Blog
Context Matters
Stories and insights about building better systems through contextual understanding. From real-world case studies to architectural best practices, discover how seeing the full picture transforms decision-making.
Sep 4, 2025
The Great Enterprise Refactoring: What Organizations Need to Succeed in the Agent-First Transformation
Sequoia Capital identifies a $10 trillion services automation opportunity, but calls this the "steam engine moment"—the foundational AI technology exists, but we're still decades from systematic deployment. Early agent-first implementations show 40-85% efficiency gains, yet success requires architectural expertise concentrated among technical specialists. The companies that democratize this knowledge—making agent system design as accessible as ChatGPT—will become the Westinghouse of the cognitive revolution.
Murali Ganta
Founder
ContextDx