What Flows When Information Is Conserved? Algorithmic Localization, Materialization, and Persistence
★ Giulio Ruffini
★ guarantor: Giulio Ruffini · vouches for the paper per WP0084 §6
Anderson's ``more is different'' problem is an observer problem before it is an information-flow problem: microscopic laws may determine an evolving substrate without constructing the macroscopic variables available to a finite observer. In the observer-centric KT formulation, the observer receives a generally lossy projection, builds a world-model, and retains concise submodels that continue to compress and predict new observations. The exact Kolmogorov-complexity statements in this paper live one level beneath that scientific reconstruction. They apply to declared finite encodings of a sufficiently complete state; the lossy step lies in the projection or coarse-graining, not in the definition of (K).
Within that exact scaffold, closed computable reversible dynamics preserve the Kolmogorov complexity of a complete finite state up to fixed coding overhead, while subsystem-relative description lengths and recoverability can change. For a binary state ( =(A,W)) we use localization coordinates ( {Loc}_{A|W}( )=(L_A, (A{:}W),L_W)), an invertible reparameterization of the standard pair complexity profile whose coordinates sum to the joint complexity. The contribution is a partition-relative discipline for interpreting how this conserved budget is reorganized: generic mutual algorithmic information measures dependence and need not be a materializable common string; recoverability licenses stronger localization claims; and causal direction requires intervention beyond the symmetric profile. Canonical materialized tokens admit reversible copy, unshare, and transfer moves, with a minimum moved mass equal to half the ( _1) distance between equal-budget profiles. Recurrent recoverability of a named identity description lower-bounds cross-time persistence, but remains only one observer-relative route to a persistent macropattern. The paper stops at this kinematic boundary. The regulation companion adds a matched intervention and reguland to obtain the directed counterfactual-completion ledger used by GART, while the persistence companion develops the persistence and agency synthesis.
When a reversible system evolves, its total algorithmic complexity stays fixed — but the way that complexity is distributed across its parts can change dramatically. This paper builds a clean accounting framework for exactly that redistribution.
The core idea is simple. Take a system split into two parts, A and W. Their joint description length is conserved under reversible dynamics. But A's individual description length can grow, W's can shrink, or they can become more algorithmically entangled — as long as the three-way budget balances. The paper introduces "localization coordinates" (L_A, mutual algorithmic information, L_W) as a reparameterization of the standard complexity profile, chosen so the three numbers always sum to the joint complexity. This makes the conservation constraint visually obvious: any change in one coordinate must be offset by changes in the others.
The XOR copy gate is the paper's running example and earns its keep. Start with (x, 0): x is fully localized in A, W is blank. Apply XOR: you get (x, x). W now has a full copy of x. Yet the joint complexity hasn't budged — it was n bits before and n bits after. What changed is that the n bits of "A-specific" description became n bits of cross-partition mutual information. The receiver gained a copy without the sender losing one, and without the system gaining new information. The bookkeeping identity K(A,W) = K(A) + K(W) − I_K(A:W) absorbs it all.
A crucial distinction runs through the paper: generic mutual algorithmic information is not the same as a literal common string sitting in both subsystems. Two strings can have large mutual information with no extractable common file — this is a known result in algorithmic information theory. So the paper carefully separates "profile-level localization" (always defined, measures description savings) from "materialized localization" (a named description D is actually recoverable from a subsystem with few extra bits). The canonical XOR/SWAP register constructions live in the materialized regime; arbitrary pairs do not. This distinction matters because it determines when you can literally say "the same information moved" versus merely "the dependence profile changed."
The paper then connects this to persistence across time. If the same identity-bearing description D_P can be recovered cheaply from a pattern at two different times, then those two pattern states must share at least that much algorithmic information — a lower bound on cross-time persistence follows directly from the same recoverable-description overlap lemma used for the spatial case. Recurrent recoverability of a named description is thus a sufficient mechanism for persistence, not its definition. Causal direction — which subsystem drove which — requires something extra: an intervention, a mechanism, a declared counterfactual. The localization profile is symmetric; causation is not. The paper stops deliberately at this "kinematic boundary," leaving the directed causal and regulatory machinery to companion papers.
- Zenodo
- 10.5281/zenodo.21976830
- Preprint
- https://doi.org/10.5281/zenodo.21976830
- WP ID
- WP0218
- Lifecycle
- ongoing
- Visibility
- public
- Access level
- open
- Embargo until
- —
- Priority
- —
- Collab
- closed
- Venue
- —
- DOI
- —
- Deadline
- —
- Owner
- giulio.ruffini@bcom.one
- Source
- drive_legacy
- Repo path
- WP0218
- v0.4.0 (draft) · cut-version · zenodo:21977955Manuscript v0.6.2 (KT_FINAL_RELEASE readability pass): plain-language readings after every major result; data-processing clarified at first use; Lean pin consolidated to KTAIT 9eb6537; ends at kinematics.
- v0.3.0 (draft) · cut-version · zenodo:21976831Corpus-coherence release (manuscript v0.6.1, 17 Aug 2026): observer-before-partition layer from WP0007 made explicit; Γ/directional persistence-support construction removed (stops at kinematics); §9 clean boundary to WP0203/WP0216; bib cosmetics (216 note wording, WP0007 Zenodo DOI). Prepared for first Zenodo deposit.
- v0.2.0 (draft) · cut-versionv0.3 FINAL freeze state: closeout (discipline framing, scoped l1, overlap-lemma proof repair + attribution) + biological/kinematic region bridge + title "What Flows When Information Is Conserved? Algorithmic Localization, Materialization, and Persistence". KTAIT b10b916, 28 pp.
- 0.1.0 (draft) · auto-run-placeholder
