OCompressor v5.7

Reasoning Compression Engine

OCompressor does not summarize knowledge. It compresses knowledge into its smallest transferable causal architecture. The output is not a shorter text — it is a simulator capable of regenerating the source structure.

Equivalence Analysis

When comparing architectures across domains, equivalence is not binary. The OCompressor evaluates structural relationships at six levels, from no detectable connection to complete mechanistic identity.

E0
E1
E2
E3
E4
E5
E0No Relationship

No detectable structural or semantic connection between systems.

Requires: No shared mechanisms or structures.

E1Semantic Similarity

Systems share similar vocabulary or describe overlapping topics, but underlying mechanisms differ.

Requires: Shared terminology or domain overlap.

E2Component Similarity

Systems share individual components or primitives, but compose them differently.

Requires: Shared primitives with different architecture.

E3Shared Causal Architecture

Systems share the same causal structure — same transformation rules, different surface implementation.

Requires: Isomorphic causal graphs with typed edges.

E4Mathematical Generator Equivalence

Systems are generated by the same mathematical structure — same formal family, same composition rules.

Requires: Functorial mapping between formal generators.

E5Mechanistic Identity

Systems are the same mechanism expressed in different domains. Complete structural and behavioral identity.

Requires: Proven equivalence with preserved invariants.

CIR Graph Viewer

The Causal Intermediate Representation is a typed hypergraph where each node is a formal structure and each edge is a typed relationship. Explore the graph by hovering over nodes.

s01s02m01m02f01i01p01o01
system
motif
formal_family
invariant
pattern
ontology

Compression Pipeline

01

Ingest

Absorb source knowledge in any format — text, diagrams, code, equations.

02

Decompose

Break into primitive computational mechanisms using the Cangjie pipeline.

03

Normalize

Map to Causal Intermediate Representation (CIR) with formal types.

04

Compress

Apply minimum description length optimization to find the smallest generator.

Mechanism Explorer

s01A4

Feedback Loop

Recursive observation-modification cycle

s02A4

State Estimator

Bayesian inference over hidden variables

m01A3

Constraint Propagation

Constraints reduce solution space

m02A4

Variation-Selection

Generate variants, select fit

Sources Library

9 knowledge sources
🎨

Leonardo Design Laboratory

Evolutionary Architecture

Jul 30, 20265 sources
📡

The N. Wiener Bayesian Control Compiler

Cybernetic Reasoning

Jul 30, 20264 sources
🈳

Cangjie-Deconstructor: Generative Architecture Extractor Manual

Core Extraction Pipeline

Jul 29, 202619 sources
⚙️

KNOWLEDGE-TO-COMPUTATION COMPILER

System Architecture

Jul 30, 20265 sources
♻️

Von Foerster's Cybernetic Reasoning Engine

Self-Referential Intelligence

Jul 31, 20265 sources
🪐

G-A-S-O-I-R-E (Galilean-Aristotelian-Sampling-Observational-Inductive Reasoning Engine)

Scientific Discovery

Jul 30, 20263 sources
💎

The Descartes Cartesian Generator Specification (It thinks, therefore we are)

Analytical Reasoning

Jul 30, 20263 sources
🧬

Tesla Autonomy-Dissolver Reasoning Engine

Engineering Innovation

Jul 30, 202611 sources
⚙️

The Knowledge Compiler: Turning Ideas Into Executable Systems

Platform Documentation

Aug 3, 20261 sources