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Insights

Original analysis and technical commentary on cybersecurity events, detection engineering, cloud security, and enterprise defense — written for practitioners who want clarity alongside context.

Threat Analysis

When AI Agents Become the Attack Surface

AI agents do not just answer questions. They take actions, call APIs, read files, and execute code. That autonomy is powerful and it creates a new class of attack surface. Here is how indirect prompt injection works and what defenders need to build into agentic systems now.

Threat Analysis

The Dependency Problem

Attackers don't need to break in anymore. By poisoning the open-source libraries, CI/CD pipelines, and build tools developers already trust, they execute malicious code inside legitimate environments with real credentials and nothing for traditional defenses to flag.

Threat Analysis

The Rise of Voice Phishing

Voice phishing bypasses email gateways, URL scanners, and awareness training, landing in real time with no artifact to analyze. Attackers impersonate IT helpdesks, banks, and executives to extract credentials and OTPs on live calls.

Threat Analysis

Identity Is the New Attack Surface

Attackers are no longer breaking in. They are logging in. Compromised credentials and session tokens have made identity the primary attack vector in modern intrusions, and conventional security tooling was not built to detect it.

Threat Analysis

From LinkedIn to Local Shell

Attackers posed as venture capital firms on LinkedIn, guided victims through a spoofed meeting flow, and used clipboard injection to execute malicious code without a single exploit. The user completed the attack chain.

Threat Analysis

When Trust Becomes the Attack Surface

Attackers are using Google Cloud Storage, LinkedIn, and other trusted platforms as phishing redirectors, bypassing SPF, DKIM, and URL filters because the initial link points to a legitimate domain.