The anticipated rewards of adaptive approaches will only be fully realised when autonomic algorithms can take configuration and deployment decisions that match and exceed those of human engineers. Such decisions are typically characterised as being based on a foundation of experience and knowledge. In humans, these underpinnings are themselves founded on the ashes of failure, the exuberance of courage and (sometimes) the outrageousness of fortune. We describe an application framework that will allow the incorporation of similarly risky, error prone and downright dangerous software artifacts into live systems - without undermining the certainty of correctness at application level. We achieve this by introducing the notion of application dreaming.