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AI Bug Fix Agent

TejaswiniAleti - PeerSpot reviewer
Member Technical at ADP
100 people affected
1 people managed
0 month project

Project Description

Developed an AI-powered Bug Fix Agent that accelerates software debugging by identifying the root cause of defects across complex, multi-repository applications. Instead of limiting its analysis to a single codebase, the agent scans interconnected repositories, understands project architecture, traces the end-to-end execution flow, and identifies dependencies between services and modules.

By combining repository-wide context with intelligent code analysis, the agent pinpoints the source of defects, recommends appropriate fixes, and generates code changes aligned with project coding standards. The solution significantly reduces the time spent on root cause analysis, enabling developers to resolve issues more efficiently while maintaining code quality and consistency.

Lessons Learned

I would enhance the agent with automated validation by executing regression tests after applying fixes, integrate it directly with issue tracking systems such as Jira and GitHub Issues, and enable continuous learning from previously resolved defects to improve the accuracy of future root cause analysis and fix recommendations.

Highlights

Ahead of schedule
Received recognition / award
Support from colleagues

Difficulties

Equipment incompatibility
Steep learning curve
Hard to meet schedule

Products Used

Technical Skills Used

  • Critial Thinking
  • Problem Solving
  • Mutli repository Analysis
  • Generative AI
  • Agentic workflows
  • Root cause Analysis
  • AI agents
  • Prompt Engineering
  • Rest APIs
  • Debugging
  • Hyderabad (IN)17.384178.4564