A deterministic rule-based monitor that detects coding-agent drift, paired with an LLM advisor called only when needed, raises SWE-agent issue resolution rates by up to 15.2 percentage points at about $0.08 extra per task.
Can llm be a good path planner based on prompt engineering? mitigat- ing the hallucination for path planning,
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Online Monitoring and Corrective Steering of Programming Agents
A deterministic rule-based monitor that detects coding-agent drift, paired with an LLM advisor called only when needed, raises SWE-agent issue resolution rates by up to 15.2 percentage points at about $0.08 extra per task.