White Papers

The Emerging Patch Gap | Tuskira Research Report cover

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.

The Emerging Patch Gap
Detecting Shadow AI | AI Security Council White Paper #4 cover

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.

Detecting Shadow AI
Close the Gap Between Exposure and Detection | Tuskira white paper

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.

Close the Gap Between Exposure and Detection
The SIEM Tax | Tuskira

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.

The SIEM Tax
AI Security Program Transformation & Third-Party Validation Inside the Rebuild of Security Programs for an AI-First World

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.

AI Security Program Transformation & Third-Party Validation

The Evolution of Vulnerability Management

How vulnerability management evolved from static scanning and severity scoring into continuous exploitability validation and agentic exposure management.

The Evolution of Vulnerability 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.

Guardrails for Autonomous AI in Cyber Defense

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.

AI and the Future of Cyber Defense

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.

Why Your Next Security Hire Should Be AI

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.

A New Way to Thinking About Security ROI

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.

Why You Can’t Outpatch Attackers
Tuskira White Paper headline

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.

AI-Powered Security: Unifying Defenses and Preempting Attacks