Malware Blast Radius Exposed: Beyond the Single Alert

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Mapping the malware blast radius a single alert won t show you

Interview with Mike Wiacek on Backstory

In an interview, Mike Wiacek, founder and CTO of Stairwell, discussed Backstory, an AI-driven platform designed to analyze the full scope of malware campaigns originating from a single alert.

Key Findings from Malware Analysis

Wiacek highlighted that each publicly disclosed malware sample typically conceals an average of 2.4 undocumented variants, a figure derived from analyzing 19,418 samples across 1,085 threat reports. These findings revealed 46,594 previously unreported malicious files linked to known campaigns.

How Backstory Works

The platform operates by examining structural relationships between files, shared infrastructure, and historical data to reconstruct the full extent of a threat. Traditional methods often rely on isolated alerts, leaving critical questions unanswered about the scale and persistence of attacks.

Automating Investigative Steps

Backstory automates investigative steps, enabling security teams to trace threats across systems, files, and timelines without manual intervention. The system’s core capability stems from its “ground truth” architecture, which retains every executable file running on customer endpoints indefinitely.

Contrast with Conventional Tools

This approach contrasts with conventional tools that depend on transient logs, which degrade over time. By preserving raw data, Backstory can reanalyze files as new intelligence emerges, identifying risks that might otherwise remain hidden.

Shift in Attacker Economics

Wiacek noted that while AI-generated malware is not yet prevalent in customer environments, the shift in attacker economics is undeniable. AI enables faster creation of unique malware variants, reducing the cost of customization and evasion.

Structural Relationships Over Known Patterns

This dynamic challenges traditional defenses reliant on detecting known patterns. Backstory counters this by focusing on structural relationships rather than prior knowledge of specific threats.

Comprehensive Threat Mapping

The platform evaluates factors such as code reuse, import-table similarities, and behavioral patterns to identify connections. It also integrates cyber threat intelligence and infrastructure analysis to map campaigns comprehensively.

Historical Data for Undetected Threats

Wiacek emphasized that the tool does not rely on real-time alerts but instead leverages historical data to uncover threats that may have gone undetected. This capability is particularly valuable for identifying dormant malware or files that evaded initial detection.

Internal Anomalies Over External Threats

The platform’s approach shifts the focus from external threats to internal anomalies, using prevalence and structural analysis to prioritize risks. By combining these elements, Backstory aims to transform how organizations understand and respond to malware, providing a holistic view of their security posture.

Future Demonstrations and Importance

Stairwell plans to demonstrate Backstory at Black Hat USA 2026, highlighting its role in addressing the evolving malware landscape. The tool underscores the importance of continuous data retention and advanced analysis in combating increasingly sophisticated attacks.



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