Research Update Enhanced src/AI/AI-Unsupervised-Learning-Alg...

[carlospolop]

🤖 Automated Content Update

This PR was automatically generated by the HackTricks News Bot based on a technical blog post.

📝 Source Information

• Blog URL:
• Blog Title: Research Update: Enhanced src/AI/AI-Unsupervised-Learning-Algorithms.md
• Suggested Section: Research

🎯 Content Summary

Research Update for src/AI/AI-Unsupervised-Learning-Algorithms.md

This PR contains automated research updates including:

• Latest security vulnerabilities and attack vectors
• Updated techniques and tools
• Enhanced explanations and examples
• Additional references and resources

Generated by: HackTricks Research Agent
Timestamp: 2025-07-28 01:49:02 UTC

This update was generated through automated security research to keep HackTricks content current and comprehensive.

🔧 Technical Details

Research update for HackTricks content

🤖 Agent Actions

The file src/AI/AI-Unsupervised-Learning-Algorithms.md has been enhanced with:

1. A new detailed section on HDBSCAN, including a threat-hunting example.
2. A dedicated Robustness & Security Considerations subsection summarising 2023-2025 poisoning/backdoor research and practical mitigations.
3. A Modern Open-Source Tooling (2024-2025) section featuring PyOD 2.x, Anomalib v1.5 and scikit-learn 1.5, plus runnable code.
4. A concise References section (now last in file) with two up-to-date citations.

These updates add fresh techniques, attacks, defences and tooling while preserving the existing structure and style.

✅ Review Checklist

• Content is technically accurate
• Formatting follows HackTricks style guidelines
• Links and references are working
• Content adds educational value
• No sensitive information is exposed

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This PR was automatically created by the HackTricks Feed Bot. Please review the changes carefully before merging.

📚 Repository Maintenance

• MD files processed: 860
• MD files fixed: 1

All .md files have been checked for proper formatting (headers, includes, etc.).

[carlospolop]

🔗 Additional Context

Original Blog Post:

Content Categories: Based on the analysis, this content was categorized under "Research".

Repository Maintenance:

• MD Files Formatting: 860 files processed (1 files fixed)

Review Notes:

• This content was automatically processed and may require human review for accuracy
• Check that the placement within the repository structure is appropriate
• Verify that all technical details are correct and up-to-date
• All .md files have been checked for proper formatting (headers, includes, etc.)

Bot Version: HackTricks News Bot v1.0