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人工智能在软件开发领域的现状:来自 400 多家机构的洞察(由 Atlassian 赞助).pdf

上传人: 明**** 编号:1012618 2025-12-21 39页 548.91KB

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Justin Reock,Deputy CTOAI In the SDLCTrends across 400+companiesDX/AtlassianThe developer intellig

2、ence platform serving 400 customersMethodology and Firmographics 135,000 developers 435 companies Eng org sizes from 50 to 10000+HQs in North America,Latin America,Europe,and Asia PacificCurrent impact of AICurrent impact of AIGenAI is significantly impacting developmentGenAI is significantly impact

3、ing developmentDORA Impact of GenAI in Software Development:DORA Impact of GenAI in Software Development:https:/dora.dev/research/ai/gen-ai-report/AI seems to deliver modest gains in quality metricsAI seems to deliver modest gains in quality metricsDXI ScoreAverage Change Confidence DXI driver for A

4、I Users vs.Non-AI UsersData from 19,251 developers2.6 Point Average Gain from using AI18 pt max gain15 pt max lossAI seems to deliver modest gains in quality metricsAI seems to deliver modest gains in quality metricsDXI ScoreAverage Code Maintainability DXI driver for AI Users vs.Non-AI UsersData fr

5、om 20,012 developers2.2 Point Average Gain from using AI15 pt max gain13 pt max lossAI seems to deliver modest gains in quality metricsAI seems to deliver modest gains in quality metricsChange Failure RateAverage Change Failure Rate%for AI Users vs.Non-AI UsersData from 61 Companies0.11%Reduction fr

6、om using AI1.77%max gain1.07%max lossIndustry averages hide the big picture of quality impactIndustry averages hide the big picture of quality impactPer-company Change Confidence DXI impact for AI Users vs.Non-AI UsersData from 19,251 developersDXI ImpactIndustry averages hide the big picture of qua

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根据报告的内容,全文主要内容概括如下: - **AI对开发的影响**:AI在开发领域带来了一定的质量提升,平均DXI评分提升2.6点,但最大提升仅为18点。 - **AI使用情况**:AI用户每周节省3.8小时,22%的代码由AI编写,每日AI用户提交的PR(Pull Requests)增加60%。 - **AI用户群体**:初级工程师最频繁使用AI,而资深工程师节省最多时间但采用率较低。 - **企业AI使用**:传统企业每日AI使用率更高,但采用率较低;小型公司更频繁使用AI。 - **AI测量框架**:包括自主AI代理的度量、DX Core 4和DX AI度量框架,以及利用、速度、质量和情感等指标。 - **AI度量挑战**:避免供应商锁定,扩展“开发者”的定义,衡量AI采用、影响、成本,认识到AI并非万能。
"AI提升开发效率?" "AI时代,如何衡量生产力?" "AI助力,企业如何应对挑战?"
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