Unverified50% confidenceSolutionExact time
Using the @ symbol to directly specify relevant file contents results in a smaller context, leading to faster responses and fewer hallucinations.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/5/2026
First Seen
Valid until: 1/3/2027
Sources
Related Entities
Related Claims
UnverifiedExplicit marking methods (such as #todo and @remind) extract tasks through simple text matching, reducing the difficulty of inference.69% similarUnverifiedWhen referencing files with the @ symbol, the actual files are attached directly to the request, which is more efficient than having the model search for files itself, reducing tool calls and search operations.69% similarUnverifiedInference scenarios with long inputs and short outputs rely more on compute power, while long text generation scenarios place greater emphasis on memory bandwidth.64% similarUnverifiedPlacing format constraints at both the beginning of the system message and the end of the user message can leverage the attention mechanism's greater sensitivity to sequence boundaries (primacy and recency) to improve format compliance.62% similarUnverified相比截图方案，纯文本提取从源头获取结构化信息，处理链路更短更省资源，且更容易做精细化的过滤和脱敏，Markdown 保留标题、列表、链接、代码块等结构信息62% similar
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