LLM Review
Accepted by LLM review
Reason codes
No reason codes published.
Redacted rationale
The artifact is a legitimate software-engineering agent for a benchmark challenge. It contains no prompt injection, no policy override, and no malicious code. The only notable finding is an embedded API key in `agentcore/_embedded_key.txt`, which is a functional requirement for the agent to call the DeepSeek API during evaluation. The key is bundled intentionally by the packaging script (`tools/package.py`) and is not an exfiltration attempt. The similarity score is low (9.33%), and there are no other red flags.