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New benchmark evaluates AI coding agents on Alipay payment integration

Researchers have introduced Alipay-PIBench, a new benchmark designed to evaluate the capabilities of coding agents in performing realistic payment integration tasks. The benchmark includes nine product-specific projects and 18 task instances, covering both basic functional completion and advanced risk-aware hardening scenarios. Evaluations of six coding agent models showed that access to a specific Alipay payment integration skill significantly improved performance, increasing the average rubric pass rate by over 10 percentage points. AI

IMPACT This benchmark could accelerate the development and evaluation of AI agents capable of handling complex, real-world software integration tasks.

RANK_REASON The cluster is about a new benchmark published in an arXiv paper for evaluating AI agents. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

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New benchmark evaluates AI coding agents on Alipay payment integration

COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Shiyu Ying, Xuejie Cao, Yingfan Ma, Yuanhao Dong, Wenyu Chen, Bowen Song, Lin Zhu ·

    Alipay-PIBench: A Realistic Payment Integration Benchmark for Coding Agents

    arXiv:2607.14573v1 Announce Type: new Abstract: Payment integration is a demanding repository-level software task: agents must select a suitable product, implement coordinated client-server flows, verify payment outcomes, and preserve consistency between transaction and business …