Unverified50% confidenceTradeoffExact time
AI可以快速生成约80%的框架代码，但剩余20%涉及边界情况处理、性能优化和安全加固的工作依然高度依赖人工判断，业界称此为「最后一公里问题」
1
Sources
50%
Confidence
Long-term
Relevance
7/22/2026
First Seen
Sources
Related Claims
UnverifiedAI tools currently can significantly accelerate mainly the coding portion (approximately 15%–20%), while support for implicit work such as architectural design and requirements communication remains very limited.79% similarUnverifiedAIGC在落地应用中面临最后一公里问题：生成模型擅长产出视觉合理内容，但专业场景对输出有严格技术规范，催生后处理管线工程化需求78% similarVerifiedSome engineers have pointed out that AI-generated code has issues in security review and performance optimization.76% similarVerifiedThe systemic limitation of current AI code generation tools is that their optimization target is 'making the code run' rather than 'making the code easy to maintain'.76% similarUnverifiedThe Theory of Constraints indicates that when AI improves coding speed by an order of magnitude, the bottleneck shifts to areas such as requirements clarification, architectural decisions, testing and validation, security auditing, and deployment and operations76% similar
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