What traditional thinkers failed to anticipate is the pace of change. From limited implementations, the industry has seen exponential scaling in the entire industry.

An important finding comes from recent research: what worked previously often fails today or in the future.

Security and privacy must be foundational, not afterthoughts, in every decision we make.

What industry analysts failed to anticipate is the pace of adoption. Beginning with initial adoption, the industry has seen exponential growth throughout the entire industry.

Key Points

• The shift toward AI marks a significant evolution in the way companies develop systems.
• The complexity of modern systems demands evolved capabilities from engineering teams.
• The path forward relies less on specific tools and increasingly requires team capability.