Rules of Inference Memetics (RIM) Governed Visual Primitives
Authors/Creators
- 1. University of the Philippines in Diliman
- 2. Bridge360, Inc.
Description
This revised working paper is a contribution to philosophy of science, not to science per se. It treats the boundary between physical, informational, and social systems as a memetic and governance convenience rather than an ontological wall — following Boltzmann's entropy formulation for physics/chemistry, Shannon's for the space/cyberspace boundary in Wiener's parlance, and Tarski's disquotation cues for the suspension of "true," "false," and "truth" as primary predicates. In the spirit of Gödel's Incompleteness Theorem, Turing's Halting Problem, and Church's Undecidability of First-Order Logic Thesis — together with the never-ending demands of entropy — the framework makes no metaphysical or ontological claims and no claim to completeness. It expects scientists and other contributors to supply the normal-science instantiation.
The paper develops a multi-level governance architecture for visual and inferential reasoning, organized as a stack of metalanguage levels (L0 through L5) running from raw visual primitives through geometric tokens, Rules of Inference Memetics (RIM) classification, corridor and leakage governance, validation, and metagovernance closure. Cardinal directions are tokenized as governance operators (spineward, leakageward, lateral exploration, rollback). Image-spine tracking is formalized as a Band B algorithmic template in which each tracked move carries both a direction token and a RIM token (SPINE, BRANCH, ABDUCT, ANALOGY, LEAK, CAVEAT, ROLLBACK). The architecture is then applied to the language-only Chain-of-Thought reference problem, yielding a Chain-of-Reference reformulation in which each reasoning element receives a declared referent, inference type, provenance path, leakage risk score, caveat vector, and Band classification.
A new section in this revised edition derives the termination of the metalanguage stack from the scaling-volatility paradox together with decoherence-style functional form C(n) = C₀·exp(-(n/n_c)^α), replacing the earlier stipulative claim that "five levels suffice for practical governance." The derivation explicitly disavows the literal physical reading of decoherence and treats the import as formal structure within the unified entropy geometry the foundational stance already commits to. The ceiling N* is defined as the level at which marginal governance gain falls below marginal volatility cost, and at which coherence drops below the threshold required for the governance operation to be performed reliably. Domain-specific values of the characteristic level n_c are tabulated (image-spine tracking ~5; reflexive social epistemics 3–4; narrow formal systems 6–7). The parameters remain uncalibrated; operationalization is the Band A handoff to domain specialists.
The paper closes by mapping the framework onto DeepSeek's "Thinking with Visual Primitives," whose stated diagnosis — the Reference Gap between perception and natural-language reasoning — and proposed repair (interleaving points and bounding boxes directly into the reasoning trajectory so the model can "point while it reasons") converge on the same problem the Bridge360 architecture treats. DeepSeek supplies the visual-reference mechanism; Bridge360 supplies the metagovernance discipline over the mechanism. The convergence is classified as a Band B+ handshake candidate. Visual primitives reduce reference leakage; they do not eliminate governance leakage.
This edition is offered as a corridor-construction contribution. Its success criterion is not the achievement of Band A from within the framework, but the construction of corridors within which Band A becomes attainable by others.
What is new in this revised edition. (1) The foundational stance is moved to the front matter, preempting category-mismatch objections that reach for ontological scrutiny criteria the framework has principled reasons to reject. (2) A new Section 5 derives the stack ceiling N* via the scaling-volatility crossover with decoherence-numeric functional form, replacing stipulative termination. (3) Band classification terminology is recalibrated throughout: Band A is consistently presented as the handoff condition for normal-science verification rather than as a goal pursued from within the framework. (4) The closing remarks make the corridor-construction success criterion explicit.
The substance of the original LLM-mediated dialogue is preserved in full, including compass tokenization, the RIM image-spine algorithm, the metalanguage stack, the v20.5/v20.6 governance distinction, the Chain-of-Reference reformulation, the IoT and visual-primitives treatment of "vibes" as biological pre-linguistic pattern detection, the maze-escape case as a physical analogue of the reference problem, and the DeepSeek resonance mapping.