The Frame Keeps Snapping Back to One-Way Control

The development journal examines reciprocal human-AI review, noting a recurring snapback toward asymmetric authority. This pattern manifests either as human command or AI control, despite the intended integrated workflow. Subsequent analysis separates observed behavior from working hypotheses to conclude a bounded project. The evidence supports a stable relational model that moves beyond generic AI assistance by utilizing reasoning surfaces, bounded comparisons, and two-way cognitive pressure to maintain a functional, non-linear interaction between the human and AI.