Organic Computer: Integration of Three Types of Systems
The GEB team proposes a structural model of an "Organic Computer", which is essentially an integration of three computational systems. Each system processes a different type of information and together they form a computational whole capable of self-evolution, meaningful expression, and experiential memory.
I. Turing Machine: Formal Systems and Shannon Information
Functional Role: Processes 100% computable and unambiguous logical propositions; belongs to deductive reasoning within formal systems.
Type of Information: Shannon Information – bit sequences that are "meaningless but restorable".
Storage Method: Can be fully restored and reconstructed using binary encoding; forms the foundation of modern computers.
Human Equivalent: The rational system – handles problems with clear structure like language, logic, and mathematics.
II. Oracle Machine: Dissipative Structures and Gödelian Information
Functional Role: Handles "undecidable problems" that Turing Machines cannot solve (e.g., double-spending, paradoxes, self-reference) by offering "judgments" via external intuitive choices or environmental evaluations.
Type of Information: Gödelian Information – judgments that are "meaningful but cannot be formally restored".
Storage Method: Not stored within the system but jointly recorded by the environment and experience in an irreversible trajectory of time evolution.
Human Equivalent: The intuitive system – often manifested as “inspiration”, “epiphany”, or “situational resonance”.
Key Mechanism: Dissipative Structures provide a way to embed the Oracle Machine into the physical evolution of time, granting it maximum trustworthiness.
III. Transfinite Iterative Ordinal Logic System: The Bridge and Translator
Functional Role: Coordinates information exchange and trust transfer between the Turing Machine and the Oracle Machine, serving as the translator and logical recursor between formal and non-formal judgment systems.
Role Explanation:
At the logical level: Constructs ordinal transfinite iterative structures, gradually introducing higher levels of judgment standards, bringing the system closer to completeness.
At the storage and reasoning level: Establishes mechanisms for the transformation and labeling between Shannon Information (repeatable) and Gödelian Information (one-time events).
Key Value: Provides a layered, extensible temporal structure for uncertain intuitive judgments (Oracle Machine), allowing partial formalization and cooperation with Turing Machines.
Mapping Structures of the Human Mind
Illustrative Analogies
Turing Machine is like keyboard input: each keystroke is clear, definite, and reproducible.
Oracle Machine is like a flash of inspiration: emotionally triggered, internally emergent, and non-repeatable.
Transfinite Iteration System is like the long-term evolution of memory and thinking patterns: allowing certain inspirations to be “triggered” and “recognized” in the future.
IV. Expression in Mechanical Systems: NP Problems and Asymmetric Interaction
In machine systems, Gödelian Information can be abstractly expressed through the asymmetric structure of NP problems:
Solution verification is easy (Turing Machine can do it),
But solution selection originates from undecidable sources (Oracle-like behavior).
If a system can select and continually evolve along one of multiple asymmetric paths, it shows the system has embedded Oracle-like structures into a dissipative history.
The blockchain consensus process in the Bitcoin system—especially Proof of Work (PoW)—is a real-world evolutionary expression of such structures.
Conclusion
An Organic Computer is a “nature-like” system that integrates deterministic Turing reasoning, non-deterministic Oracle judgment, and evolutionary hierarchy constructed through transfinite iteration. It can process formal logical determinism, respond to real-world indeterminism, and build multi-level mechanisms for storing and translating meaning across time. It is not a “mechanical imitation of humans,” but a re-discovery of the formal foundation of the mind within nature.