Operationalizing AI: From Pilot to Production
Kraken Engineering Operations Lead Nick Sudan outlines the structural shifts required to scale AI maturity. This analysis covers the critical distinction between proof-of-concept and production code, the necessity of cost-per-contribution metrics, and the use of MCP servers to bridge data silos for evidence-driven engineering leadership.