make_latex_model
Fail
Audited by Gen Agent Trust Hub on Feb 16, 2026
Risk Level: HIGHCOMMAND_EXECUTIONREMOTE_CODE_EXECUTION
Full Analysis
- [COMMAND_EXECUTION] (HIGH): The skill frequently spawns subprocesses to execute external tools including
xelatex,bibtex,soffice, andpdftoppm. These calls are found inscripts/run_ai_optimizer.py,scripts/benchmark.sh, andtests/v202601052142/run_test.sh. While project paths are validated to stay withinPROJECTS_ROOT, the execution of a LaTeX compiler on AI-modified source code is inherently risky. - [REMOTE_CODE_EXECUTION] (HIGH): The skill's 'AI Optimizer' (
scripts/core/ai_optimizer.py) implements a feedback loop where an AI reasoner suggests modifications to LaTeX configuration files (@config.tex). If a malicious PDF or Word document is provided as a benchmark, it could manipulate the AI's reasoning (Indirect Prompt Injection) to inject malicious LaTeX commands. Because LaTeX compilers often support features like shell-escape (\write18), this can lead to arbitrary command execution on the host system. - [DATA_EXPOSURE] (MEDIUM): The skill accesses files within the
projects/directory, specifically targeting@config.texandmain.tex. Although there is no evidence of active exfiltration, the capability to read and process local project files in conjunction with potential command execution increases the risk of sensitive data exposure if compromised. - [INDIRECT_PROMPT_INJECTION] (HIGH): There is a clear mandatory evidence chain for Category 8: 1. Ingestion points:
analyze_pdf.py(PDF via PyMuPDF) andheading_validator.py(Word via python-docx). 2. Boundary markers: The skill lacks formal boundary markers to prevent embedded instructions in PDFs from influencing the 'DecisionReasoner'. 3. Capability inventory: Subprocess execution of LaTeX compilers and file write access to.texfiles. 4. Sanitization:latex_format_parser.pyperforms text cleaning, but the optimization logic specifically aims to align LaTeX content with external benchmark text, facilitating the transfer of malicious payloads.
Recommendations
- AI detected serious security threats
Audit Metadata