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
Category: Artificial Intelligent
OpenAI, ChatGPT, Claude, Gemini, Grok, DeepSeek, Meta AI, Le Chat, DALL-E, Midjourney, Stable Diffusion, Sora, BERT, T5, GPT-4, GPT-4o, GPT-5, Claude 3.5 Sonnet, Claude 3 Opus, Claude 4.5 Sonnet, Claude 4.5 Opus, Gemini 1.5 Pro, Gemini Ultra, Gemini 3, Llama 3, Mistral Large, DeepSeek-R1, AI in cybersecurity
Claude Cowork finally lands on Windows
Anthropic’s Claude Cowork has arrived on Windows, closing a major platform gap and bringing its AI-powered desktop agent to a much larger share of enterprise users. The Windows release delivers local file access, multi-step automation, plugin integrations, and Model Context Protocol connectors, matching the macOS version and positioning Cowork as a mainstream productivity agent for knowledge work. What Cowork brings
When Money Talks and Machines Mimic: Ransomware, Extortion, and the AI Arms Race in Cybersecurity
The landscape of cyber threats has shifted decisively toward financially motivated crime. Extortion and ransomware now drive more than half of attacks with known motivations, as opportunistic criminal groups scale operations with automated tooling and AI. Speed, automation, and deception combine to inflict outsized damage on vulnerable organizations and public services. Why extortion and ransomware dominate Ransomware and extortion target
Sarvam AI Emerges as a Global Contender, Outperforming Gemini and ChatGPT
India’s Sarvam AI has rapidly gained global attention by delivering top-tier performance on key India-specific AI tasks, demonstrating that focused, localized engineering can outmatch broader, general-purpose models. Sarvam Vision: OCR breakthroughs Sarvam Vision, the company’s optical character recognition model, has achieved standout results on established benchmarks. It posted an accuracy score on olmOCR-Bench that surpasses several high-profile models, and it
Claude Opus 4.6: Anthropic’s powerful model for coding, agents, and enterprise workflows is now available in Microsoft Foundry
Claude Opus 4.6 represents a clear evolution in applying frontier language models to mission-critical enterprise workloads. By combining Anthropic’s latest reasoning and long-context capabilities with Microsoft Foundry’s governance, identity, and operational controls, organizations can transition from isolated experiments to production-grade, agent-driven systems. This release is significant because it is not merely about raw model performance; it is about enabling sustained,
When Plugins Move Markets: Lessons from a Single-Day “SaaSpocalypse”
Anthropic’s rapid rollout of open‑source plugins for Claude Cowork—especially a legal workflow plugin—triggered a market shock that erased roughly $285 billion in software, legal‑tech, and related stocks in a single day. The episode is less about one technical breakthrough and more about a strategic shift: model providers are moving from offering raw capability to delivering vertical workflows. That marginal step





