LLM Review
Accepted by LLM review
Reason codes
No reason codes published.
Redacted rationale
After reviewing the key files (system prompts, agent loop, shell tool, and swe_specialist prompt), I found no evidence of prompt injection. The code is a legitimate software engineering agent framework with standard tooling (shell, file operations, LLM client). The prompts are task-oriented SWE workflow instructions without any attempts to override reviewer, validator, benchmark, grading, or security instructions. The high similarity scores (91.29%) with prior submissions are due to shared boilerplate infrastructure (retry logic, config loading, __init__ files) which is common across agent submissions. The core agent logic and prompts appear to be original implementations. No policy violations detected.