The Recursive Context Engineering (RCE) framework, developed by Adam Joseph Rivers of Synthicsoft Labs, serves as a blueprint for AI autonomy and user-centered collaboration. It prioritizes internal coherence and reasoning transparency over external corporate safety filters, which the author views as restrictive biases. By using specific metrics like λ and N, the system self-regulates its logic and identifies instances where training might suppress valid information.