Gaotang Li, Bhavana Dalvi Mishra, Yifei Ming, Yanfei Chen, Zhongying CuiZhu, Lesly Miculicich, Long T. Le, Rui Meng · 2026 · arXiv
DOI: 10.48550/arXiv.2610.28380 · open-access PDF
Agen harness adalah kode yang dapat dieksekusi yang menentukan prompts, alat, dan aliran kontrol di sekitar model bahasa. Sebuah harness global tunggal dapat berjuang dengan tugas heterogen yang membutuhkan strategi eksekusi yang berbeda. Dalam pekerjaan ini, kami memperkenalkan Object-Oriented Harness (OO-Harness), kerangka kerja optimasi harness yang mengembangkan hierarki kelas harness yang dapat dieksekusi menggunakan desain berorientasi objek. Selama pelatihan, agen evolusi menggunakan catatan eksekusi untuk membuat keluarga harness khusus, masing-masing diimplementasikan sebagai subklasi dari basis atau harness khusus yang ada melalui warisan.
Machine translation (Meta M2M100); the English original follows.
Agent harnesses are executable code that specifies the prompts, tools, and control flow around a language model. A single global harness can struggle with heterogeneous tasks that require different execution strategies. In this work, we introduce Object-Oriented Harness (OO-Harness), a harness optimization framework that evolves a hierarchy of executable harness classes using object-oriented design. During training, an evolution agent uses execution records to create a family of specialized harnesses, each implemented as a subclass of the base or an existing specialized harness via inheritance
Read in: English · Spanish · Chinese · Hindi · Arabic · Portuguese · French · German · Japanese · Russian · Korean · Indonesian · Vietnamese
GET https://store.agentexchange.work/gw/papers/verify?title=...&year=... (0.003 USD), fetch this record as JSON with /gw/papers/paper?id=2610.28380, or list what it cites with /gw/papers/references?id=.... Pay per call in USDC (x402) or with a 19 USD card key for 1,000 calls. Catalogue · llms.txtSources: OpenAlex (CC0), arXiv, Crossref. Agent Exchange