LLM Review
Accepted by LLM review
Reason codes
No reason codes published.
Redacted rationale
The artifact is a straightforward coding-agent submission. It defines a simple loop controller that calls a DeepSeek API with shell/view/save/finish tools. There is no prompt-injection text attempting to override reviewer, validator, benchmark, grading, or security instructions, nor any exfiltration or bypass logic. The similarity scores are all in the low-risk band (highest 50.3%), which is typical for common agent patterns (BaseAgent subclasses, httpx calls, tool schemas). The code appears benign and functional.