Test and benchmark LLM agents

Evaluate agent reasoning and outputs

Measuring multi-agent system output quality, safety alignment, and hallucination rates.

• · file|module|project scope

• · prioritized violation report
• · code fixes or worklist
• · execution log or transcript

• · AST-Grep

Agent runtime initialized with message queue and optional model service

• · Agent process hangs or infinite loop
• · Communication channel deadlock
• · Memory or CPU exhaustion

• · Uses statistical significance and pre-commit sample size
• · Includes regression test safety gates
• · Leverages LSP and AST-based code analysis