LangChain
CVE
CVE-2023-36258
Disclosed
2023-07-03
CVSS
9.8
Auth
pre-auth
CISA KEV
no
Affected
LangChain < 0.0.236
Fixed
0.0.236 (PALChain moved to langchain-experimental)

Summary

LangChain's Program-Aided Language chain had the LLM write Python to solve problems and then executed it. Prompt injection let users get arbitrary code run on the host.

Root cause

PALChain generated a Python 'solution()' function via the LLM and ran it with exec(). Filtering was absent or bypassable, so a crafted question caused generated code to call os.system, exec or eval with attacker-chosen arguments.

Impact

Arbitrary code execution on servers exposing PALChain to user input.

Detection

Find dependencies on langchain < 0.0.236 using PALChain; review prompts containing os.system/exec/eval.

Mitigation

Upgrade, avoid executing model-generated code outside a sandbox, and move experimental chains behind strict input controls.

References