Author

Yutaro Kashiwa

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#artificial intelligence Review Aug 2026

AgentLogs: A Dataset for Opening the Black Box of GitHub's Cloud Agent

A large-scale dataset of agent activity on GitHub, exposing not only what agents contribute but also how they work enables research on agent behavior, efficiency and cost, task formulation, failure modes, and human-agent collaboration in agentic software engineering.

Jonan Richards, Kosei Horikawa, You-Mei Fan et al. · 0 citations

Jun 2026

How Do Developers Maintain and Evolve Their Agents' Instructions? An Empirical Study

A large-scale mining study combining repositories with ACFs and agent-generated commits is conducted, reconstructing ACF evolution at the commit level, classify changes using a qualitative approach, and analyze their association with code quality metrics.

Gianmario Voria, Alfonso Cannavale, A. Lucia et al. · arXiv.org · 0 citations