A real-world case study of the Red Flag Project shows that log-based security analytics can be integrated into Agile workflows through weekly iterations, but success depends on addressing developer concerns about workflow impact and security perceptions.
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Many FOSS popularity metrics such as commits, downloads, and dependencies can be spoofed with low to moderate effort, supported by a documented large-scale npm sybil attack.
Systematic review of 80 papers shows TTP extraction shifting to transformer and LLM methods but limited by narrow datasets, single-label focus, and low reproducibility.
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Integrating Log-Based Security Analytics in Agile Workflows: A Real-World Experience Report
A real-world case study of the Red Flag Project shows that log-based security analytics can be integrated into Agile workflows through weekly iterations, but success depends on addressing developer concerns about workflow impact and security perceptions.
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How Reliable Are FOSS Popularity Metrics? Analyzing the Effort Required for Spoofing Common Software Popularity Metrics
Many FOSS popularity metrics such as commits, downloads, and dependencies can be spoofed with low to moderate effort, supported by a documented large-scale npm sybil attack.
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What Are Adversaries Doing? Automating Tactics, Techniques, and Procedures Extraction: A Systematic Review
Systematic review of 80 papers shows TTP extraction shifting to transformer and LLM methods but limited by narrow datasets, single-label focus, and low reproducibility.