Unverified50% confidenceFactExact time
Tools usually do not stuff the entire codebase into the model at once, but instead select relevant snippets through retrieval and summarization.
1
Sources
50%
Confidence
Long-term
Relevance
10/14/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe dynamic context/tool search tool approach places only tool names in each message, with the model reading details only when needed, in order to save tokens and costs74% similarUnverifiedProgrammatic tool calls let the model run small programs to coordinate tool calls and organize results, returning only the packaged report back to the model, thus avoiding stuffing intermediate data into the context.72% similarUnverifiedWhen using long-context models, input context should be streamlined and the entire codebase should not be stuffed into the prompt; precisely filtering relevant files both saves tokens and improves output quality.69% similarUnverifiedCodex uses a streamlined vector retrieval mechanism, injecting only code snippets and metadata relevant to the current task rather than loading the entire codebase.69% similarUnverified跨文件推理能力要求模型具备较长的上下文窗口，能同时容纳多个文件内容进行结构化对比，是区分简单代码补全工具与智能编程助手的关键特征68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1024657API
curl https://kongchang.com/api/v1/knowledge/claims/1024657MCP
get_claim(id=1024657)