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Author

Matt Steiner

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Book Open access Jul 2026

Autonomous Refactoring for Perfective Maintenance at Scale: The Agentic RACER System and its Empirical Evaluations

Developing a GenAI agent that autonomously formulates, prioritizes, and completes a limited set of code improvement tasks enterprise-wide is reported, and a Difference-in-Differences analysis found that automated improvements had an effect on the reduction of future maintenance effort that was as strong as or stronger...

Audris Mockus, Arjun Singh Banga, Payal Bhuptani et al. · 0 citations
Jun 2026

Experience Graphs: The Data Foundation for Self-Improving Agents

The database community has repeatedly advanced the state of the art by recognizing that new workloads demand new system architectures. We argue that long-horizon agentic tasks -- code generation, scientific discovery, hardware design -- are such a workload. These agents explore: they generate artifacts, execute tools,...

Gang Liao, Yujia He, Abdullah Ozturk et al. · 0 citations

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