📄 中文摘要
自主研究工具如AutoResearchClaw将研究过程分为多个阶段，包括构思、文献回顾和实验等。然而，在多阶段的流程中，常常会出现上下文漂移的问题。这种漂移导致研究流程在运行中崩溃，或者最终生成的结果完全不连贯。经过一周的调试，发现这一问题的根本原因几乎都是相同的，影响了研究的连贯性和有效性。解决这一问题是提升自主研究流程成功率的关键。
为什么你的自主研究流程在运行中不断失败
出处: Why Your Autonomous Research Pipeline Keeps Failing Mid-Run
发布: 2026年3月20日
📄 English Summary
Why Your Autonomous Research Pipeline Keeps Failing Mid-Run
Autonomous research tools like AutoResearchClaw segment the research process into stages, including ideation, literature review, and experimentation. However, a common issue arises in multi-stage pipelines known as context drift. This drift can lead to the pipeline crashing mid-run or producing incoherent results at the end. After a week of debugging, it became clear that the root causes of these failures are often similar, significantly affecting the coherence and effectiveness of the research. Addressing this issue is crucial for improving the success rate of autonomous research pipelines.