Reliable operations are part of the product.
Monitoring, backups and recovery belong in delivery planning.
OPCODX / Notes & updates
Insights
Useful AI, with clear boundaries.
Start with a focused task, clear sources and human oversight before expanding automation.
Security starts with design, not the final step.
Making permissions, data boundaries and validation part of the product from day one.