Shipping AI security and observability tools SOC teams actually use.

The Easiest Way to Eat Your Security Data Salami (and Enjoy It)

... Is to slice it thin. Here's how. By Greg Nudelman A security team decides to build an AI-powered investigation platform. They identify 20 use cases. They get excited. They try to build for all 20 at once — one big prompt, one massive RAG, one vector database, everything mashed

When Your AI Team Says "This is Beyond Your Understanding," Here's What's Actually Broken

When an engineering leader says, "What we are building is beyond your understanding," and a project is 9 months behind schedule, it's a cry for help. By Greg Nudelman | Adapted from UXforAI.com for SOCForge.ai "This is beyond your understanding." The ML engineering

How Agentic AI Is Transforming SOC Investigations: Design Patterns from the Frontlines

A team of semi-autonomous AI Agents led by a supervisor agent can find root cause and make recommendations faster than your best analyst. Here's what the interaction actually looks like. By Greg Nudelman | Originally published at UXforAI.com, adapted for SOCForge.ai By all accounts, AI Agents are