Autonomous Issue Resolver: Towards Zero-Touch Code Maintenance
📰 ArXiv cs.AI
Autonomous Issue Resolver proposes a new paradigm for zero-touch code maintenance using Large Language Models
Action Steps
- Shift from control-centric paradigm to data-centric approach
- Utilize Large Language Models for function-level code generation
- Employ Data Trajectory concept instead of Code Property Graphs
- Implement Autonomous Issue Resolver for repository-scale Automated Program Repair
Who Needs to Know This
Software engineers and DevOps teams can benefit from this approach as it automates code maintenance and repair, reducing manual effort and increasing efficiency
Key Insight
💡 Paradigm shift from control-centric to data-centric approach enables efficient zero-touch code maintenance
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💡 Autonomous Issue Resolver revolutionizes code maintenance with Large Language Models!
Key Takeaways
Autonomous Issue Resolver proposes a new paradigm for zero-touch code maintenance using Large Language Models
Full Article
Title: Autonomous Issue Resolver: Towards Zero-Touch Code Maintenance
Abstract:
arXiv:2512.08492v3 Announce Type: replace Abstract: Recent advances in Large Language Models have revolutionized function-level code generation; however, repository-scale Automated Program Repair (APR) remains a significant challenge. Current approaches typically employ a control-centric paradigm, forcing agents to navigate complex directory structures and irrelevant control logic. In this paper, we propose a paradigm shift from the standard Code Property Graphs (CPGs) to the concept of Data Tra
Abstract:
arXiv:2512.08492v3 Announce Type: replace Abstract: Recent advances in Large Language Models have revolutionized function-level code generation; however, repository-scale Automated Program Repair (APR) remains a significant challenge. Current approaches typically employ a control-centric paradigm, forcing agents to navigate complex directory structures and irrelevant control logic. In this paper, we propose a paradigm shift from the standard Code Property Graphs (CPGs) to the concept of Data Tra
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