代理代码补全：开发演进.pdf

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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.Giovanni ZappellaHe/hisPrincipal Applied ScientistAWSLaurent CallotCode completion to agents:The e

2、volution of developmentD V T 4 0 5He/hisPrincipal Applied ScientistAWS 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.AI agents for codingAgents f

3、or software development can help you write and implement entire application features in minutes right from a simple natural language prompt 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.A tale of two worldsSyncAsync 2025,Amazon Web Services,Inc.or its affiliates.All rights reser

4、ved.Assistant or autonomous agent?This is a taskTimeT1T3T2T4T5Human DeveloperT1Human Developer+AI assistantT2T3T4T5T6T1Human Developer+autonomous agentT2T3T4T5T6T7T8T10T9T11T12T13T7 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Anatomy of an asynchronous taskTask executionTask d

5、efinitionPR v1PRv2Agent workingAgent working 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.The evolutionResults from SWEBench202420232025RAGFixedworkflowAgents withsubagentsAgenticworkspaceAgentwithexecution 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Eval

6、uation in a nutshellGitHub issueHuman dev writes codeHuman dev writes testsPR reviewedAI Agent writes codeEvaluation 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.The startFirst set of experiments on SWEBench(full),RAG+Claude2 was reaching 2%of passedResults on HumanEval were co