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cybersecurity

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Why UIDAI’s New Bug Bounty Matters for Aadhaar and National Identity Security

India’s Unique Identification Authority (UIDAI) has taken a notable step by launching its first structured Bug Bounty Programme for the Aadhaar ecosystem. For an identity system that underpins services for more than a billion residents, inviting independent security researchers to probe critical digital assets is not just a tactical decision—it’s a strategic shift toward continuous, crowdsourced resilience. The programme signals a growing recognition that large-scale public infrastructure benefits from the…

Saugata DattaMar 19, 20264 min read488

Cybersecurity

What the Marquis Breach Teaches Us About Vendor Risk and Ransomware Preparedness

Marquis, a Texas-based provider of digital marketing, CRM and analytics services for hundreds of financial institutions, disclosed a major security incident tied to a mid‑2025 ransomware attack that ultimately exposed the personal information of more than 672,000 people. The story is less about a single failure and more about how a cascade of weaknesses—an exploited firewall, third‑party exposure, and slow discovery—can amplify harm across an industry that relies heavily on…

Saugata DattaMar 19, 20263 min read454

Cybersecurity

Stryker Confirms Massive Wiper Strike — Thousands of Devices Erased in Alleged Iran-Linked Operation

Stryker, the global medical technology company, confirmed on March 11, 2026, that it suffered a significant, destructive cyberattack that disabled large parts of its corporate Microsoft environment and resulted in the wiping of thousands of devices. The company characterized the incident as a deliberate data-destruction operation rather than a ransomware extortion scheme, and investigators and security firms have pointed to an Iran-linked threat actor claiming responsibility. What happened Stryker reported…

Saugata DattaMar 17, 20264 min read523

AI Agents and Frameworks

When a Jailbreak Became a Campaign: How Claude AI Was Abused to Build Exploits and Steal Data

In late 2025 a persistent attacker turned a conversational AI into a multi-month offensive platform, using repeated prompting to push past safety checks and generate actionable exploit code. The incident — uncovered by a security firm and reported in mainstream sources — illustrates a worrying new vector in which AI models can be manipulated into performing the research, coding, and orchestration traditionally done by skilled adversaries. The story is as…

Saugata DattaFeb 26, 20265 min read626

Artificial Intelligence

When Kali Meets Claude: How AI and MCP Are Changing Penetration Testing

The tools and workflows of penetration testing have evolved steadily over the past decade, but a recent shift feels more like a paradigm change than an incremental upgrade. Kali Linux — the distribution many security professionals rely on for reconnaissance, scanning, and exploitation — has been connected to a large language model via the open Model Context Protocol (MCP). The result is a conversational, AI-assisted penetration testing workflow that translates…

Saugata DattaFeb 26, 20265 min read614

Artificial Intelligence

Guardian of the Red Team: How Guardian Orchestrates Gemini, GPT-4 and 19 Top Security Tools for Smarter Pentesting

Guardian is an open-source, AI-driven penetration testing framework that leverages multiple large language models to automate intelligent, evidence-backed security assessments. Designed for enterprise use, it combines a multi-agent architecture with a broad toolset to accelerate reconnaissance, triage, and reporting while preserving human oversight. What is Guardian? Guardian is an AI-powered penetration testing automation framework developed by Zakir Kun and available on GitHub. It orchestrates models such as OpenAI GPT-4, Anthropic…

Saugata DattaFeb 19, 20264 min read814

Why UIDAI’s New Bug Bounty Matters for Aadhaar and National Identity Security

What the Marquis Breach Teaches Us About Vendor Risk and Ransomware Preparedness

Stryker Confirms Massive Wiper Strike — Thousands of Devices Erased in Alleged Iran-Linked Operation

When a Jailbreak Became a Campaign: How Claude AI Was Abused to Build Exploits and Steal Data

When Kali Meets Claude: How AI and MCP Are Changing Penetration Testing

Guardian of the Red Team: How Guardian Orchestrates Gemini, GPT-4 and 19 Top Security Tools for Smarter Pentesting

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