Security Unlocked

Articles

AI Security

The Affordability Problem Nobody Talked About at RSA

Vendors at RSA 2026 sold agentic SOC capability as the answer to alert overload. The pricing model underneath, metered tokens against enterprise data volumes, was never on the keynote agenda. The organizations the affordability gap actually threatens are the ones not in the room.

Behavioral Security

The Detection Paradigm Is Broken: Why Behavioral SE Defense Is the Next Frontier

AI-assisted social engineering has eliminated the imperfection signals that detection tooling was built to find. The residual signal lives in behavior, not content. The vendors built for content scanning cannot pivot, and the gap is where the next significant security company gets built.

Threat Intelligence

The Threat Actor Is a Fiction: Why Attribution's Core Unit Is Breaking

M-Trends 2026 shows the median time between initial access and downstream handoff dropped to 22 seconds. That number is not primarily a detection challenge. It is an epistemological one. The 'threat actor' as an analytical unit is becoming structurally incoherent, and attribution methodology has not caught up.

AI Security

Your Name Is on the Final Report

The SANS panel at RSA 2026 named irresponsible AI adoption as one of the five most dangerous new attack techniques. When an agentic security system makes the wrong call, the accountability does not dissolve into the architecture. It migrates to a person. That person is you.

Cyber Strategy

DLP Is Underwater: How the Exfiltration Economy Inverted in Six Weeks

The economic case for DLP rested on a stable ratio between attacker cost per exfiltration event and defender cost per prevented event. Six weeks of pipeline data show that ratio fully inverted. Large language models collapsed attacker cost to a prompt; defender cost has not moved. DLP programs that have not restructured their architecture are now structurally underwater, and five independent exfiltration channels are the evidence.

Behavioral Security

Model Intuition: The SOC Skill Agentic AI Will Demand From Every Analyst

When agents triage 200 alerts and surface five, the analyst's job is no longer processing signals. It is judging whether the system processing them was sound. That judgment, model intuition, is the difference between an output that looks right and one that is structurally right. Without it, agentic SOCs scale the wrong answers as efficiently as the right ones.

AI Security

Invisible by Default: AI Middleware Is the New Soft Target

Three AI middleware vulnerabilities (LiteLLM, LeRobot, Entra Agent ID) hit the same architectural layer in the same week, all pre-auth or unauthenticated, with one being exploited thirty-six hours after disclosure. The seams of the AI stack are shipping faster than security teams can map them, and middleware that earns trust through utility is becoming the next high-value target.

AI Security

Agentic Trust Debt: How 'Agent-Controlled Input' Became the New Buffer Overflow

Five AI agent frameworks disclosed the same vulnerability class in a single week, and the MCP SDK STDIO injection extended the pattern across four language ecosystems. The cluster reads like the buffer overflow era: a field-level conceptual gap in how agentic systems handle trust, not a string of individual implementation bugs.

Behavioral Security

Defenders Under Siege: How Adversaries Turned Security Tools Into Weapons This Week

Three incidents this week reveal the same strategic pattern: attackers turning trusted defensive infrastructure into weapons. Microsoft Defender zero-days, the Trivy scanner compromise that breached the European Commission, and UNC6783's live-chat social engineering all exploit a cognitive constant: defenders don't question the tools they depend on.

Cyber Strategy

Are Hacktivists Going Out of Business? Or Just Out of Style

Infosecurity Magazine ·

Hacktivism hasn't disappeared; it has been absorbed into the cybercrime economy and repurposed as cover for state-sponsored operations, forcing defenders to rethink how they assess ideologically motivated threats.

AI Security

AI Agents Are Mapping Your Organization

AI Journal ·

Automated reconnaissance agents now profile entire organizations in minutes, compiling dossiers from public sources faster and more comprehensively than ever before, reshaping how defenders must think about information exposure.

Social Engineering

When Yesterday's Emails Never Happened: Conversation Hijacking Attacks

Fortra ·

AI-fabricated email threads now bypass traditional security controls entirely by exploiting workplace authority dynamics and psychological familiarity, eliminating malicious indicators while weaponizing legitimate communication patterns.

Cyber Strategy

When Confusion Becomes a Weapon: Economic Uncertainty and Cyber Risk

Help NetSecurity ·

Economic turbulence weaponizes organizational chaos through social engineering campaigns that exploit distraction and degraded attention. while paradoxically prompting security budget cuts exactly when attacks intensify.

Cyber Strategy

Strategic AI Alliances and the Geopolitics of Today's Internet

AI Journal ·

As nations weaponize AI and enforce data sovereignty requirements, the borderless internet has fractured into competing digital blocs, forcing enterprises to navigate fragmented compliance regimes while adversaries exploit jurisdictional gaps.

Social Engineering

Why Your Desire for Free TV Could Cost You

Streaming Media ·

Pirated streaming platforms weaponize user impatience through layered deception, fake CAPTCHAs, disguised malware installers, and obfuscated command execution, turning entertainment shortcuts into persistent device compromise.

Social Engineering

Scam Yourself Attacks: The New Evolution of Social Engineering

Help NetSecurity ·

Scam-Yourself attacks manipulate users into triggering their own compromise through familiar interfaces and psychological triggers, making the victim an unwitting accomplice in their own breach.

Behavioral Security

Hack the Hacker's Mind: Weaponizing Cognitive Biases in Cyber Defense

The CTO Club ·

Adversarial Cognitive Engineering flips traditional defense models by exploiting predictable patterns in attacker decision-making, using deception operations to waste attacker resources rather than merely detecting intrusions after they occur.

Cyber Strategy

Evolving Cyber Resilience: From Tool Sprawl to Ecosystem Balance

Fortra ·

Modern security ecosystems have grown so complex they create vulnerabilities through sheer disorganization. Resilience requires treating security architecture like biological systems that adapt through classification, evolution, and purposeful simplification.

AI Security

The Dual-Edged Sword of AI in Cybersecurity

Unite.AI ·

AI amplifies both defensive and offensive capabilities asymmetrically, raising the ceiling for defenders while lowering the floor for attackers and creating a fundamentally new threat multiplier that organizations cannot address through traditional approaches alone.