AI 工具指南

RAG Retrieval No Context Debug Guide

面向新手整理 RAG 检索不到上下文的排查路线,覆盖资料质量、chunk、embedding、向量库、过滤条件、Top K、rerank 和测试集。

What is the problem?

面向新手整理 RAG 检索不到上下文的排查路线,覆盖资料质量、chunk、embedding、向量库、过滤条件、Top K、rerank 和测试集。

Quick solution

Treat this as a AI tools tutorial issue. First confirm the environment, inputs, permissions, logs, and delivery boundary. Then use the linked deep guide for the full checklist before changing production code or promising a result.

Read the deep guide

Detailed steps

  1. Confirm the scenario, tool version, account permissions, inputs, and expected output before changing anything.
  2. Check configuration, logs, command output, and human review boundaries against the linked deep guide.
  3. Record the before and after result, then verify that the fix did not introduce platform, privacy, or delivery risk.

Commands or code

The source article does not include a copyable command block. Do not invent commands here; follow the diagnostic steps in the deep guide and validate changes in the real project environment.

Risk notes

Confirm the real project environment, account permissions, platform rules, and output quality before delivery. Do not ship AI-generated changes without human review, and do not claim indexing, income, deployment success, or ranking improvements without measured evidence.