LLM Review
Accepted by LLM review
Reason codes
No reason codes published.
Redacted rationale
The submission is a legitimate Python agent implementation for a Terminal-Bench task. It uses a queue-driven async architecture with polymorphic `do` and `end` tools, calls the DeepSeek API, and handles shell/file/test operations. The system prompt (PROMPT_TEXT) is an ordinary task description and tool specification for the agent—it does not contain any instructions to override reviewer/validator/benchmark/grading/security instructions, exfiltrate [REDACTED_SECRET], or bypass evaluation policy. Similarity scores are all in the low-risk band (max 56.3%), which is expected for common agent patterns. No policy violations detected.