Everything on Product Capability

Armadan has identified over 90 zero-day vulnerabilities in production environments at Fortune 500 companies since January 2026. These were found using black-box AI methods without source code access.

Impact: Continuous AI red teaming is becoming a critical component of security strategy, replacing periodic pen testing with real-time vulnerability identification.

— from AI Cybersecurity: Autonomous Defense and Market Shifts · a16z Podcast· Oct 06, 2026

MCPs allow text-based AI models to generate multimedia assets (images, video, audio) by connecting to specialized external models. This extends the functional capabilities of core AI assistants.

Impact: Enables end-to-end content creation within a single AI interface, reducing the need for multiple disparate tools.

— from MCPs vs APIs: Reliable AI Pipelines · The AI Engineer Podcast· Jun 18, 2026