Transformers for Physics and Biology

Transformers for Physics:

Dark Matter - Universe - Dark Energy - Interaction ->

Space - Time - Energy - Interaction ->

Matter - Projection - Energy - Interaction ->

Structure - Stream - Result - Way ->

Nucleus - Wave - Quantum - Interaction ->

Protons/Neutrons - Photons - Electrons - Chemical Bonds ->

Basis - Process - Result - Way ->

Earth - Air - Fire - Water ->

Base - Emitter - Collector - Signal ->

Core - Processor - Interface - Human ->

Atom - Cell - Organism - Planet ->

Planet - Solar System - Galaxy - Universe ->

Transformers for Biology:

Epigenome (Histones (Protein) and DNA): Genome (DNA) - Transcriptome: pre-mRNA - mRNA: Exons (Splicing) - Introns (Alternative Splicing) - tRNA (Translation) - Protein - Ca2+ Signal cascades ->

DNA - RNA - Protein - Signal cascades ->

Transcription - Splicing - Translation - Signaling ->

Meaning - Information - Function - Learning ->

Meaning - Scheme - Translation - Human -> (in English)

Смысл - Схема - Перевод - Человек (in Russian)

Memory - Indices - Heuristics - Rewards ->

Intuition - Thinking - Sensing - Feeling ->

Knowledge - Con-sci-ousness - Understanding - Memory -> (in English)

Знание - Со-Знание - О-Сознание - По-Знание -> (In Russian)

Concepts - Categories - Representations - Environment ->

Knowledge - Information - Understanding - Memory ->

Simple - Complicated - Complex - Chaotic ->

Analysis - Search - Synthesis - Research ->

Reality - Theory - Implementation - Practice ->

Experience - Modeling - Understanding - Memory ->

World Model - Levels of Entities and Intelligence:

A Universal Principle

Gene Regulatory Network - OSI Model of Network Architecture

== Membrane of Cell == Protein receptors == Universe ==

7 - Universe - Application layer - Protein

High-level protocols such as for resource sharing or remote file access, e.g. HTTP.

6 - Galaxy - Presentation layer - Translation - tRNA

Translation of data between a networking service and an application; including character encoding, data compression and encryption/decryption

5 - Solar System - Session layer - Ribosome - mRNA

Managing communication sessions, i.e., continuous exchange of information in the form of multiple back-and-forth transmissions between two nodes

5 - 7 - Sensing - Understanding - Electrons - Energy - Result - Function - Morphology - Representations - Synthesis - Act - Word - Collector - Fire - Interface - Decoding - Multimodal DL - Realisation

Data - 5 - 7

== Nucleus of Cell == Magnetic Field of Earth ==

4 - Planet - Transport layer - Segments, Datagrams - Spliceosome - Splicing - mRNA

Reliable transmission of data segments between points on a network, including segmentation, acknowledgement and multiplexing

3 - Organism - Network layer - Packets - Transcription - pre-mRNA

Structuring and managing a multi-node network, including addressing, routing and traffic control

3 - 4 - Thinking - Consciousness - Photons - Projection - Process - Information - Syntax - Categories - Search - Decide - Model - Emitter - AIr - Processor - Encoding - Multilingual NLP - Objective

2 - Cell - Data link layer - Frames - DNA

Transmission of data frames between two nodes connected by a physical layer

2 - Intuition - Knowledge - Protons/Neutrons - Matter - Basis - Meaning - Semantics - Concepts - Analysis - Orient - Root - Base - Earth - Core - Data - NLU - Subject

== Nucleus of Cell == Magnetic Field of Earth ==

1 - Atom - Physical layer - Bits, Symbols - Signal cascades

Transmission and reception of raw bit streams over a physical medium

1 - Feeling - Memory - Chemical Bonds - Interaction - Way - Learning - Pragmatics - Environment - Research - Observe - Context - Signal - Water - Human - Training - Reinforcement Learning from Human Feedback - Society

== Membrane of Cell == Protein receptors == Universe ==

The key to applying the Universal Principle is a system approach -?

There are seven levels of Entities and Intelligence - atom, cell, organism, planet, solar system, galaxy, universe - that use the same structure for transformation or life cycle and entities at one level exist and work in parallel and are replaceable for implementing different functions to make an entity of next level e.g. cells forming an organism.

Any entity is structured as a transmitter-receiver system and it has four components - core, input and output channels for information and interface with the world. That's how a universal principle of transformer or life cycle for an entity works.

References:

A Unified Theory - Universal Language - https://www.dhirubhai.net/pulse/unified-theory-consciousness-michael-molin/