How-to9月26日 10:39

用 DeepSeek Flash 修 bug 陷入细节循环，换 Opus 5.5 重构根因

orange.ai@oran_ge

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作者踩坑实录：DeepSeek Flash 修 bug 总是新旧交替，换 Opus 5.5 整体重构。选模型不只看跑分，工程里这种对比很实在。

作者分享用 DeepSeek Flash 这类模型做工程时的体验：ColaMD 更新到 2.0 版本后，边界 case 越来越多。

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每次让 AI 修 bug，模型能解决当前问题却引入新的 bug。作者改用 Opus 5.

5 对代码做整体重构，尝试从根因上解决这些问题。

Original · orange.ai

我发现用 DeepSeek Flash 这种模型做工程，很容易陷入到无尽的细节里 ColaMD 更新到 2.0 版本之后，奇奇怪怪的边界 case 越来越多了每次让 AI 修，AI 就能解决当前的 bug 并引入一个新的 bug，很烦今天用上 Opus 5.5，从根本上重构一遍，看看能否可以解决根因

Industry Coordinates & Source Verification

This report is categorized under AITOP's "How-to" desk, focusing on China's AI industry and domestic foundation model ecosystem. Within our cross-regional analytical framework, it directly maps to AI developer toolchains, coding agents, and engineering workflows and US-China foundation model benchmarks and commercialization comparison. Key entities and technical topics under continuous tracking include DeepSeek, Claude Opus, 编程助手, 提示词工程.

Source attribution: curated from orange.ai (@oran_ge).

#DeepSeek #Claude Opus #编程助手 #提示词工程

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