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Author

Gonzalo Gonzalez-Pumariega

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#artificial intelligence Preprint Oct 2026

Evolving Agent Interfaces

Computer-use agents are limited by the interfaces humans give them. An agent may type a spreadsheet cell by cell when a single line of code would do, or print all two thousand lines of a file through a shell to find one function. Both the interfaces and the knowledge of when to use each are built by hand, which cannot...

S. Agashe, Yuzhe Yang, Gonzalo Gonzalez-Pumariega et al. · 0 citations
#artificial intelligence Review Oct 2026

CWE-bench: Refocusing Agentic Security from Exploitation to Defense

CWE-bench is introduced, a private benchmark of 120 held-out repository audit-and-repair tasks spanning 73 CWE types, eight languages, and all OWASP Top 10 2025 categories, showing that no single agent is best across languages or vulnerability categories, and difficulty varies far more by vulnerability category than by...

Gonzalo Gonzalez-Pumariega, Ajay Jagannath, Adit Jain et al. · 0 citations

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