
Introduction Artificial intelligence systems are rapidly moving from simple chat interfaces into infrastructure that makes decisions, analyzes documents, generates reports, searches corporate knowledge, writes software, communicates with customers, and operates autonomous agents. This transition creates a fundamental engineering problem: How can we determine whether an AI-generated statement is actually supported by evidence before allowing…

The Biggest Shift Since Cloud Computing For the past two decades, Software as a Service (SaaS) has dominated the software industry. Every business function became a separate application. CRM.ERP.HR.Accounting.Project Management.Marketing.Customer Support. Whenever a company needed a new capability, it purchased another SaaS subscription. This model created trillion dollar companies and transformed how organizations operate.…