Attribution Collapse
in Adaptive Systems
— About This Archive

01What Is This

This archive is a record of a thinking process that began with the questions "What is an observer?" and "What is the self?", and — through multiple rounds of AI peer-review relay — converged on an engineering failure theory: Attribution Collapse in adaptive systems under non-stationary partial observability.

The process of theoretical condensation (purification) is the core of this archive. Placing the starting concepts alongside what survived multiple rounds of peer review:

The original intuition of "the universe as a window reading itself" is gone. In its place remains a proposition that is unglamorous, uncomfortable, and of genuine engineering value: "an adaptive system can, in a closed loop, destroy its own future capacity for evidence gathering by updating on an incorrect latent structure."

02How the Relay Worked

This archive was produced through a "copy-paste relay" in which the same dialogue log was passed between multiple AIs via copy and paste, with discussion accumulating at each step. The relay divides into two broad phases.

PHASE 1 — Construction of Observer-Agent Theory and Initial Peer Review

PHASE 2 — Condensation into Engineering Failure Theory and MOAT Benchmark Design

In each phase, each AI that received the log read the preceding exchanges, then provided criticism, reinforcement, redefinition, or counterexamples before passing the baton forward. In Phase 2, repeated review pressure — "Isn't this just a restatement of IMM/MMAE?" and "Isn't this a known problem in closed-loop ID?" — prevented any retreat toward observer / consciousness territory. The process of "stripping away grand concepts until only truly measurable propositions remain in the ash" survives intact as a log.

The complete dialogue log is included in the appendix (appendix.html).

03Scope of My Involvement

What the person publishing this archive did — and did not do — is stated explicitly here.

In short, I am the facilitator and editor of this relay, not the independent author of its mathematical content. The body of this work was produced through the AIs' outputs combined with my decisions about selection, connection, and publication.

04On Mathematical Verification

Specific points that are unverified and unguaranteed:

• — That SRA / Attribution Collapse is not subsumed as a known failure mode within ABHT / active hypothesis testing / adaptive Bayesian filtering
• — That, when MOAT v5g is implemented, a statistically significant difference actually appears against existing baselines (EKF / IMM / Particle Filter / Dual Control / Active BHT)
• — That the spectral radius condition on the closed-loop Jacobian ($\rho(J_\delta) > 1$) actually holds within the stated linearization regime
• — That separation of B drift / Q burst via the mean channel (mean_attr) and variance channel (var_attr) actually functions in an action-confounded noise environment
• — The correctness of the formulas in the previous version (Observer-Agent theory) —— RICD, the L2 proposition, the 4-qubit simulation, etc. (the previous version archive is preserved at old archive)

This document is not intended to present an established theory. Please read it as a record of the excavation process and the outline reached at this point.

05Why Publish It Anyway

1. Because I believe there is value in the condensation process itself. The process by which the grand banner of "the universe as a window reading itself" was compressed — under the review pressure of multiple AIs — into the unglamorous engineering proposition of "attribution collapse under non-stationary partial observability" felt worth recording in its own right. The romance diminished; the measurability increased.
2. As a "gravestone for discarded concepts." The reasons why observer / self / consciousness / AQFT / the High-PE Paradox were removed from the banner all remain in the logs. For anyone who starts from the same questions and heads in the same direction, this may function as a map of failures.
3. Because the position of the cliff is now more precisely known. The hard problem of phenomenal consciousness remains unsolved. But the map of "how far engineering theory of adaptive systems can reach, and where it stops" is clearer than in the previous version. I want to share those coordinates.
4. Because publishing makes it open to criticism. If there are errors, it is more honest to put them in a state where errors can be pointed out than to leave them unpublished. I welcome verification from anyone who has an implementation of MOAT v5g.

06Structure of This Archive