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This pull request updates the platform/models directory to clarify its use as a placeholder for model files and provides a more descriptive README. It replaces generic or missing placeholder files with more realistic stand-ins, including example metadata, configuration, and schema files. These changes help future developers understand the expected model artifacts and their structure, while making it clear that no real model weights are included.

Documentation improvements:

  • Expanded and clarified README.md to explain the purpose of the directory, list expected model files, and describe the placeholder nature of current contents.

Placeholder model artifacts:

  • Added realistic placeholder files for model artifacts, including auth_classifier.joblib, scaler.joblib, label_map.json, metadata.json, thresholds.json, and signature.json, each with example or dummy content to illustrate expected structure. [1] [2] [3] [4] [5] [6]
  • Removed the obsolete or generic model-placeholder.bin file, replacing it with more descriptive and structured placeholders.

Copilot AI review requested due to automatic review settings December 18, 2025 21:28
@Rtur2003 Rtur2003 merged commit 1c4c372 into geliştirme Dec 18, 2025
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Pull request overview

This PR enhances the platform/models directory by replacing a generic placeholder file with structured, realistic placeholder model artifacts. It provides clear documentation explaining that no real model weights are stored here, with inference handled externally via INFERENCE_API_URL. The changes help developers understand the expected model file structure and format.

  • Replaced generic model-placeholder.bin with multiple structured placeholder files (classifiers, scalers, metadata, configurations)
  • Enhanced README.md with detailed Turkish documentation listing expected model artifacts and their purposes
  • Added example JSON files defining thresholds, signatures, metadata, and label mappings that align with the existing TypeScript interfaces

Reviewed changes

Copilot reviewed 8 out of 8 changed files in this pull request and generated no comments.

Show a summary per file
File Description
platform/models/README.md Expanded documentation with detailed Turkish explanation of placeholder purpose and expected model files
platform/models/thresholds.json Added placeholder threshold configuration with AI probability, confidence min/max values
platform/models/signature.json Added comprehensive input/output schema matching the AnalysisResult interface
platform/models/metadata.json Added model metadata placeholder with version, features list, and training notes
platform/models/label_map.json Added AI/human classification label mapping (ai: 1, human: 0)
platform/models/auth_classifier.joblib Added placeholder text for authentication classifier file
platform/models/scaler.joblib Added placeholder text for feature scaler file
platform/models/model-placeholder.bin Removed generic placeholder in favor of structured examples

After thorough review of all the changes, I found that:

  1. All JSON files are well-formed and consistent with the TypeScript interfaces used in the codebase
  2. The signature.json correctly mirrors the AnalysisResult interface structure from platform/hooks/analysisTypes.ts
  3. The thresholds align with the confidence values used throughout the codebase (0.5-0.99 range)
  4. The label_map is consistent with boolean isAIGenerated usage in the code
  5. The README properly documents all the placeholder files in Turkish, matching the codebase's language conventions
  6. All placeholder files include appropriate notes indicating their placeholder status

No issues were identified in this pull request. The changes are well-structured, consistent with the existing codebase, and provide valuable documentation for future development.


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2 participants