White Papers

The Emerging Patch Gap
Anthropic Mythos data shows AI-driven vulnerability discovery now outpaces enterprise remediation by roughly 16.5x. An analysis of 1,596 verified vulnerabilities across 281 open-source projects in 63 days, with a four-pillar doctrine for closing the gap.

Detecting Shadow AI
Nine security leaders on why the illusion of control is the enterprise's biggest AI security problem, and how behavioral baselines, identity hygiene, and agent-level accountability make shadow AI detectable.

Close the Gap Between Exposure and Detection
How Tuskira unifies exposure, detection, investigation, and response through a shared Security Context Graph, moving the SOC from reactive alert triage to continuous, preemptive operations.

The SIEM Tax
Why centralized, SIEM-driven operations create a hidden tax on the SOC, and how federated, agentic SecOps changes the economics of detection, triage, and response.

AI Security Program Transformation & Third-Party Validation
Why AI accountability is the new standard, what an AI-transformed security program actually requires, and how leading teams prove governance under external scrutiny.

The Evolution of Vulnerability Management
How vulnerability management evolved from static scanning and severity scoring into continuous exploitability validation and agentic exposure management.

Guardrails for Autonomous AI in Cyber Defense
Perspectives from 19 CISOs and security leaders on how autonomous AI can be safely introduced into the SOC, with practical guardrails for blast radius, accountability, and oversight.

AI and the Future of Cyber Defense
First-hand perspectives from 18 CISOs and security leaders on how AI is reshaping cyber defense, the SOC, and the role of the board.

Why Your Next Security Hire Should Be AI
How AI Analyst teammates prioritize real risk, tune SIEM and EDR rules automatically, and cut manual triage by up to 80 percent.

A New Way to Thinking About Security ROI
Why traditional metrics miss the real question behind security ROI, and how Security Per Dollar measures whether each dollar spent actually reduces breach loss exposure.

Why You Can’t Outpatch Attackers
Why patching alone is not a strategy, and how real-time exposure validation, control tuning, and attack simulation neutralize risk before it becomes an incident.

AI-Powered Security: Unifying Defenses and Preempting Attacks
How AI-driven security closes blind spots, automates threat response, and shifts teams from reactive firefighting to proactive risk reduction without replacing existing tools.