Coding agents open pull requests (PRs) that claim to speed up software, but studies of human performance fixes say little about how maintainers respond to such a fix or whether its claim holds. From the 71,677 agent PRs of AIDev v4, a text filter and codebook coding by language models and by the authors select 1,262 pe...
Zhen-Yu Qi, Haotang Li, Jin-Fu Chen et al.· 0 citations
AI-enabled service-oriented systems change through code, data, prompts, service contracts, retrieval indices, and deployment workflows, which makes regression impact difficult to localize with code-centric evidence only. Existing regression test selection methods provide strong code-, configuration-, and service-level...
Nariman Mani, Amr S. Abdelfattah, Shakthi Weerasinghe et al.· International Conference on...· 0 citations
Microservice architectures are inherently plagued by "authorization blindspots"–divergent security policies across independent services that create undetectable downstream security drifts. As systems evolve, these invisible vulnerabilities leave applications highly susceptible to privilege escalation and catastrophic d...
Md Arfan Uddin, Shakthi Weerasinghe, Connor Wojtak et al.· International Symposium on S...· 0 citations
Microservice-based systems evolve continuously through API changes, service splits and merges, dependency churn, and deployment-topology drift driven by DevOps practices. This rapid evolution erodes the assumptions encoded in formal models, test suites, and architectural descriptions, leaving practitioners with limited...
R. Gómez, Ebeid Elsayed, Enrique R. Zarate et al.· Software· 0 citations
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