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#computer vision Preprint Oct 2026

Large-scale Repository Engineering via Agent-Native Reusable Code Primitives

Large language models equipped with development environments have moved code generation toward repository-scale construction, yet building complete repositories remains difficult because interacting modules, interfaces, configurations, tests, and dependencies must work together. We introduce Code Primitives, agent-nati...

Hai-Bo Jin, Peng Kuang, Xu-Chen Yu et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Composing Task-specific Agent Harnesses at Test Time with Reusable Primitives

Agent harnesses govern how large language models (LLMs) gather context, invoke tools, verify results, preserve state, and terminate, largely affecting agent performance. However, the value of each harness mechanism can differ across heterogeneous tasks: a mechanism that improves one task may impose overhead or context...

Peng Kuang, Hai-Bo Jin, De-Hao Wu et al. · 0 citations

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