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Background AI for Relentless Improvement

· 6 min read
Dave Hulbert
Builder and maintainer of Wardley Leadership Strategies

In our last post, we discussed the importance of positioning and readiness in the age of AI. We saw how a clear understanding of the landscape and a portfolio of prepared plays can create a decisive advantage. But how do we ensure that the organisation is always ready to execute, without drowning in technical debt and operational friction?

The sharpest organisations let AI work in the background, continually raising internal quality while humans focus on intent and imagination. Background agents monitor maps, refactor components, and tune processes so that Wardley plays fire from a better baseline every week. Rather than heroic transformation programmes, leaders deploy ambient intelligence that nudges the system toward higher maturity as a matter of routine. It is the maintenance layer that keeps autonomous strategy execution trustworthy and ensures the diffused agency described in anti-fragile chaos engineering drills does not descend into entropy.