Research Update Enhanced src/AI/AI-llm-architecture/2.-data-...

[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-llm-architecture/2.-data-sampling.md
• Suggested Section: Research

🎯 Content Summary

Research Update for src/AI/AI-llm-architecture/2.-data-sampling.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: 2025-08-03 16:25:09 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-llm-architecture/2.-data-sampling.md has been updated with:

1. “Advanced Sampling Strategies (2023-2025)”
   • Temperature-based dataset mixing (with formula + code)
   • Sequence packing / dynamic batching efficiency notes
   • Modern deduplication & quality-filter steps

2. “Security & Privacy Considerations During Sampling”
   • Data-poisoning/backdoor risks and mitigations (PoisonGPT)
   • Membership-inference / memorization guidance and stride advice

3. New consolidated References section (adds Llama 2 paper + PoisonGPT study, keeps original Manning book).

No other content was removed; the new material sits just before the References, keeping structure and banners intact.

✅ 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.

[carlospolop]

🔗 Additional Context

Original Blog Post:

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

Repository Maintenance:

• MD Files Formatting: 863 files processed

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

[carlospolop]

merge