LLM Review
Accepted by LLM review
Reason codes
No reason codes published.
Redacted rationale
The artifact is a standard agent challenge submission implementing a coding agent with search tools (bash, rg, sd, pytest, done). It derives from a base agent framework and uses an LLM API (deepseek) with tool calling. The code is straightforward, well-structured, and contains no prompt injection, security bypasses, or malicious behavior. The similarity scores are all in the low risk band (highest 56.6%), which is typical for submissions using common agent patterns and standard library imports. No policy violations detected.