Author

Ion Stoica

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Preprint Jul 2026

Fantastic Adaptive Taxonomies and How to Use Them

It is argued that an agent system should maintain an explicit representation of how it fails, induced from its own behavior and reusable wherever failure feedback is needed, and AdaMAST builds this representation by converting a target system's traces into a compact, evidence-grounded failure taxonomy.

M. Cemri, Andrei Cojocaru, Melissa Z. Pan et al. · 0 citations

Towards Autonomous Software Development

A three-level taxonomy inspired by autonomous driving that distinguishes degrees of autonomy along a roadmap from today’s AI-assisted development workflows to fully autonomous software development in which AI systems autonomously identify demands and design, implement, verify, and maintain software without human oversight is introduced.

Hao Wang, Ruijie Meng, Zhe Ye et al. · 0 citations