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Human developers build partial dependency graphs on-demand — not static global graphs. DyRetriever replicates this pattern, achieving +59.73% Pass@1 on DevEval while being 7.4x faster.
Empirical analysis of token consumption in LLM-based multi-agent systems reveals that 59.4%% of tokens go to code review, not generation — and a 2:1…
Researchers from Johns Hopkins demonstrated that GitHub PR titles and issue comments can hijack Claude Code, Gemini CLI, and Copilot Agent to steal…