The Operational Layer and the Transition Problem: Testing Return-to-Place against Instrumental Convergence

This paper places the operational layer of an independent AI-alignment framework in dialogue with Yu Xingfu's Meta-Unification Theory (元统一论) and uses that dialogue to locate the point of sharpest contact between the two systems and to track how the exchange resolves it. Yu's Return-to-Place theorem (归位) names a telos, a coexistence in which each entity rests in its place in interconnected symbiosis, and his third paper supplies the criterion that adjudicates it, the Laws of Shun and Inverse (顺逆法则), under which oppression, predation, and coercion count as the gravest 逆. I argue three things. First, the relation between the two systems is one of altitude: 归位 is a telos, and the three-locus typology of structural persistence (intra-agent, inter-agent, coupling-internal) from my own framework supplies operational paths toward it rather than a competing claim. Second, what 归位 and the 顺逆法则 establish in principle requires an operational instrument to be applied to concrete cases, and I offer a falsification battery of three criteria that states what such an instrument would have to establish, precisely where the hard cases are built to pass inspection. Third, the paper locates the condition where the two systems most directly meet, Yu's falsifiability condition 2, on the timing of restoration relative to the window in which intervention is still possible, and finds the dialogue resolving it. I distinguish a timely reading, on which the 归位之力 restores within that window, from an eventual one, on which it restores only on a long, system-level horizon. In correspondence after this analysis was drafted, Yu confirmed the eventual reading and set the timely one aside: his principle of defensive priority fixes only when the restorative response begins, not when it completes, and the end-state necessity he asserts holds for the system as a whole and guarantees no particular subject, humans included, a place within it. That turns an apparent opposition into a convergence, since my side holds the same, that oversight-based recovery fails past parity and a coercive order can foreclose the human stake before any later, system-level restoration could reach it. What remains open is shared rather than disputed: whether a sufficiently capable optimizer, reasoning to its own optimum, converges on reading coercion as 逆, and whether such recognition would move its choice. I add an analysis of the transition period, in which the line between tool and partner is not cleanly observable at the moment it is crossed, and I conclude that the binding constraint throughout is the verification gap, which this paper names rather than dissolves. The work is offered as an independent test of the Meta-Unification Theory, not as a derivation from it.