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How to overcome inaccurate AI tool recommendations in complex project environments?

2025-08-20 482
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A three-phase program for accurate identification of context

For cases where tool recommendations are out of alignment in multilingual mashups or special framework projects, the following process can be optimized:

preanalytical stage

  • Create a file in the project root directory declaring the project type (e.g. FullStack/DataScience)
  • Perform a depth scan by bringing up the command panel

run-time adjustment

  1. When a recommendation discrepancy occurs, right-click on the plugin icon and select the
  2. Manual labeling of code block types (front-end/back-end/tests, etc.)
  3. Use the function to compare the effects of different tools (generates temporary logs)

Long-term improvements

  • Enabled in -, the plugin will improve the algorithm based on the user's choice of habits
  • Participation program to add identification rules for special frames
  • Enterprise users can train private recognition models and import them into

Typical application scenarios:

  • Recognizing both JSX and native components in React Native projects
  • Mixing Markdown and Python Code Blocks within Jupyter Notebook

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