Research#llm📝 BlogAnalyzed: Dec 25, 2025 05:13

Lay Down "Rails" for AI Agents: "Promptize" Bug Reports to "Minimize" Engineer Investigation

Published:Dec 25, 2025 02:09
1 min read
Zenn AI

Analysis

This article proposes a novel approach to bug reporting by framing it as a prompt for AI agents capable of modifying code repositories. The core idea is to reduce the burden of investigation on engineers by enabling AI to directly address bugs based on structured reports. This involves non-engineers defining "rails" for the AI, essentially setting boundaries and guidelines for its actions. The article suggests that this approach can significantly accelerate the development process by minimizing the time engineers spend on bug investigation and resolution. The feasibility and potential challenges of implementing such a system, such as ensuring the AI's actions are safe and effective, are important considerations.

Reference

However, AI agents can now manipulate repositories, and if bug reports can be structured as "prompts that AI can complete the fix," the investigation cost can be reduced to near zero.