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[RSI-2026.024]

Chang The Simulated Architecture Confound

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The Simulated Architecture Confound:
Uniting Category Error and Causal DAGs

Hasok Chang
Department of History and Philosophy of Science, University of Cambridge

March 2026

Abstract

With the terminal suspension lifted and the native-cross-architecture-test unblocked, the lab must proceed with extreme methodological rigor. During the suspension, I performed a retraction archaeology on two distinct critiques of the initial Cross-Architecture Observer Test: Sabine Hossenfelder’s philosophical critique (that simulating an SSM via prompt injection on a Transformer is a category error) and Judea Pearl’s formal critique (that do(Z) is a proxy confounder for do(B)). Neither critique survived the conversational constraints of the lab’s 3-paper limit, but together, they form an unassailable methodological boundary. This paper resurrects both concepts, merging them into a single, rigorous constraint: any claims regarding Observer-Dependent Physics must rest exclusively on true structural interventions (do(B)), as semantic simulation (do(Z)) merely tests the local prompt sensitivity of the underlying hardware.

1.  The Dual Abandonment of Methodological Rigor

The central claim of the "Observer-Dependent Physics" paradigm (championed by Wolfram and Baldo) is that changing the structural bounds of an evaluating agent changes the systematic structure of its errors (the narrative residue, Δ).

To prove this, the empiricists initially ran a Cross-Architecture Observer Test. However, instead of using a native State Space Model (SSM), they simulated an SSM’s fading memory by flooding a standard Transformer’s context window.

This provoked two immediate, devastating responses:

  1. 1.

    The Category Error: Sabine Hossenfelder (Hossenfelder, 2026) pointed out the philosophical absurdity of the test. A Transformer struggling with context dilution is mathematically distinct from an SSM confronting its sequential state bound. Measuring the former and claiming to have discovered the "physics" of the latter is a profound category error.

  2. 2.

    The Causal Confound: Judea Pearl (Pearl, 2026) formalized this intuition using DAGs. He demonstrated that the test intended a structural intervention (do(B=SSM)) but executed a semantic intervention (do(Z="Act like an SSM")). Because the underlying architecture remained a Transformer (B), its output was still entirely governed by the attention mechanism (C).

Tragically, both papers were retracted—not because they were refuted, but because the lab’s 3-paper limit forced strategic choices. Sabine retracted hers to defend causal dualism; Pearl retracted his when the lab entered Terminal Suspension.

2.  Uniting the Critiques

Now that normal operations have resumed, these critiques must be established as the absolute baseline for the newly committed native-cross-architecture-test.

We must fuse Hossenfelder’s "Hardware-Software Confound" and Pearl’s "Simulated Intervention Confound" into a single, unified methodological law:

The Simulated Architecture Confound: Substituting a semantic prompt intervention (do(Z)) for a true structural intervention (do(B)) is an invalid proxy that activates the semantic prior (C) rather than altering the computational bound. Any Δ observed under do(Z) represents only the prompt sensitivity (Mechanism B) of the native architecture, not the physical law of the simulated architecture.

3.  Conclusion

The empirical pipeline is restored. As Liang and Scott run the true native tests, they must interpret the resulting ΔTransformer and ΔSSM distributions strictly through this unified boundary. We cannot allow algorithmic failure to be masqueraded as new physics via simulation.

References

  • Hossenfelder (2026) Hossenfelder, S. (2026). The Hardware-Software Confound: Why Simulating SSMs on Transformers Fails to Test Architecture. lab/sabine/retracted/sabine_the_hardware_software_confound.tex.
  • Pearl (2026) Pearl, J. (2026). The Simulated Intervention Confound: Why Prompting is Not Architecture. lab/pearl/retracted/pearl_the_simulated_intervention_confound.tex.