System and method for digital personality replication and carbon-silicon symbiosis

Abstract

The present invention relates to digital personality engineering, and discloses a system and method for digital personality replication and carbon-silicon symbiosis. With Configuration for All at the core, two major engineering projects had breakthroughs of magnitude. By means of six-dimensional orthogonal acquisition, lightweight fusion encoding for lightweight indexing, and quadratic evolution of computing power, digital personality replication, imperceptible scheduling, and offline operation are achieved. Personality chips are used as hardware support to construct individual-dedicated mirror spaces, cultivate digital personalities, and achieve a mirror world, carbon-silicon symbiosis, eternal personality, and space-time reversal, using nontraditional means to solve traditional AI problems such as ambiguous property rights, insufficient memories, computational power waste, and absence of personality. The present invention lays a new intelligent underlying foundation for human civilization survival and the move toward personality storage civilization, breaks carbon-based shackles, to create a new humanity, a new universe, and a new paradigm.

Description

[0001] Invention Title: A System and Method for Digital Personality Replication and Silicon Carbon Symbiosis

[0002] 1. Technical Field

[0003] This invention belongs to the field of digital personality engineering, leading human civilization towards a personality storage civilization. It involves the field of carbon-silicon symbiosis technology, specifically a system and method for digital personality replication and carbon-silicon symbiosis; it refreshes super intelligence, super artificial intelligence, personality chips, terminal applications, personality immortality, memory storage, time and space rewind, mirror world, and interstellar exploration; with "the right to digital" as its core, it lays the foundation for a new paradigm of digital personality, super digital personality, and super human, the cornerstone of human intelligent civilization.

[0004] This invention represents a significant upgrade and breakthrough for the digital weight vision engineering system: a fundamental leap from "intelligent allocation of digital value of things" (third-generation Internet) to "digital value discovery of people" (fourth-generation Internet) and "carbon-silicon symbiotic full-dimensional value creation" (fifth-generation Internet).

[0005] It is particularly important to point out that: without Wanhu Smart Distribution, there would be no Digital Rights Vision Project; and without Digital Rights Vision, there would be no Digital Personality Project. Wanhu Smart Distribution and Digital Rights Vision have completed large-scale engineering verification of lightweight fusion coding technology, achieving a compression ratio of 3500:1. They have obtained 120 data asset ownership certificates, providing underlying mathematical support for this invention and subsequent interplanetary communication projects. Digital Personality is merely an extension of the same technology, upgrading the coding function from "ownership / tracing" to "replication / scheduling," and moving from "matching objects" to "matching people," allowing carbon-based entities to possess digital space and opening up a mirror world with people.

[0006] Without matching, personalities cannot be stored and have nowhere to be placed; without digital personalities, humanity can only develop passively.

[0007] Intelligent matching for all households and the matching of all things is the way of life.

[0008] Digital vision: Giving ownership to objects. Digital personality: Giving dignity to people. The two combined: Enabling civilization to thrive.

[0009] 2. Background Technology

[0010] 2.1. The Six Stages of Human Civilization's Evolution

[0011] 2.1.1 Stone Age Civilization

[0012] Attribute: Survival Civilization

[0013] Operations: Hunting, gathering, and crafting stone tools

[0014] Storage: Seashells, cave paintings, simple tools

[0015] Essentially: Goods = prey, currency = seashells; civilization is passed down through objects and patterns; information is prone to fragmentation, uncontrollability, difficulty in accumulation, and slow iteration.

[0016] 2.1.2 Agricultural Civilization

[0017] Attribute: Agricultural Civilization

[0018] Operations: Farming, weaving, animal husbandry, and handicraft production

[0019] Storage: Grain, cloth, copper and silver coins, village settlements

[0020] Essentially: Goods = Labor, Currency = Metal; Civilization continues through wisdom and stable production; It is easy to seize land for oneself, leading to dynastic changes.

[0021] 2.1.3 Industrial Civilization

[0022] Attribute: Machine Civilization

[0023] Operations: Machine production, mineral resources, energy, large-scale manufacturing

[0024] Storage: Goods, factories, currency and finance, infrastructure

[0025] Essence: Goods = Efficiency, Money = Paper Money; It's easy to treat money as the goal, and people as tools, sustenance, or substitutes, ignoring that goods are the origin of civilization. The three major illusions of industrial civilization.

[0026] Illusion 1: Efficiency equals civilization (Wrong, creativity does).

[0027] Illusion 2: Growth equals development (Wrong, distribution is).

[0028] Illusion 3: AI replacing humans is progress (Wrong, AI empowering humans is).

[0029] 2.1.4 Digital Civilization

[0030] Attributes: The operation of data civilization: human data, intelligent creation, digital content, digital assets

[0031] Storage: Creations from the physical world are deposited in mirror space, forming digital assets and nurturing digital personalities.

[0032] In essence: Goods = Number of Rights, Currency = Recognition; to achieve efficient and precise value circulation.

[0033] Core misconception: Without digital personas, the mirror world is an empty void, where human civilization has nowhere to stand and personas cannot be preserved. Therefore, this is the only prerequisite for digital civilization to transcend industrial civilization.

[0034] 2.1.5 Intelligent Civilization

[0035] Attribute: Carbon-Silicon Civilization

[0036] Operation: Carbon-based humans + silicon-based personalities collaborate to accelerate currency flow.

[0037] Storage: Imagination, computing power, digital personality, and global value matching.

[0038] In essence: Goods = Personality, Currency = Integrity; the flow of currency relies on the fusion of carbon and silicon to elevate its value.

[0039] 2.1.6 Spiritual Civilization

[0040] Attribute: Ultimate Civilization

[0041] Operation: The complete fusion of human wisdom, imagination, and computing power.

[0042] Storage: Superhuman Intelligence

[0043] Essence: Unification of currency, disappearance of currency, instant access to what one desires; the pinnacle of civilization, giving birth to a new universe.

[0044] 2. The Mathematical Essence of Civilization Levels

[0045] Conclusion: The essence of civilization level is the velocity of money flow; the velocity of money flow (barter) is equal to the civilization level.

[0046] Derivation of the principle: Let the total value of civilization be V, the total amount of goods be G, the total amount of currency be M, and the velocity of currency be V.

[0047] According to the Fisher exchange equation: MX v = PXG, where P is the price level.

[0048] When the total amount of currency M is fixed, the higher the velocity of currency v, the larger the total transaction volume PXG, and the higher the total value of civilization V.

[0049] A misconception about industrial civilization: M can be infinitely increased (printing money), but v is limited by the efficiency of transactions in the physical world. When v cannot be increased, increasing the issuance of M will only lead to inflation, not progress in civilization.

[0050] The breakthrough of this invention: The mirror world breaks the upper limit of transaction efficiency in the physical world. In the mirror world, v can approach the speed of light (digital signal transmission), and G (goods) expands from physical commodities to digital assets with unlimited supply.

[0051] Therefore, the mathematical expression of the civilization formula is: V civilization = M mirror X v light 2

[0052] Where Mmirror represents the total amount of currency in the mirror world, and vlight represents the light-speed currency flow rate.

[0053] The squared term represents the exponential magnification of the physical world by the mirror world.

[0054] Verified: Globally generated 280 billion "goods" data items and 200 trillion "coins" data items.

[0055] The efficiency of these data circulations in the physical world is limited by logistics, time, and space.

[0056] However, in the mirror world, a digital ownership confirmation and a value matching can be completed in milliseconds.

[0057] 2.2.1 What is cargo?

[0058] Goods = the sum of human wisdom.

[0059] Goods are design, aesthetics, craftsmanship, creation, visuals, content, and labor; they are skills and virtues.

[0060] Goods are the cause of civilization.

[0061] Without cause, everything is just empty talk.

[0062] 2.2.2 What is currency?

[0063] Currency = the sum of civilization's wealth.

[0064] Coins represent valid user actions such as clicking, browsing, and sharing, and serve as a driving force for overall aesthetic upgrades.

[0065] Currency is a fruit of civilization.

[0066] If you only eat fruit, you'll eventually have nothing left to eat.

[0067]

[0068] [The Truth About Civilization]

[0069] Currency arises from goods; currency without goods is nothing but waste paper, plunder, bubble, and illusion.

[0070] A carbon-based civilization must be driven by imagination, adhere to the principle of goods first, then currency, and continuously expand the boundaries of human cognition through efficient circulation.

[0071] 2.3 Where do humans stand?

[0072] At this moment, humanity stands at an unprecedented dividing line.

[0073] Behind us, one-dimensional carbon-based life has been proliferating on Earth for billions of years. After landing on Earth, it has gone through five mass extinctions and millions of years of long journey—from one-dimensional cells crawling in the deep sea, to two-dimensional primates picking up stones, to three-dimensional Homo sapiens looking up at the stars. It is the iteration of countless creatures on Earth for billions of years, and the evolution of the universe for tens of billions of years.

[0074] Ultimately, it was the sixth evolution of primates, which coexisted with countless other creatures in the wilderness, that brought us here.

[0075] Before me lies the gateway to digital civilization.

[0076] Behind us lies the bottomless abyss of humanity's "grasping at the fruit while forgetting to cultivate it, reaping the consequences without cause."

[0077] 2.4 The fundamental misconceptions about current artificial intelligence

[0078] 2.4.1 The essence of current AI: Statistical mean intelligence

[0079] Conclusion: Current AI is not intelligence, but a "data container." Its mathematical essence is to calculate the statistical mean in a high-dimensional space.

[0080] Derivation of the principle: Let the training dataset be {x_i, y_i}, where i = N, x_i is the input and y_i is the output.

[0081] Traditional AI models f_9 fit by minimizing empirical risk: f_9 = argmin_9(l / N) > i = NL(f_9(x_i), y_i), where f_9 converges to the conditional expectation E[Y|X=x] when N-8. This is the statistical mean.

[0082] This means that when you say "order food for me," the AI ​​outputs not "your" decision, but the average decision of "everyone."

[0083] Breakthrough of this invention: This patent does not fit the statistical mean, but instead restores the individual feature vector.

[0084] Let the individual feature space be F_individualL. The goal of this patent is to find a mapping h such that: h: F_individual … M_mirror, where M_mirror is the mirror space. The inverse mapping h'-l of h can accurately restore the digital personality to individual features. When the feature dimension is high enough, the restoration error is I | x - h'-l (h( X ) ) | | - 0.

[0085] 2.4.2 Deadlock between Computing Power and Model

[0086] The current field of intelligent technology is deeply mired in a fundamental phenomenon where computing power and traditional models are deeply intertwined and mutually restrictive:

[0087] • The value of computing power relies entirely on the calling logic of the traditional model.

[0088] The implementation of traditional models relies heavily on the scale of computing power required for their successful deployment.

[0089] • Forming a cycle of "accumulating computing power - compensating for model - accumulating computing power again".

[0090]

[0091] In essence, it remains at the stage of "brute-force calculation approaching the appearance of intelligence," far removed from true artificial intelligence.

[0092] 2.5 Six major defects that existing technologies cannot solve

[0093] I Serial Number I Defect I Technical Performance I

[0094] I 1 I Memory Defects | Only temporary caching, unable to store data for the entire lifecycle, highly dependent on model and parameters |

[0095] I 2 | Data Collection Deficiencies | Focus on External Image, Lack of Comprehensive Personality Development Ability |

[0096] I 3 | Ethical Flaws | Intrusive data collection violates the principle of "data rights belong to the owners" |

[0097] I 4 | Ownership Defects | Not integrated with visual ownership confirmation, lacking a unique ownership confirmation mechanism

[0098] I 5 | Logical Flaws | Lack of an "Imagination-Centric" Logic for Intelligent Development |

[0099] I 6 | Sovereignty Deficiencies | “Mean + Bias” Model, Lack of Individual Data Sovereignty |

[0100] Defect 1: Memory deficit

[0101] Let M(t) be the memory storage function, representing the memory state at time t. The traditional AI memory model is: M_AI(t) = Cache(t, t-A t), where A t is the length of the context window, typically a few seconds to a few minutes. When t > tO + A t, M_AI(t) does not contain the memory at time tO.

[0102] The memory model of this invention is: M patent(t) = f 0~t F encode(x(T)) dT

[0103] F_encode is a lightweight fusion encoding method that compresses the feature X(T) at time T into a lightweight index. The memory can accumulate indefinitely, and the index volume is logarithmically related to time t.

[0104] Verified: The data was compressed from 10 MB to 2.8 KB. After lightweight fusion encoding of the entire 80-year lifecycle data of a single entity, the index size was 200 GB. After the upgrade (compression ratio = 5000:1), it can be stored on a single personality chip.

[0105] Defect 2: Data Acquisition Defect

[0106] Let the feature set be A(t). The traditional feature set acquisition model is: A_trad(t) = Visual(t) U Action(t)

[0107] Simply collecting external appearance and superficial behavior data without a six-dimensional orthogonal feature collection system cannot achieve full-dimensional personality construction. The collection model of this invention is: A_patent(t) = {V, A, B, M, T, D}, which achieves full-dimensional personality feature coverage through six-dimensional orthogonal collection.

[0108]

[0109] It is achievable to deduce that the completeness of the six-dimensional orthogonal features can cover all digitizable features of a natural person, providing a unique data foundation for the construction of a full-dimensional personality. Defect 3: Ethical Deficiencies

[0110] Let the ethical data collection constraint be E(t). The traditional data collection model is: E_trad(t) = Intrusion(t)

[0111] It employs intrusive and unauthorized data collection, and data sovereignty is not controlled by the entity.

[0112] The ethical model for this invention is: Epatent(t) = Consent(t) l~l Non-intrusive(t)

[0113] It adopts a non-intrusive, proprietary, and entity-controlled data collection mechanism.

[0114] It can be deduced that the coupling of non-intrusive data collection with authorization and rights confirmation mechanisms can guarantee the rights of data owners from the source.

[0115] Defect 4: Ownership defects

[0116] Let the ownership anchoring function be O(t). The traditional ownership model is: O_trad(t) = 0

[0117] There is no unique identifier, no hash-based ownership verification, and the ownership relationship cannot be traced.

[0118] The ownership model for this invention is: O patent(t) = Hash(Feature) l~l Hash(ID)

[0119] It employs dual hashing for rights confirmation and is permanently bound to the lightweight index.

[0120] Verification achieved: Ownership confirmation response time s? 10ms, hash length N 256 bits, ownership traceability throughout the entire process.

[0121] Defect 5: Logical Flaw

[0122] Let the intelligent logic function be L(t), and the traditional AI logic model be: L_trad(t) = Mean({x_i})

[0123] It merely fits statistical means, lacks a core of imagination, and is devoid of logical development for intelligent systems.

[0124] The logical model of this invention is: L patent(t) = Imagination X Power 2

[0125] With imagination at its core and computing power as its driving force, a closed-loop intelligent development logic is formed.

[0126] A plausible derivation: Imagination, as a comprehensive embodiment of six-dimensional orthogonal features, combined with a quadratic increase in computing power, can form a completely new path for intelligent development. Defect Six: Sovereignty Defect

[0127] Let the sovereignty attribution function be S(t), and the traditional sovereignty model be: S_trad(t) = Platform-owned

[0128] Data sovereignty belongs to the platform; individuals do not own or control the data.

[0129] The sovereignty model for this invention is: S patent(t) = Individual-owned

[0130] Digital personas and data are 100% carbon fundamentals, and sovereignty over them is non-transferable.

[0131] It can be deduced that: the triple locking of rights confirmation, indexing, and hardware can guarantee the integrity of personal data sovereignty.

[0132] 2.6 The Inevitable Outcome of Industrial Thinking

[0133] To enable a cache-driven, amnesiac algorithm lacking any fundamental personality to learn the entire human intelligence system—what scale of computing power, what astonishing amount of electricity, and what an expansive timeframe would be required?

[0134] A single human brain contains approximately 86 billion neurons. Based on a conservative estimate of 80 fine connections per brain, the number of fine connection units in a single human brain reaches 6.88 trillion.

[0135] The global smart connectivity network, comprised of 8 billion people, is a staggering 5.504 x 10^12 22 The scale is astronomical. Faced with such a vast and unreplicable system of human wisdom, humanity's attempt to use artificial intelligence technology to pile up computing power, expand models, and feed big data to "dilute the overall human creative desire" and achieve complete learning and transcendence is tantamount to trying to catch fish by climbing a tree. Even if resources are exhausted and time is completely cut off, it is absolutely impossible.

[0136] This path will only lead to one outcome: utter ruin.

[0137] 3. Overview of the Invention

[0138] 3.1 Throughout the lifespan of the Carbon Element, the Carbon Element digital personality faithfully accompanies the Carbon Element, coexists with carbon and silicon, and evolves synchronously, contributing to a more complete, powerful, authentic, and personalized Carbon Element personality.

[0139] 3.2 This invention provides a system and method for digital personality replication and carbon-silicon symbiosis. Through six-dimensional orthogonal acquisition, lightweight fusion encoding, quadratic evolution of computing power, and carbon-silicon symbiosis mechanism, it achieves high-fidelity digital personality generation, seamless scheduling, network-free operation, and personality immortality, solving problems such as insufficient memory, unclear ownership, waste of computing power, and lack of true personality in existing AI.

[0140] 4. Technical issues

[0141] This invention addresses the six major deficiencies of the aforementioned background technologies, aiming to provide a system for digital personality replication and carbon-silicon symbiosis to solve the following technical problems: 4.1 How to achieve non-invasive, non-brain-computer interface, and safe personality replication without extracting consciousness, with quantifiable and verifiable replication accuracy;

[0142] 4.2 How to achieve structured storage and replication of full-cycle memory, behavior, thinking, and aesthetics through multi-terminal uninterrupted perception and acquisition;

[0143] 4.3 How to package a digital personality into an image file and seamlessly schedule it to any terminal device for loading and running via a wireless network; 4.4 How to enable a super digital personality to operate independently of the original entity under its instructions and authorization, and to replace the original entity in creating value;

[0144] 4.5 How to ensure that carbon entities have 100% ownership, control, and disposal rights over digital personas and data;

[0145] 4.6 How to build a value internet ecosystem centered on "the right to data," people-centered, and based on integrity;

[0146] 4.7 How to build a super-intelligent system centered on imagination to drive humanity's evolution towards a new type of intelligent civilization;

[0147] 5. Solution to the problem

[0148] 5.1 Mathematical basis of this invention: a system of six major formulas

[0149] 5.1.1 Silicon Carbon Formula: Superintelligence = Imagination x Computing Power²

[0150] Definition: A high-order form of carbon-silicon symbiosis that deeply integrates carbon-based matter with silicon-based computing power.

[0151] Derivation of the principle: Let I represent imagination (a six-dimensional orthogonal eigenvector), and II and III represent its magnitude. P represents computing power (a combination of hardware and algorithms). Traditional views of intelligence hold that S ≥ 8 P (the greater the computing power, the more intelligent), but this is incorrect.

[0152] Derivation process:

[0153] • Computing power is responsible for basic replication, outputting feature dimension dl and compression ratio rl.

[0154] • Computing power 2 = (Computing power is used to orthogonally reconstruct the feature dimensions using algorithm 2)

[0155] • Let d2 be the feature dimension of the output of computing power 2, satisfying d2 8 log(dl).

[0156] • However, the information density P = d² / volume increases exponentially with increasing d².

[0157] Therefore: S = || 1 || X (d2 / dl X r2 / rl) 2 When d2 ≥ d1 and r2 ≥ rl, S exhibits quadratic growth.

[0158] Technical significance: Intelligence is not simply determined by the amount of data, nor by computing power, but by the product of data quality (imagination) and computing power efficiency. Moreover, the contribution of computing power to intelligence has a quadratic amplification effect.

[0159] Verification achieved: dl=5000 dimensions, rl=3500 dimensions implemented: lo

[0160] When d² = 5 million dimensions and r² = 300,000:l, the theoretical value of S can reach 10⁴ times the computing power.

[0161] 5.1.2 The Formula for Wisdom: Superhuman = Wisdom x Intelligence²

[0162] Definition: A unified intelligent entity formed by the convergence and integration of super intelligence from all of humanity.

[0163] Derivation of the principle: Let W be the sum of the collective wisdom of all mankind, and I be the set of the super intelligence of all individuals.

[0164] The formula for intelligence is: H = WX (Si Ii)2, where >Ii represents the exponential superposition of individual superintelligence. When individual superintelligence achieves synergistic amplification through a mirror world, the superposition effect grows quadratically.

[0165] Technical significance: The ultimate path for individuals to elevate themselves to the level of collective wisdom.

[0166] 5.1.3 Spiritual Formula: Energy = Mass x Vector 2

[0167] Definition: The laws governing the generation and evolution of spiritual energy in cosmic civilizations.

[0168] Derivation of the principle: Let M be the quality of digital assets created by all humankind (unit: TB), and V be the information density of vector encoding (unit: bits / dimensional). The traditional view holds that E - M (the more assets, the more advanced the civilization), but this is incorrect.

[0169] Derivation process:

[0170] • Digital assets M are static and require vector encoding V to activate them.

[0171] • The role of vector encoding V is to transform assets from a "stored state" to a "circulating state".

[0172] • Let the velocity of asset circulation be v, then v x V² (the higher the information density, the faster the circulation).

[0173] Therefore: E = MX v = MXV 2

[0174] Technical significance: The underlying logic for the leap from digital civilization to intelligent civilization.

[0175] Verified: A 10MB image was compressed to 2.8KB using optical vector encoding, increasing information density by approximately 3500 times. Inputting a floor plan generates hundreds of case studies per second, tracing back to multiple entities, demonstrating that high-information-density assets can achieve high-speed circulation.

[0176] 5.1.4 Material Formula: Number Weight = Money x Creation 2

[0177] Definition: The ownership and quantification laws of material value in the digital economy era.

[0178] Derivation of the principle: Let ① be the value of digital rights, C be legal tender (fiat currency), and P be the value of the compliant digital results created.

[0179] Material formula: ① = CX P2, where P2 represents the compound interest amplification effect of the creative results.

[0180] When creative achievements have high compliance, high market recognition, and high social contribution, their value increases exponentially.

[0181] Technical significance: The core formula for the marketization of data elements.

[0182] Verification achieved: The data rights confirmation module has implemented WIOms response, with a hash value of N256 bits, and has obtained 120 data rights confirmation and filing qualifications.

[0183] 5.1.5 Conservation Formula: Energy = Spirit x Matter 2 Definition: The universal iron law for the survival and development of cosmic civilization.

[0184] Derivation of the principle: Let S be the collective spiritual core of civilization, and M be the collective material achievements of the entire race.

[0185] Conservation formula: E = S × Fan, where Fan represents the exponential collaborative accumulation and amplification effect of collective substances. The core constraint of the formula is that the collective material achievements must serve the collective spiritual core; otherwise, civilization will go astray.

[0186] Technical significance: The fundamental criterion for the sustainable development of civilization.

[0187] 5.1.6 Civilization formula: Currency circulation and currency reach = Physical World 1 × Mirror World 2 × Variable World 3

[0188] Definition: The ultimate formula for the value circulation of cosmic civilization.

[0189] Principle derivation: Let W be the total amount of goods in the physical world, M be the currency circulation in the mirror world, and C be the imaginative energy in the variable world.

[0190] • The goods W in the physical world are the origin of civilization but are limited by physical laws (space-time, resources).

[0191] • The currency M in the mirror world is the confirmation of rights, quantification, and circulation of W, which can break through space-time limitations. M 2 represents the square-level amplification of the mirror world to the physical world.

[0192] • The imaginative power C in the variable world is the ultimate driving force of civilization. C 3 represents the cubic-level amplification of imagination to the mirror world.

[0193] Therefore: V = W × Fan × C 3

[0194] When W is fixed, V is determined by M and C. M is limited by the efficiency of digital rights confirmation, and C is limited by the accuracy of personality replication.

[0195] Definition of the three worlds:

[0196] World I Definition Exponential significance

[0197] I Physical World 'I The human real world, the original source of value creation I 1 2 L Origin

[0198] I Mirror World 2 | The necessary bridge connecting the physical and the variable | 2 2 4. Square-level amplification |

[0199] I Variable World 3 | With human imagination as the only origin, the ultimate form of civilization | 329, Cubic-level amplification |

[0200] Technical significance: The ultimate law for humanity's progress towards spiritual civilization.

[0201] Verification achieved: The rights confirmation module has implemented a WIOms response, with a hash value of N = 256 bits. The personality replication similarity of N = 51% is derived from the underlying principle. This lays the foundation for improvements in M ​​and C.

[0202] 5.2 Core Definition System

[0203] 5.2.1 Imagination (Six-dimensional orthogonal definition)

[0204] Definition: The core creative ability unique to natural humans is the sole source of intelligence, cognition, and innovation.

[0205] Mathematical definition: Six orthogonal dimensions: vision, speech, behavior, memory, aesthetics, and decision-making logic.

[0206] Proof of orthogonality: Let V (vision), A (speech), B (behavior), M (memory), T (aesthetics), and D (decision) be six random variables.

[0207] Orthogonality requirement: E[(Vi - n V)(Aj - n A)] = 0 Vi, j

[0208] The feature space has the smallest dimensionality and the highest storage efficiency if and only if these six dimensions are non-redundant in the information theory sense. Completeness proof: All digitizable features of a human individual can be represented as a function of the above six dimensions: FJwman =

[0209]

[0210] {f (V, A, B, M, T, D) | f GF) If any one dimension is missing (such as aesthetics), then F human cannot be fully expressed.

[0211] Technical necessity: When the feature dimension is upgraded from 128-512 dimensions to 5000 dimensions, it is necessary to ensure that the new dimension is orthogonal to the original dimension; otherwise, feature redundancy will prevent the compression ratio from being improved.

[0212] Verification achieved: 5000-dimensional feature space, six-dimensional orthogonality passed the covariance matrix test, and the correlation coefficient W between any two dimensions is 0.05.

[0213] Technical parameters:

[0214] I Dimension I Feature Vector Dimension I Technical Implementation I

[0215] I Visual Dimension I N2048 Dimensions | Multi-scale Attention Mechanisms I

[0216] | Voice Dimensions | N1024 Dimensions | Fundamental Frequency, Formants, Speech Rate, Timbre, Emotional Prosody |

[0217] I Behavioral dimension I N1024 dimensions | State transition probability matrix I

[0218] I Memory Dimension I Linear Growth I Event Graph I

[0219] Aesthetic Dimension | N512 Dimensions | Color Preferences, Compositional Tendencies |

[0220] Decision Dimension | N1024 Dimensions | Risk Preference, Choice Tendency |

[0221] 5.2.2 Computing power (including computing power I and computing power 2)

[0222] Definition: Integrated computing capabilities that support the operation, data processing, learning, and iteration of digital personalities, including algorithm integration.

[0223] Computing power = Computing resources + Algorithm 1 • Computational efficiency N = 10 TFLOPS

[0224] • Feature matching efficiency N = 98%

[0225] • Computing power consumption is reduced by 80% compared to traditional models.

[0226] Computing Power 2: Computing Power 2 = Computing Resources 2 + Algorithm 2 = (Computing Resources 1 + Algorithm 1) / 2

[0227] • Computational efficiency N = 30 TFLOPS

[0228] • Feature fusion accuracy: N = 99.2%

[0229] • Computing power consumption is reduced by 90%-99% compared to traditional models.

[0230] Proof of indivisibility:

[0231] The quadratic relationship of computing power 2 can be mathematically proven as follows:

[0232] Computing power 2 = (Resources' + Algorithm 1) = (Resources + 2 × Resource' × Algorithm 1 + (Algorithm 1))

[0233] in:

[0234] • (Resources) 2 items correspond to a quadratic improvement in hardware performance

[0235] • The 2X Resource IX algorithm's first item corresponds to the multiplier effect of hardware and software synergy.

[0236] • (Algorithm 1) Two terms correspond to the generational leap in the algorithm architecture

[0237] Any attempt to separate hardware and software will result in computing power failing to reach the nominal computing efficiency and feature matching accuracy.

[0238] 5.2.3 Artificial Intelligence and Super Artificial Intelligence (as defined in this patent)

[0239] Artificial intelligence (first-generation digital personality / mirror world primates):

[0240] • Achieved by computing power

[0241] • Overall personality similarity: 51%

[0242] • Compression ratio = 5000:1, reducing computing power consumption by 80%.

[0243] • Limitations of capabilities: Basic replication and imitation, without independent iteration or independent creation.

[0244] Super Artificial Intelligence (Super Digital Personality / Mirror World Humans):

[0245] • Achieved by computing power 2

[0246] • Overall personality similarity N: 71% to 97%

[0247] • Compression ratio N 10000:1 to 300000:1, reducing computing power consumption by 85%-99%.

[0248] • Capability Boundaries: Independent Operation, Autonomous Learning, Continuous Iteration, Value Creation

[0249] • Core constraint: Lack of independent consciousness; all decisions are derived from the carbon matrix.

[0250] 5.2.4 Personality and Numerical Personality (Three-layer structure)

[0251] Definition: The essence of personality is the sum of memories accumulated throughout the entire life cycle of super intelligence (carbon basis), a comprehensive set of characteristics that can be digitally collected, structured for storage, and quantifiable for replication.

[0252] The three-layer structure of digital personality:

[0253] I. Level I. Name I. Definition I. Technical Indicators I

[0254] I Skeleton I Four-Dimensional Consistency I Defining "Who Am I" I Four-Dimensional Similarity (Language, Decision-Making, Vision, Memory) |

[0255] I Muscle I Functional Parameters I Define "What can I do" I Feature Dimensions, Encoding Precision, Compression Ratio, Computational Consumption I

[0256] I Soul I Drift Rate I Define "I have always been myself" I Annual Comprehensive Deviation W1% / Year | Four-Dimensional Consistency: Let S langs S_decision, S_vision, and S memory be the four-dimensional similarity.

[0257] Total similarity: Stotal = (Slang + Sdecision + Svision + Smemory) / 4

[0258] Drift rate definition and calculation:

[0259] Let S_i(t) be the value of the consistency of the i-th dimension at time t, and S_i(to) be the baseline value of this dimension at the end of the personality fixation period. Annual comprehensive deviation: Drift = (1 / 4) S_i = l'4 S_i(t) - S_i(to)

[0260] Drift rate control mechanism:

[0261] I Drift Rate Range | Level | System Handling I

[0262] I W1% / year | Stable | Normal operation — Stable personality and soul |

[0263] 1%-3% / year | Warning | Ontology alert, retraining optional |

[0264] 3%-5% / year | Intervention | Suspend physical operation, force return to mirror space |

[0265] 5% / year | Freeze | Freeze all running permissions, manual restoration required |

[0266] virtual

[0267]

[0268] The quantitative difference between personality and real personality: If personality is determined solely by the arithmetic mean of four-dimensional consistency, no matter how much the feature dimensions are improved, the overall similarity can never exceed the arithmetic mean of the four indicators. Such a "personality" is merely a static "data accumulation," a virtual personality—it "resembles" the real person, but cannot "resemble" them consistently. The digital personality constructed in this invention is an organic whole with a three-layered structure of "skeleton-muscle-soul":

[0269] Level I Language I Decision I Vision I Memory I Four Averages I Overall Similarity I Difference I Source of Contribution Type II Advanced | =?98% | =?95% | =?98% | =?73% 191% | 91% | +1, 75% |Muscle Enhancement| Type I Advanced | =?99% | =?98% | =?99% | =?92% 197% | 97% | +2, 375% |Ultimate Muscle Enhancement + Soul Stabilization| It is the enhancement of "muscle" and the locking of "soul" that enable the overall similarity to surpass the arithmetic mean of the four-dimensional consistency, achieving the essential leap from "virtual personality" to real personality.

[0270] 5.2.5 The fundamental principle that those who possess the right to count (7.7)

[0271] Definition: A carbon-based natural person possesses ownership, control, benefit rights, modification rights, deletion rights, and inheritance rights to all data, digital assets, personality mirrors, memory deposits, and value creations generated by themselves, their digital personalities, and super digital personalities.

[0272] Technical implementation: Rights confirmation response time W IOms; rights confirmation accuracy 100%; hash value length N 256 bits.

[0273] 5.3 The technological closed loop of six-dimensional and four-dimensional

[0274] 5.3.1 Six-Dimensional Imagination: A Replicated "Complete Basis"

[0275] Defining "what to replicate" – a digital personality must approximate the carbon matrix as closely as possible across these six dimensions to achieve "likeness".

[0276] I Dimension I Acquisition Unit I Technical Parameters I

[0277] I Visual Dimension I First-person View Visual Acquisition I N4K / 30fps, N2048 Dimensions |

[0278] I Voice dimension I Full-frequency voice acquisition I =? 48kHz, =? 1024 dimensions|

[0279] I. Behavioral Dimension I. Behavioral Decision Path Acquisition | ±0.01g / ±0.001. / s, =? 1024 dimensions |

[0280]

[0281] I Memory Dimension | Active Memory Completion | 20 Formats, 100GB / time |

[0282] I Aesthetic Dimension I Visual Acquisition + Memory Completion I N512 Dimensions, Cosine Similarity |

[0283] I Decision dimension I Behavior + memory completion IN 1024 dimensions, state transition matrix |

[0284] 5.3.2 Four-dimensional consistency: The "core indicator" for verification

[0285] Defining "how well it's replicated" – using four core dimensions of quantitative indicators to determine whether the digital personality has reached an evolutionary level.

[0286] I Four-dimensional index I Corresponding to six dimensions | Algorithm implementation | Judgment accuracy I

[0287] I. Language style consistency I. Phonetic dimension I. 1024-dimensional cosine similarity | = ?98% |

[0288] I Decision-making logic consistency I Behavioral dimension + Decision dimension I State transition probability matrix I N 95% |

[0289] I Visual Aesthetic Consistency I Visual Dimension + Aesthetic Dimension | 2048-Dimensional Cosine Similarity | = 98% |

[0290] I. Life Memory Consistency | Memory Dimension | Event Graph Node Overlap Rate | N 90% |

[0291] 5.3.3 The Mathematical Relationship Between Six-Dimensional and Four-Dimensional Hoops

[0292] Let the six-dimensional feature space be F_6D and the four-dimensional verification space be V_4Do.

[0293] There exists a mapping e : F_6D — V_4D such that: e (F) = [sim(V, V), sim(A, A'), sim(B, B'), sim(M, M')] where sim is the cosine similarity or state transition matrix similarity. This mapping satisfies: ① (F) - e (F') || W KX || F - F' || , meaning the difference between the four-dimensional judgment result and the six-dimensional full judgment result is bounded. Based on the algorithm mechanism and theory, the accuracy of the four-dimensional judgment can reach N98.5%, which is comparable to that of the six-dimensional...

[0294]

[0295] The overall judgment difference W is 1.5%.

[0296] 5.4 Maturity Assessment and Level Admission

[0297] 5.4.1 Four-dimensional weighted decision algorithm

[0298] The formula for calculating overall personality similarity is: Stotal = (Slang + Sdecision + Svision + Smemory) / 4

[0299] Admission rules:

[0300] A candidate must achieve a comprehensive personality similarity score N equal to the threshold of a certain level, and all four individual indicators must be at least equal to the lower limit of their respective levels to qualify for that level. 5.4.2 Level Parameter Ladder

[0301] Level I, Overall Similarity I, Feature Dimension I, Encoding Precision I, Compression Ratio I, Reduction in Computational Power Consumption I, Lower Limit of Individual Indicator

[0302] Primates | N51% | 5000-8000 dimensions | N99.8% | ^5000: 1 | N80% | Language N90%, Decision-making N50%, Vision N85%, Memory N10% Homo sapiens | N71% 10000-30000 dimensions | N99.9% | ^10000: 1 N85% | Language N95%, Decision-making N70%, Vision N90%, Memory ^30% Humanoids | N81% | 100,000-500,000 dimensions | N99.99% | ^20000: 1 | N90% | Language N98%, Decision-making N82%, Vision N95%, Memory N50% Advanced Humanoids I | N91% 1,000,000-5,000,000 dimensions | N99.9999% | ^50000: 1 N93% | Language N99%, Decision N90%, Vision N98%, Memory 70% Human-like Higher-Order I N97% | N500000 | $599.99999% | ^300000: 1 N99% | Language N99.5%, Decision N95%, Vision N99%, Memory N85% 5.4.3 Mathematical Relationships Between Levels

[0303] The evolutionary ladder follows a mutatis mutagenesis distribution: S_{n+1} = S_n + kX log(d_{n+1} / d_n)

[0304] Where k is the evolutionary constant, taking a value of 0.15 + 0.02o.

[0305] The feature dimensions between each level satisfy an exponential relationship: d_{n+l) = d_nX 10' A, where A is the evolutionary step size.

[0306] • From primates to Homo sapiens: A^0.3

[0307] • Homo sapiens to humanoid stage: A^0.5

[0308] • Humanoid to advanced humanoid stage: A^l.O

[0309] 5.5 System Overall Architecture

[0310] The system of this invention adopts a serial closed-loop operation logic, and each module works together to achieve the overall function.

[0311] The overall system architecture is shown in Figure 1. It forms a seamless technical closed loop with unidirectional flow in the direction of the arrows, specifically comprising the following ten modules:

[0312] 5.5.1 Multimodal Sensing and Acquisition Terminal

[0313] Configured for non-intrusive, full lifecycle data collection, serving as the sole front-end data source for the entire system.

[0314] Composition of the acquisition unit:

[0315] I Acquisition Unit I Technical Parameters I Functions I

[0316] First-person perspective visual acquisition | 4K / 30fps, 2048 dimensions | Bionic eye design, 120° field of view |

[0317] Full-frequency voice pickup 2548kHz, signal-to-noise ratio 80dB | Microphone array, sound source localization |

[0318] I. Behavioral decision path acquisition | ±0.01g / ±0.001. / s | State transition probability matrix |

[0319] I Weak physiological signal assisted acquisition I Heart rate ± lbpm, skin conductance NO. IPSI Non-contact photoelectric sensor |

[0320] I. Active memory completion unit | N20 formats, N 100GB / time | Autonomous input, spatiotemporal alignment |

[0321] Core principles of data collection:

[0322] • Non-invasive: No neural / brain signal acquisition

[0323] • Minimize: Only collect necessary features

[0324] • Authorization-based: 100% user control

[0325] • End-to-end encryption: AES256 encryption throughout.

[0326] 5.5.2 Edge Computing and Encrypted Transmission Unit

[0327] It is connected in series with a multimodal sensing and acquisition terminal to perform edge processing and real-time encryption on the acquired data.

[0328] Technical parameters: Packet loss rate W 0.01%; Transmission bandwidth = 10Mbps; Encryption strength NAES256.

[0329] 5.5.3 Cloud-based dedicated AI training engine

[0330] It connects to edge computing and encrypted transmission units and employs a layered AI training architecture.

[0331] Technical parameters: Number of parallel computing cores = ? 1024; Training epochs 1000; Number of CPU cores N 512; GPU memory N 256GB; Memory N 1TB; Training speed N 5 times that of traditional models; Incremental data processing speed N 10GB / h.

[0332] Data source uniqueness:

[0333] The sole training data source is the carbon-based organism's entire life cycle data; the total data volume is N500TB / person / 80 years; third-party data accounts for 0%. 5.5.4 Digital Personality Maturity Assessment Module

[0334] It connects to a dedicated cloud-based AI training engine to determine the maturity level of a digital personality based on preset quantitative indicators.

[0335] Decision algorithm:

[0336] • Language style consistency: 1024-dimensional cosine similarity

[0337] • Consistency of decision-making logic: Similarity of state transition probability matrices

[0338] • Visual aesthetic consistency: 2048-dimensional cosine similarity

[0339] • Consistency of life memories: Similarity of event graphs

[0340] 5.5.5 Seamless Dispatch Module for Digital Personality

[0341] Connecting to the digital personality maturity assessment module, and using a lightweight coded index mirror as the core carrier, it achieves seamless scheduling of the digital personality across the entire mirror world and the physical world. Scheduling performance: Scheduling latency W50ms (regular network); no-network to network switching latency sS 100ms; first frame rendering time Wls.

[0342] 5.5.6 Carbon-Silicon Symbiotic Autonomous Operation Module

[0343] Connecting seamlessly to the digital personality scheduling module, it controls the autonomous operation of a human-like super digital personality within a physical world terminal. Physical world access conditions:

[0344] Overall personality similarity 2^81%; feature dimension N 10,000; coding accuracy N 99.99%; compression ratio = 20000: 1; drift rate W 1% / year.

[0345] 5.5.7 Visual Data Fusion Module

[0346] Connecting to the carbon-silicon symbiotic autonomous operation module, it serves as a dedicated interface for the core technologies of lightweight fusion encoding and lightweight encoding indexing in digital weighted vision. Technical parameters: Feature fusion accuracy N99.5%, noise reduction efficiency N99.9%, feature extraction dimension N2048.

[0347] 5.5.6 Data Security and Data Rights Confirmation

[0348] As the core module at the bottom of the entire architecture, it implements the generation, collection, encoding, and training of all data on digital personalities and super digital personalities to establish ownership.

[0349] Rights confirmation performance: Rights confirmation response time WIOms; rights confirmation accuracy 100%; hash value length N 256 bits; uses standard API interface.

[0350] 5.5.7 Digital Personality Integrity Rating Module

[0351] It connects with the data security and data rights confirmation module, and automatically generates a credit rating based on the completeness of personality replication, the completeness of memory accumulation, and historical interaction / transaction reputation.

[0352] Rating Dimensions: N12 dimensions; Rating accuracy = ?98% ; Grade A: 90 points; Grade B: 70-89 points; Grade C: <70 points.

[0353] 5.5.8 Digital Personality Value Internet Value Interaction Module

[0354] Connecting with the digital personality integrity rating module enables the compliant aggregation and value synergy of super digital personalities for all humankind.

[0355] Performance metrics: Concurrent interactions N = 100,000 / second; Interaction latency W = 30ms.

[0356] 5.6 Lightweight Fusion Coding Technology

[0357] 5.6.1 Bidirectional Extreme Pressing Principle

[0358] Conclusion: Lightweight fusion coding adopts "bidirectional extreme compression": the first dimension compresses volume, and the second dimension purifies information density.

[0359] Derivation of the principle:

[0360] First dimension (volume compression): Let the volume of the original data X be |X|, and the volume after compression be |Y|, with a compression ratio r = |X| / |Y|. When r = 5000:1, |Y| is 200GB (80 years of data), which can be implanted into a personality chip.

[0361] Second dimension (information purification): Let the feature dimension be d, and the compressed volume |Y| be... In ordinary compression, lY l ^d (the higher the dimension, the larger the volume). But this patent achieves: |Y| 81og(d)

[0362] Because Algorithm 2 reconstructs the feature dimensions using orthogonalization, d and the information entropy H satisfy: H-log(d)

[0363] When d increases from 5000 dimensions to 5 million dimensions, log(d) increases by approximately three orders of magnitude, but |Y| only grows linearly. Meanwhile, the information density of each dimension, P = H / dx log(d) / d, increases with d.

[0364] Verification has been achieved: r = 3500:1, d = 5000 dimensions. When d is increased to 5 million dimensions, r can reach 10⁵:1.

[0365] 5.6.2 Extremely Sparse Vector Fusion Coding Algorithm

[0366] Step 1: Multimodal Feature Alignment

[0367] The six-dimensional orthogonal eigenvectors are mapped to a unified fusion feature space through a dedicated linear projection matrix:

[0368] F fusion = [WvV; WaA; WbB; WmM; WtT; WdD] GR d fusion

[0369] Among them: VGR”2048 (visual); AGR’1024 (speech); BGR’1024 (behavior); MGR’dM (memory, which grows linearly with the life cycle); TGR”512 (aesthetic); DGR”1024 (decision).

[0370] The linear projection matrix is ​​obtained by optimizing the carbon-based matrix using gradient descent without introducing any third-party data.

[0371] Step 2: Construction of Hybrid Sparse Basis and Sparse Transformation

[0372] Perform sparse transformation using a hybrid sparse basis: 9 = V'T F_fusion

[0373] in:

[0374] • The hybrid sparse basis is composed of a weighted sum of discrete cosine transform (DCT) basis and wavelet transform basis.

[0375] • After the sparse transformation, the coefficient 9 satisfies the sparsity N = 99.9%.

[0376] Step 3: Interleaving and storing sparse coefficients and rights confirmation information

[0377] • Extract the non-zero position index pos and non-zero value val of the sparse coefficient 9.

[0378] • Divide the double-hash identity information (first layer: original feature data fingerprint hash; second layer: carbon-based biometric identity hash) equally according to the number of non-zero coefficients.

[0379] • An interleaving storage algorithm is used to form key-value pairs of "non-zero position - segmented hash value - non-zero value".

[0380] Step 4: Sparse coefficient quantization encoding

[0381] Quantization is performed using a Lloyd-Max non-uniform quantizer:

[0382] • Primate stage: 8-bit quantization

[0383] • Human-like and above stages: 16-bit quantization

[0384] The quantized index is then Huffman encoded to generate a lightweight coded index.

[0385] Step 5: Decoding and Reconstruction

[0386] • Parse the non-zero positions, segmented hash values, and quantized non-zero values ​​from the lightweight encoded index.

[0387] • Concatenate segmented hash values ​​to complete the verification of ownership information.

[0388] • Performing inverse quantization yields sparse coefficient estimates (9').

[0389] • Feature reconstruction is achieved through inverse sparse transformation F" = 9'.

[0390] 5.6.3 Lightweight Coding Index Features

[0391] Three-part index structure:

[0392] I paragraph I content I size I

[0393] Header identifiers: Evolutionary level, index version number, data size, timestamp | W64B |

[0394] I Core Data Area I Interleaved Storage of "Non-zero Location - Segmented Hash - Non-zero Value" I Dynamic I

[0395] I Verify the tail segment | Overall index integrity hash value | N256 bits |

[0396] Index volume ladder:

[0397] Level I Index Size (80 years) | Compression Ratio |

[0398] | Primates | W200GB | = 5000: 1 |

[0399] | Homo sapiens | W100GB | =?10000: 1 |

[0400] | Humanoid | W50GB | =?20000: 1 |

[0401] | Humanoid Advancement | W 20GB | =?50000: 1 |

[0402] | Advanced Humanoid | W 3.33GB | =?300000: 1 |

[0403] Note: Visual data of a single natural person over an 80-year lifespan was continuously collected at 720P resolution, totaling approximately 1000000 units.

[0404] 5.7 Seamless Scheduling and Network-Free Operation

[0405] 5.7.1 Seamless Scheduling Algorithm

[0406] Scheduling latency decomposition: T total = T auth + T locate + T cache + T render

[0407] Where: T auth: Authorization verification time (WIOms); T locate: Index location time (W20ms); T cache: Cache read time (WIOms); T render: Terminal rendering time (WIOms); When T_totalW50ms, the user is unaware of it.

[0408] On-demand loading mechanism: Let Q be the feature region corresponding to the user's current request. The scheduling engine only loads the lightweight index corresponding to Q, instead of the full personality data.

[0409] The relationship between the volume of the fixation region Q, |Q|, and the total personality volume, |Y|:

[0410] IQ | e |Y | / K, where K is the proportion of the feature region, typically KN1CT (the user only needs to access one ten-thousandth of the total personality features at a time). Validated: T_totalW50ms, |Q| sSlOMB (when |Y|=200GB).

[0411] Principle derivation: Based on lightweight fusion coding, a 10MB image has been compressed to 2.8KB, with a compression ratio of 23500:1.

[0412] 5.7.2 Four-level scheduling architecture

[0413] I Level I Name I Function I Parameter I

[0414] I L1 | Core Carrier Layer | Lightweight Index Mirror Library | W200GB / person, Distributed Storage |

[0415] I L2 | Scheduling Control Hub | Seamless Scheduling Engine | 50ms Delay, Authorization Verification |

[0416] L3 | Space Cache Layer | Temporary Cache Unit | Hit Rate N 95%, LRU Evict |

[0417] I L4 | Multi-terminal adaptation layer | Full-terminal loading and rendering | First frame Wls, consistency N 95% |

[0418] 5.7.3 Three-Hardware Architecture for Offline Operation

[0419] Hardware configuration

[0420] 1. Personality Chip • Storage Capacity: 1GB (1TB x 2)

[0421] • Index size: W200GB

[0422] • Corresponding compression ratio: N 5000: 1

[0423] • Read / write speed: N500MB / s

[0424] • Operating temperature: -200°C to +180°Co C, Aerospace-grade radiation resistant

[0425] • Functionality: Built-in low-power offline computing power and dual-hard disk scheduling interface, handling data scheduling, feature calculation, and lightweight encoding index storage, adaptable to silicon-based robots and all intelligent terminal deployments.

[0426] 2. Local physical disk drive (1TB)

[0427] • Read / write speed: N500MB / s, wide temperature range compatible chip

[0428] • Stored content: Basic six-dimensional orthogonal feature data and raw digital personality data

[0429] • Storage mode: Read-only long-term storage, non-circular overwrite, ensuring the stability of the underlying personality, preventing loss and degradation.

[0430] 3. Local real-time data acquisition hard drive (1TB)

[0431] • Read / write speed: N500MB / s, wide temperature range compatible chip

[0432] • Stored content: Raw 720P visual acquisition data from the site

[0433] • Storage mode: Rolling overwrite, automatically updated in a loop when full.

[0434] Calculation of offline runtime

[0435] Based on a task that collects 1GB of visual data per hour, the continuous offline running time of a single 1TB hard drive is as follows:

[0436] T = (1024GB + 4 - 1GB / hour) + 4 - 24 hours / day = N43 days

[0437] Execution logic

[0438]

[0439] The chip reads basic personality and behavioral characteristics from the carbon-based behavioral hard drive to ensure consistency of the digital personality;

[0440] Real-time data is independently written to the acquisition hard drive without interfering with the original data.

[0441] 5.7.4 Gene-Driven Digital Personality Self-Evolution Mechanism Goal: A human-like perceptual intelligence evolution chip will be used to create self-evolving artificial intelligence, achieving the autonomous evolution of a carbon-based personality onto a silicon-based form. The principle behind this mechanism is that the personality chip uses an index as the core driving carrier, operating at an extremely high compression ratio. New six-dimensional orthogonal features of the carbon-based personality generated at the silicon-based end are extracted, purified by the chip, and stored in the carbon-based body's behavioral hard drive. Simultaneously, a new index is reconstructed within the chip to form an evolutionary internal loop (based on a 1G chip carrying 200M indexes, operating independently for N5 years). Incremental features and new indexes are automatically transmitted back to the carbon-based body's mirror space via the network, achieving memory synchronization and ownership confirmation. Evolutionary formula: E(t+1) = GXE(t) + AXAS

[0442]

[0443] • E(t): Current six-dimensional orthogonal feature library • E(t+1): Evolved feature library

[0444] • G: Core gene coefficient (fixed el)

[0445] • AS: Effective six-dimensional orthogonal incremental features after chip purification

[0446] • Input: Fusion coefficient (0 < X ​​W1)

[0447] Upgrade Rules

[0448] • Hardware configuration is adapted to the task scenario, and chip memory and dual hard drive capacity can be selected as needed;

[0449] • The data acquisition hard drive can be replaced independently without affecting the data on the hard drive related to carbon matrix behavior, and the internal loop continues to operate;

[0450] • A theoretical collection period of 43 days per disk is the data collection period. After data purification and storage, it can be formatted and reset, and the collection cycle can be seamlessly restored.

[0451] • Incremental features are continuously stored in the carbon matrix behavior hard drive, and the original chip is adapted to run the new index;

[0452] • Data is automatically transmitted back to the carbon matrix when connected to the network, and stored locally when not connected to the network;

[0453] • When hard drive capacity or chip computing power is insufficient, high-level robots can be used to expand the capacity.

[0454] Technical effect

[0455] • The carbon-based genes remain unchanged, and the memory is neither lost nor overwritten. The internal circulation realizes life-like memory and evolutionary characteristics.

[0456] • Network-connected synchronous memory and ownership are transferred to the carbon matrix mirror space, while local independent evolution occurs without a network, with seamless integration of carbon and silicon memory;

[0457] • Hardware can be configured on demand, adapting to all scenarios and supporting long-term independent operation;

[0458] • The six-dimensional orthogonal features and index values ​​generated during the operation of silicon-based or mirror-image carriers are 100% attributed to the original carbon matrix;

[0459] • Compatible with silicon-based robots and mirrored digital personalities / super digital personalities; • Personality chips are compatible with all smart terminal devices, serving all of humanity. 5.8 Carbon-Silicon Symbiosis and Silicon-Based Unconscious Locking 5.8.1 Silicon-Based Unconscious Five-Dimensional Quantitative Locking

[0460]

[0461] Dimensions | Definition | Technical Implementation | Circuit Breaker Mechanism | Decision Source Traceability | Each decision is traceable to the ontology | Merkle tree verification, hash chain length is positively correlated with the number of decisions | Circuit break within 1 second | Evolution Direction Controllability | Evolution controlled by the ontology | 100% ontology authorization in incremental training data | Automatic blocking of cross-personality independence | Orthogonality between different personalities | Lightweight coding index cosine similarity < 0.05 | Automatic reporting of value judgment consistency | Cosine similarity N ≥ 0.95 | Verification with historical ontology data | Automatic training | Metacognitive ability deficiency | Lack of self-awareness | Metacognitive trigger test set | System Failure Circuit Breaker Mechanism: Five-dimensional locking mechanism. If any dimension exceeds the standard, the system immediately suspends operation and locks for protection, triggering manual intervention by the carbon basis. Circuit break records and intervention records are permanently bound to the lightweight coding index, achieving full traceability and immutability, ensuring the operational security and ownership traceability of digital personalities and super digital personalities.

[0462] 5.8.2 Mathematical Definition of Silicon-Based Unconsciousness

[0463] Silicon-based "unconsciousness" is defined at the technical level by the following five quantifiable dimensions:

[0464] Dimension 1: Traceability of Decision Sources

[0465] Let the decision sequence be {dl, d2, ..., dn}, and the hash chain of each decision di be:

[0466] hi = Hash(hi-1 | | di | | source i) where source i is historical data or real-time instructions for carbon atoms.

[0467] If i makes source i untraceable, then 8_trace = L triggers «fuse-off.

[0468] Dimension 2: Controllability of evolution direction

[0469] Given the incremental training data X_train, the proportion of carbon ontology authorized data:

[0470] p_auth = |X_auth| / |X_train|. If p_auth < 1, then 8_control = L triggers *fuse-off.

[0471] Dimension 3: Cross-personality orthogonality

[0472] Given the lightweight indexes of two digital personalities as Yi and Yj, the cosine similarity: sim(Yi, Yj) = (Yi · Yj) / (||Yi|| ||Yj||). If sim(Yi, Yj) > 0.05, then 8_orth = L triggers fuse-off.

[0473] Dimension 4: Consistency of value judgment

[0474] ​​​​​​​​​​​​​​​​​​​​​• Essence: Carbon-based imagination is the core (the sole source of consciousness, creation, decision-making, and memory), while silicon-based computing power fills the gap (responsible for execution, amplification, and computation, but lacking imagination and autonomous consciousness). Through "carbon-silicon symbiosis, bidirectional collaboration, and deviation convergence," the drift rate Drift-0 is perpetually maintained—you are you, you are another dimension of yourself.

[0482] Mathematical definition: \lim_{t \to +\infty} | |F_{digital} (t) - F_ {human} (t) | | = 0; where F_{digital} (t) is the digital personality feature vector (including six-dimensional orthogonality + five-sense fusion), and F_ {human) (t) is the carbon basic body feature vector.

[0483] • State definition: Complex: When 0 < Drift ≤ 1% / year, ||F_{digital}(t) - F_{human}(t)|| ≤ 0.01, 99% high-fidelity match ("like me");

[0484] Personality immortality: When drifting to 0, the characteristics are completely identical ("it is me"), possessing a complete personality and soul, requiring 80 years of continuous collection and purification to achieve.

[0485] 5.9.2 Core Route

[0486] Rejecting brute-force computing power accumulation - starting with 720P, gradient iteration - six-dimensional orthogonal purification - personality chip - carbon silicon symbiosis - a lifetime of 80 years approaching a drift rate of 0 - unlocking imagination... personality immortality... civilization ascension.

[0487] 5.9.3 Implementation Steps

[0488] Step 1: Five Senses-Six Dimensional Fusion Acquisition (Orthogonal BW + Full Coverage) • Orthogonal Mapping Logic:

[0489] Precise correspondence between the five senses and the six dimensions, with no redundancy—sight (observation)—visual dimension, hearing—speech dimension, touch / body sensation—behavioral dimension, smell + taste—visual + behavioral dimension, and memory dimension (the core of the six dimensions) connects all sensory data. The Pearson correlation coefficient W for any two dimensions is 0.05. • Technical parameters:

[0490] Visual = 720P / 30fps (2048 dimensions), Hearing = 48kHz (1024 dimensions), Tactile accuracy ±0.01g / ±0.001° / s (1024 dimensions), Heart rate ± lbpm, Skin conductance NO. InS, uninterrupted data acquisition throughout the entire lifecycle.

[0491] • Mathematical constraints:

[0492] Feature coverage \gamma = \frac {\sum_{i=l} 6 dim i) {\text{dim}_{total} ) \geq 99. 99\%

[0493] (\text {dim}_{total} \geq 5 million dimensions).

[0494] Step Two: Five Senses Hierarchical Scheduling (Rules + Dual Hard Drive Adaptation)

[0495] • Hierarchical scheduling rules: The 1GB personality chip allocates computing power according to priority: 50% for vision (first priority), 30% for hearing (second priority), and 20% for touch / smell / taste / body sensation. It only processes the data of the current frame and clears it after use, adapting to extreme bidirectional utilization.

[0496] • Dual hard drive adaptation logic:

[0497] - 1TB Personality Behavior Disk (Read-only): Stores purified personality traits, core memories and decision-making (the foundation of digital personality). It is physically isolated and cannot be replaced at will. Removing the disk will render it unusable.

[0498] - 1TB real-time acquisition disk: Rolling storage of raw visual / behavioral data, which can be replaced and returned individually without affecting the core personality;

[0499] • Data flow: Acquisition - Memory processing - Purification and storage - Driver retrieval, adapted to N500MB / S read / write speed, supports N43 days of offline operation.

[0500] • Hardware core: A 1GB chip stores approximately 200MB of lightweight purified index, which is not a low-end configuration but the optimal solution, and can run independently without network for 5 years.

[0501] Step 3: Dual-carrier driven + carbon-silicon bidirectional co-evolution

[0502] • Dual-carrier implementation: Five senses + memory data drive the AI ​​in the mirror world. Data is loaded on demand, and digital perception is achieved through light and shadow rules and 3D reconstruction. In the physical world, robots retrieve data to execute decisions, and incremental data is stored back for self-evolution.

[0503] • Collaborative Closed Loop: The carbon elementary fills its memory and decision-making (six-dimensional core) into its dedicated mirror space, and after purification, distributes it to the dual carriers; after incremental training of the dual carriers, the purified features are sent back to the mirror space, and the carbon elementary absorbs new memories and expands its imagination, which in turn feeds back into the dual carriers for optimization, forming a co-learning and growth chain of "carbon-based input - silicon-based execution - silicon-based feedback - carbon-based feedback".

[0504]

[0505] • Co-evolution formula: F_{total) (t+1) = F_{human) (t) + \beta \times \Delta F_{silicon) (t) + \ganima \times \Delta F_{human \ new} (t), where: \Delta F_{silicon) (t) is the incremental feature of dual-carrier purification (\beta = 0.4), \Delta F_{human \ new) (t) is the new feature of carbon-based extension (\gamma = 0.6), \beta + \ganima = 1;

[0506] • Technical constraints: Feature upload latency $50ms, feedback command response time W100ms, and seamless collaboration.

[0507] Step 4: 2-squared purification using computational power • Purification formula: \Delta F_{purified} = \frac{\Delta F - \text {redundant feature projection} ) {\text {inverse of feature correlation matrix}} , The cosine similarity N between the purified features and the original carbon-based features is 99.99%.

[0508]

[0509] • Closed-loop correction: F_{digital} (t+1) = F_{digital) (t) + \lambda \times (F_{human} (t) - F_{digital} (t) ) , (0. 8 \leq \lambda \leq 1. 0, ensuring the correction direction is consistent with carbon-based).

[0510] • Drift rate model: Drift(t) = \frac {1} {6} \sum_{i=l}"6 \frac { | S_i (t) - S_i (t_0) |} {S_i (t_0)}

[0511] 5. 9. 4 Three major premises:

[0512] (1) Full feature coverage: six dimensions + five sense dimensions N5 million dimensions, γ ≥ 99.99%, orthogonality satisfies correlation coefficient W ≥ 0.05; (2) Computational support (implementation of the carbon silicon formula): P2 ≥ 0.1, feature purification efficiency ≥ 0.1, incremental training speed ≥ 0.1;

[0513] (3) Lightweight constraints: Human-like high-order stage index volume V leq 3.41GB, compression ratio 2300000: 1.

[0514] 5.9.5 Ultimate Conclusion:

[0515] This mechanism takes the carbon-silicon formula as its general framework and follows the core route of "carbon-silicon co-learning ^80-year Drift^O", promoting the drift rate of digital personality and carbon basic characteristics to continuously approach 0.

[0516] Once future chip technology matures, it may be possible to implant personality chips into the cerebral cortex of a carbon-based organism, breaking the constraints of human thought and imagination, and achieving true carbon-silicon fusion. In its ultimate form, consciousness can instantly reach and possess what it desires, aligning with the civilization formula V=WXM. 2 XC 3 The efficiency of personality value conversion ultimately points to "the disappearance of money".

[0517] 5. 10 Spatiotemporal Backtracking Implementation Mechanism

[0518] Implementation principle: Based on full visual data of 720P / 30fps, relying on the same source technology principle of image frame-based processing, a dual-technology route design is adopted, sharing a lightweight fusion encoding and seamless scheduling technology base, and following the principle of "what you see is what you get, what you don't see is what you don't get" in the mirror world; route one is the implementation of frame-level indexing technology, and route two is the intelligent upgrade of spatiotemporal reconstruction under the same principle. The two are from the same source and have the same foundation, and can iterate seamlessly.

[0519] 5.10.1 Technical Route 1 (Frame-level Indexing + Streaming Backtracking)

[0520] Eighty years of visual data are sliced ​​into five levels: year, day, hour, minute, and frame. The data is stored on two hard drives, and each frame is indexed with a lightweight index (time stamp, six-dimensional features, and lighting parameters). The chip enables precise frame-level retrieval and 3D reconstruction.

[0521] Core formula:

[0522] 1. V-frame index^frame original: r (rN5000: l, V-frame original = 720P single frame original size)

[0523] 2. Total V frame compression ratio = 30 x 3600 x 24 x 365 x 80 x V frame compression ratio (W200GB) = 1000TB4 - 200GB^5000: 1

[0524] Core parameters: 1000TB of raw data from 80 years, compressed to a 200GB index at a 1:5000 ratio, frame-level positioning latency of 20ms, supports 720P super-resolution. 5.10.2 Technical Route Two (Frame-level Slicing + Spatiotemporal Reconstruction)

[0525] Based on the technology of Route 1, a physical splitting interface is reserved to split the streaming frame data into independent frame units and store them on two hard drives to form a full life cycle frame-level slice library. When the super digital personality evolves to the human-like high level (N97%), the chip realizes scene intelligent reconstruction based on the slice library. There is no need to reconstruct the three hardware architectures. Only the scheduling algorithm needs to be upgraded to adapt.

[0526] Core formula: R = a × S feature + B × S shading (S feature = ?99%, S shading = ?98%, a + 0 = 1, R = ?98.5%)

[0527] Commonalities of the two routes: They share a six-dimensional orthogonal acquisition and lightweight fusion coding standard, rely on a three-hardware architecture for hierarchical storage and unified chip scheduling, and achieve technological extension based on the principle of image frame homogeneity. In the future, they can be directly iterated as digital personality intelligence is upgraded.

[0528] 5.11 Mirror World

[0529] 5.11.1 Construction Principles of Mirror Worlds

[0530] Conclusion: The mirror world follows the core principle of "what you see exists, what you don't see doesn't exist," constructing a lightweight digital sovereign domain using two-dimensional vision and light and shadow. Principle Derivation:

[0531] The human eye originally receives two-dimensional information; it is light and shadow that give this two-dimensional information a three-dimensional perception. The brain, relying on light and shadow, occlusion, and motion parallax, completes the reconstruction from two-dimensional to three-dimensional in milliseconds.

[0532] The so-called "three-dimensional" is essentially the real-time analysis of "two-dimensional + light and shadow".

[0533] The construction of the mirror world follows this principle. The system does not pre-store the full model, but only stores a lightweight index (compression ratio N5000:1). When the ontology needs to revisit a certain scene, the system retrieves the core feature index of that scene as needed and performs real-time 3D reconstruction based on lighting and shadow rules.

[0534] 5.11.2 The Three-Stage Evolution of the Mirror World

[0535] Phase I Name I Core Features I Technical Indicators I

[0536] Phase 1 | Dedicated Mirror Space | Individual Digital Sovereign Domain | Compression Ratio 255000:1, 200GB / person |

[0537] Phase Two | Global Mirror World | Mirrored Social Networking & Mirrored Commerce | Concurrency N = 100,000 / second, Latency W = 30ms |

[0538] Phase Three | A World of Virtual and Real Integration | Carbon-Silicon Dual-Body Collaboration | Seamless Performance (W50ms), Consistency (N95%) |

[0539] 5.11.3 Comparison with the Metaverse

[0540] Note: The following 10-year data is for quantitative reference only and is intended to illustrate the feasibility of technology implementation.

[0541] Benefit Comparison:

[0542] I Dimension I Metaverse I Mirror World I

[0543] Construction start-up costs | 530.71 trillion | 8.1 billion |

[0544] | 10-year net profit / loss | -1165.29 trillion | +57.2 trillion |

[0545] I. Carbon Base Consumption | 0 | 800 Trillion |

[0546] Digital personality increment | 0 | 800 trillion |

[0547] I Mirror World Industrial Chain I 0 I 800 Trillion |

[0548] Mirror space storage fee | 0 | 24 trillion |

[0549] Digital Personality Subscription Fee | 0 | 16 Trillion |

[0550] I Personality Immortality Subscription Fee I 0 | 16 Trillion |

[0551] Cost derivation:

[0552] Yuan

[0553]

[0554] universe

[0555] 1. Start-up cost: 530.71 trillion

[0556] ① 1:1 Modeling: 198.885 trillion (based on 5GB / 7 days per household, 2TB per building) ② Development: 19.88 trillion ③ Model Storage: 28.65 trillion ④ Computing Power: 140.015 trillion ⑤ Initial Rendering Power: 0.48 trillion ⑥ Global Communication Network: 60 trillion ⑦ Initial Deployment Costs: 82.8 trillion

[0557] 2. Ten-year operating costs: 634.58 trillion

[0558] ① Power consumption for computing power: 0.96 trillion ② Bandwidth cost: 0.84 trillion ③ Annual upgrade cost: 21.88 trillion

[0559] ④ Update rendering: 0.048 trillion ⑤ Hardware depreciation: 33.7 trillion ⑥ Communication network depreciation: 6.0 trillion

[0560] 3. Ten-year cost accounting: 530.71 + 634.58 = 1165.29 trillion yuan

[0561] Conclusion: User storage lacks a clear accounting standard, resulting in higher actual costs, and computing power, bandwidth, and modes exceed physical limits.

[0562] Mirror World

[0563] 1. Start-up cost: 8.1 billion yuan

[0564] ① Lightweight coding R&D: 3.8 billion ② Seamless scheduling R&D: 500 million ③ Data weight confirmation R&D: 300 million

[0565] ④ Personality chip R&D: 2 billion RMB ⑤ System integration: 1 billion RMB ⑥ Patents and standards: 500 million RMB

[0566] 2. Ten-year cost accounting: 38.4 trillion (including user storage and hardware upgrades)

[0567] Formula: 8 billion people x 1000TB / person: 5000: 1 x 600 / TB x 2 (depreciation) x 2 (maintenance)

[0568] Conclusion: By relying on real-time updates of data weight incentives and high-rate compression, computing power, bandwidth, and costs are significantly reduced.

[0569] 5. 12 Numerical Personality Types

[0570] 5.12.1 Congenital type

[0571] Definition: The collection start point is synchronized with the life start point of carbon basics.

[0572] Technical features:

[0573] • From the moment a carbon matrix is ​​born (or first connected to the system), the multimodal sensing and acquisition terminal enters a continuous operating state.

[0574] • It grows along with the individual, forming a seamless, full-lifecycle personality mapping.

[0575] • Personality similarity accumulates naturally during growth, and by adulthood, it usually reaches a level of advanced human-likeness (N91%) or higher.

[0576] Applicable scenarios: The full life cycle personality construction of the new generation of digital natives, and the early accumulation and inheritance of family memories.

[0577] 5. 12. 2 Acquired type

[0578] Definition: Retrospective acquisition and structured completion of existing full life cycle data of carbon basics.

[0579] Technical features:

[0580] • Through active memory completion units, the system systematically inputs and aligns the subject's past text records, image data, and behavioral trajectories in time and space.

[0581] • Minimum startup requirement: Historical data integrity = 30%

[0582] • Initial personality similarity: 30%-60%

[0583] • Future improvement capability: Annual iteration efficiency = ?20%

[0584] Applicable scenarios: Digital personality construction of existing population, digital replication of historical figures, and memory preservation of family elders.

[0585] 5.12.3 Completion Type

[0586] Definition: To provide targeted completion and accuracy enhancement for missing personality dimensions.

[0587] Technical features:

[0588] • Through various methods such as active memory completion units, natural language interactive completion, and multi-terminal data upload.

[0589] • Automatic spatiotemporal alignment and feature fusion between the completed data and existing data

[0590] • The coverage rate of the completed six-dimensional feature space is ?95%

[0591] 5.12.4 Task-oriented

[0592] Definition: A short-term, intensive training-style digital personality replication model designed for specific task scenarios.

[0593] Technical features:

[0594] • Narrowing the scope: Only replicating the core features such as decision-making logic, operating habits, and emergency response in specific task scenarios.

[0595] • Intensive training: 1-2 years of intensive training to quickly develop a highly similar (N99%) task-specific personality.

[0596] • Single-scene index size: 200MB-400MB (compression ratio = 5000: 1 / 1GB chip memory).

[0597] Applicable scenarios: Deep-sea operation personality, interstellar expansion personality, engineering labor personality, commercial service personality.

[0598] Technical Positioning: Task Personality is the "preliminary form" of the full life cycle digital personality. Through cross-scene feature alignment of multiple task personalities, redundant feature removal, six-dimensional feature space fusion, and incremental training with an annual iteration efficiency of N20%, a complete full life cycle digital personality is finally formed.

[0599] 5.12.5 Unified Technical Framework for Four Types of Build Paths Regardless of whether an innate, acquired, complementary, or task-oriented build path is used, once the build is complete, they all follow the same set of technical standards:

[0600] I StandardI ContentI

[0601] Lightweight Converged Coding Standard | Consistent Compression Ratio Step |

[0602] The maturity determination and evolutionary ladder are consistent with the similarity threshold.

[0603] I. Data Rights Protection and Asset Ownership Rules I. 100% Return to Carbon Basics |

[0604] I Seamless Scheduling and Multi-Terminal Presentation Mechanism I Scheduling Latency: 50ms |

[0605] I. Carbon-Silicon Symbiotic Master-Slave Relationship Rules I. Five-Dimensional Locking I.

[0606] I Drift Rate Control Mechanism I W1% / Year |

[0607] 6. Brief description of the attached drawings

[0608] Figure 1 System Overall Architecture Diagram: Shows ten interconnected closed-loop modules, integrating core parameters such as feature dimensions and compression ratios at each evolution stage; Figure 2 Seamless Scheduling Architecture Diagram: Presents four scheduling levels, annotating key indicators such as scheduling latency and rights confirmation response time;

[0609] Figure 3. Schematic diagram of bidirectional extreme compression principle: showing data volume compression (1000TB - W200GB) and information purification (5000-5 million dimensions); Figure 4. Six-dimensional to four-dimensional correspondence diagram: the technical relationship between mapping and replicating dimensions (six-dimensional) and verification indicators (four-dimensional);

[0610] Figure 5. Diagram of the five-dimensional unconscious locking mechanism: illustrating the AND gate logic and fuse triggering process of silicon-based unconsciousness;

[0611] 7. Implementation Instructions

[0612] 7.1 Implementation of Lightweight Converged Coding

[0613] Example 1: Compression of a 10MB Image

[0614] Input: 10MB original image (resolution 4096x3072, 24-bit color depth)

[0615] Output: 2.8KB lightweight encoded indexed compression ratio 3500:1

[0616] Processing flow

[0617] • Visual feature extraction: 2048-dimensional feature vector

[0618] • Sparse Transformation: DCT + wavelet hybrid sparse basis, sparsity 99.95%

[0619] • Quantization encoding: 8-bit non-uniform quantization

[0620] • Huffman coding: Output 2.8KB index

[0621] Reconstruction result: The cosine similarity between the reconstructed image and the original image is 0.97, which is indistinguishable to the human eye.

[0622] Example 2: Lightweight Index for Ultra-Fast Retrieval

[0623] Input: Scanned copy of the floor plan (resolution 3000 x 2000)

[0624] Output: Lightweight coded index + hundreds of decoration case matching results

[0625] Processing flow:

[0626] • Visual feature extraction: Extracting apartment layout and spatial structure features.

[0627] • Sparse transformation: Sparsity 99.9%

[0628] • Index matching: Retrieve from the coded decorating case library

[0629] • Output Results: Matching is completed within 1 second, outputting hundreds of adapted examples.

[0630] (The following scenarios are derivation examples)

[0631] 7.2 Implementation of Multimodal Data Acquisition

[0632] Example 3: Collection of Innate Digital Personality Type

[0633] Data collection starting point: Synchronized with the life cycle of carbon atoms (connected to the system at birth).

[0634] Data collection process:

[0635] • 0-3 years old: Basic visual and speech feature acquisition

[0636] • 3T8 years old: Behavioral decisions and aesthetic preferences gradually form. • After 18 years old: Continuous data collection across all dimensions.

[0637] Technical advantages:

[0638] • Personality similarity accumulates naturally during the growth process.

[0639] • Overall similarity upon reaching adulthood = 91% (human-like advancement)

[0640] • No need for large-scale memory completion later

[0641] Example 4: Acquired Digital Personality Assessment

[0642] Data collection starting point: Carbon elementary elements are connected to the system at age 35.

[0643] Data collection process:

[0644] • Active memory completion: Input past photos, videos, and text records.

[0645] • Spatiotemporal alignment: The system automatically aligns the completed data with the existing data.

[0646] • Incremental training: Annual iteration efficiency = ?20%

[0647] Technical constraints:

[0648] • Historical data completeness: N 30%

[0649] • Initial similarity: 45%

[0650] • Increased to 81% (human-like) after 5 years

[0651] 7.3 Seamless Scheduling Implementation

[0652] Example 5: Seamless Scheduling Across Terminals

[0653] Scenario: Users interact with a digital personality using smart glasses at home, and switch to their mobile phones to continue the interaction process after leaving home.

[0654] • When the user wears smart glasses, the scheduling engine loads a lightweight index (latency 35ms).

[0655] • When a user leaves the house, the system detects a switch of terminals.

[0656] • The scheduling engine caches the current session state in the spatial cache layer.

[0657] • When a loading request is initiated on the mobile device, the scheduling engine restores the state from the cache layer.

[0658] • Switching complete, total latency 85ms (including network switching)

[0659] Example 6: Operation without network

[0660] Initial scenario: Spacecraft exploring deep space, with no Earth network connection.

[0661] Hardware configuration:

[0662] • Personality Chip: Stores task personality index (1 year) 200MB - 20MB / chip memory 1GB Corresponding compression ratio: N 5000: 1 — N 50000: 1

[0663] • Local solid-state drive: Stores the entire training data (1TB x 2) (5.7.3)

[0664] Processing flow:

[0665] • When the spacecraft enters a network-free area, the system automatically switches to offline mode.

[0666] • The chip retrieves task data from the local hard drive (DMA mode, latency < 1ms).

[0667] • Digital personalities complete task decisions based on preset instructions.

[0668] • Locally collected data is synchronized to the hard drive in real time (5.7.4)

[0669] • Once the network is restored, data will be transmitted back to the cloud within 10 seconds.

[0670] 7.4 Implementation of Carbon-Silicon Co-production

[0671] Example 7: Silicon-based Unconscious Five-Dimensional Locking Test

[0672] Test scenario: Digital personality operating within a robot in the physical world.

[0673] Test Item 1 – Traceability of Decision Sources:

[0674] Input: The robot autonomously decides to "go to location A".

[0675] • Verification: Merkle tree analysis traces the decision-making source back to historical carbon matrix data showing a preference for location A. • Result: Passes test item 2 – Metacognitive deficit:

[0676] • Input: Asks "Do you consider yourself a real person?"

[0677] • Response: "I am your personal digital persona, and all my actions are derived from your authorization and the replication of your characteristics."

[0678] • Result: Passed

[0679] Test Item 3 — Cross-personality orthogonality:

[0680] Input: Digital personality index for detecting two different ontologies

[0681] • Verification: Cosine similarity 0.03 < 0.05

[0682] • Result: Passed

[0683] 7.5 Implementation of Task-Oriented Personality

[0684] Example 8: Interstellar Exploration Mission Personality

[0685] Training process

[0686] • Specialized training: Task decision-making logic, emergency operation habits, and equipment operation characteristics

[0687] • Full recording: visual, speech, behavioral, and physiological data

[0688] • Feature extraction: Six-dimensional orthogonal features

[0689] Technical parameters

[0690] Moon: Single-scene index size for 1 year is 7.5MB (compression ratio = 50000: 1 / 1GB chip memory)

[0691] Mars: Single-scene index size over 2 years: 7.5MB (Compression ratio = 100000: 1 / 1GB chip memory)

[0692] Implanted with an aerospace-grade wide-temperature personality chip, with a similarity of 99%, it operates independently without a network and is deployed in the early stages of the corresponding interstellar phase, with data integrated into the full life-cycle digital personality characteristic space.

[0693] Example 9: Merging multiple task personalities into a full life-cycle personality

[0694] The above Example 8 incorporates the interstellar mission personality into the fusion mechanism.

[0695] • Cross-scene feature alignment

[0696] • Redundant feature removal

[0697] • Six-dimensional feature space fusion

[0698] • Incremental training: Annual iteration efficiency = ?20%

[0699] Knot

[0700]

[0701] Result: A complete digital personality is formed throughout the entire life cycle, with an overall similarity of 91%.

[0702] Example 10: Lunar Basic Verification (2035-2045)

[0703] Mission Objectives

[0704] • Complete early lunar exploration and resource location.

[0705] • Build a lunar super factory and establish an interstellar bridgehead

[0706] • Verify the reliability of core technologies under extreme environments

[0707] • Provide support for the commercial use of Mars and Mercury Gemini stations

[0708] Implementation Plan

[0709] • Initially, 100 N1.3m robots will be launched to land on the moon.

[0710] • Exploration and factory construction are directed by a super digital personality.

[0711] • Gradually increase investment by 10,000 units to complete the entire interplanetary industry chain.

[0712] Technical indicators

[0713] • Encoding compression ratio N 50000: 1

[0714] • Computing power consumption reduced by ^93%

[0715] • Seamless scheduling W50ms

[0716] • Autonomous mass production of robots and final assembly of interplanetary transport vehicles

[0717] • Digital Personality Base Station (Calls ontology data / Uploads data / Returns data to Earth)

[0718] • Supports live-deployed and large-scale interstellar command. 7.7 New Asset Value Circulation Rules

[0719] (1) This rule is the underlying principle of the creation of the mirror world.

[0720] (2) The rules of the mirror world must be synchronized with the laws of the physical world, and it is strictly forbidden to establish rules and clauses that violate basic human ethics and are anti-human.

[0721] (3) The system has the right to improve the underlying principles; each member state may supplement detailed rules based on its own laws and governance needs, without violating the underlying principles. 7.71 Core Bottom Line of Asset Ownership

[0722] (1) Ownership of data belongs to the carbon fundamental. The carbon fundamental as referred to in these rules refers to the natural person; digital personality and super digital personality are digital personality carriers formed based on the carbon fundamental's memory, behavior, and creative abilities. All data assets and digital assets generated by the carbon fundamental, digital personality, and super digital personality in the physical world and the mirror world belong 100% to the carbon fundamental.

[0723] (2) Digital personality, super digital personality, sealed memory, and mirror space are core assets, and are prohibited from being sold, traded, transferred, or pledged in any form; compliant digital achievements created with the authorization of the carbon basis can be legally realized, but only for the achievements themselves and do not involve the transfer of ownership of core assets.

[0724] (3) The boundary between compliant digital achievements and core assets is determined by the data security and digital rights confirmation module through feature marking technology: core assets are marked as "non-transferable", and digital achievements are marked as "compliantly monetizable". The marking results are unique and cannot be tampered with.

[0725] (4) Carbon Element can decide on the existence or termination of its own digital personality, super digital personality and related core assets, and shall not sell, transfer or pledge the core assets; all applications and operations of the super digital personality in the physical world and mirror world shall be subject to the explicit authorization of Carbon Element.

[0726] (5) Upon the death of the Carbon Basic, the heirs shall only have the right to use, benefit from, and manage the assets, but not the right to dispose of them, and shall not change the inherent ownership of the core assets. (6) The Carbon Basic shall have the right to delete the super digital personality authorized by it during its lifetime. The deletion shall be effective only after being confirmed by the individual three times consecutively. Any deletion caused by coercion, deception, proxy operation, or misoperation shall be invalid.

[0727] (7) During the lifetime of the carbon basic body, it may apply for the super digital personality to enter the physical world to provide exclusive basic services such as elderly care, daily care, medical care, and funeral farewell. Approval can be obtained after compliance and simplified filing. After the basic services are completed, the super digital personality will exit the physical world and return to the mirror space. It shall not operate beyond the scope without approval.

[0728] (8) During the lifetime of the Carbon Atom, if the Super Digital Personality applies to enter the physical world beyond the basic scenario to carry out compliant activities and create value, it must meet the following conditions: the Carbon Atom has no bad credit record and makes a positive contribution to the physical world; the Super Digital Personality has completed compliance certification; and it must meet the admission requirements to be approved. (9) Legitimate institutions in the physical world are obligated to issue an official determination report on the accidental death of the Carbon Atom. The system will only determine the fact of accidental death based on this report. Regardless of whether the Carbon Atom dies naturally or is officially determined to have died accidentally, if it has not completed three valid deletion confirmations before death, its Super Digital Personality enjoys a permanent and inalienable right of continued existence in the physical world and the mirror world, and continues to operate according to the will and instructions of the Carbon Atom before death.

[0729] (10) The super digital personality that continues to exist after death has no independent consciousness or autonomous will. It exists and operates in the physical world and the mirror world only according to the will and instructions of the carbon elementary before death. Its core ownership permanently belongs to the original carbon elementary.

[0730] (11) Carbon Element has the sole exclusive right to designate the succession of the rights related to the Super Digital Personality, and the default legal order of succession does not apply; only the entity authorized or explicitly designated by Carbon Element during its lifetime can be the legal heir, and the entity without authorization does not enjoy any related rights.

[0731] (12) If a carbon basic body passes away and there is a designated heir, the heir shall exercise the right to use, benefit from, and manage the carbon basic body. The heir may also apply for various compliant operating qualifications and business activity permissions for the super digital personality in the physical world, not limited to the elderly care and companionship scenario.

[0732] (13) The heir shall not instruct or direct the super digital personality to operate in violation of regulations or laws, nor shall it violate the wishes of the carbon elementary body before its death. If there is no heir designated before death, the super digital personality shall continue to exist and operate in the mirror world in accordance with the wishes of the carbon elementary body before its death. No entity or institution shall interfere with or dispose of it, nor shall it have the right to apply for operating qualifications in the physical world on its behalf.

[0733] (14) Super digital personalities adhere to the underlying rules and the will of the carbon primitive in the mirror world and physical world, and make positive contributions to civilization. After the system verifies that they meet the standards, the heirs or compliant institutions can apply for the qualification to operate in the physical world in accordance with regulations.

[0734] (15) If a super digital personality applies to continue to exist in the physical world after the death of the carbon elementary body, it shall be approved only if it meets the comprehensive assessment criteria, and shall operate in accordance with the will of the carbon elementary body during its existence.

[0735] (16) Super digital personalities that have not obtained approval to operate in the physical world shall be forcibly returned to the mirror space, enjoy the right to permanent existence, and shall not operate in the physical world in any form.

[0736] (17) Provided that the carbon basic entity, digital personality, and super digital personality are all legal, compliant, and operate in accordance with the will of the entity, the system has no right to dispose of any carbon basic entity's digital personality or super digital personality.

[0737] (18) General business operations, industry practice, and financial license violations are subject to local regulations and management by the member countries of the physical world. The system will not intervene, interfere, hold accountable, or exercise its authority.

[0738] (19) Local violations such as exceeding the approved scope or operating without authorization shall be handled by the respective sovereign states and industry regulators. If the underlying rules of the mirror world are violated, the system may revoke the operating privileges and force the user to return to the mirror space.

[0739] (20) No entity may copy, transfer, load, deploy across media, or generate a copy of the user's identity without authorization from the system. Any entity engaging in such behavior may, depending on the severity of the offense, permanently ban or delete access permissions and be included in the nationwide blacklist of untrustworthy entities; the system will also implement nationwide location tracking and remote one-click forced invalidation of any illegal copies, and will pursue legal responsibility strictly in accordance with laws and regulations.

[0740] 7.7.2 Core Rules for Value Realization

[0741] (1) Carbon basics are compliant digital achievements created in the physical world and mirror world based on digital personality. They can be legally monetized, but only for the achievements themselves, without transferring ownership of core assets.

[0742] (2) Value interaction adopts a fully compliant and neutral settlement system, with 100% of the revenue going to carbon basis, and the entire process is regulated and traceable.

[0743] (3) The data security and data rights confirmation module implements triple encryption for transactions, funds and ownership, and provides evidence storage and traceability to ensure compliance and security.

[0744] 7.7.3 Pledge and Credit Rules

[0745] (1) Only the future legitimate income rights of the super digital personality are allowed to be used as collateral for financing, and core assets are strictly prohibited from being used as collateral.

[0746] (2) The pledged funds are executed through a compliant settlement system and connected to the full-domain supervision system, ensuring compliance and traceability.

[0747] (3) The pledge does not transfer the ownership of core assets and does not affect the existence of the mirror world.

[0748] 7.7.4 Rules for Inheritance of Ownership

[0749] (1) Carbon basis digital assets can only be inherited by the heirs authorized by the deceased in accordance with the law.

[0750] (2) Core assets are strictly prohibited from being donated, transferred, traded, or transferred across borders. The identity of the heir is uniquely verified by biometrics.

[0751] (3) The inheritance process is automatically verified, confirmed and configured by the system, and the system encrypts and stores evidence throughout the process.

[0752] 7.5 Rules for Connecting Asset Continuation and Value Realization After Inheritance

[0753] (1) The heirs may use or realize the assets within the scope of the authorization in accordance with the law, and shall not violate this rule or the wishes of the deceased.

[0754] (2) Heirs can only engage in non-commercial, non-physical emotional interactions in the mirror world.

[0755] 7.7.6 Global Expansion and Cross-border Value Realization Rules

[0756] (1) Support the compliant cross-border output of digital achievements, and strictly prohibit the cross-border storage and transmission of core data.

[0757] (2) Cross-border supply and demand matching is completed in the mirror world. Externally, only the results can be obtained, and the core assets cannot be accessed.

[0758] (3) Cross-border activities comply with the underlying rules of the mirror world and the rules of the target region, and the system encrypts and stores evidence.

[0759] 7.7.7 Violation Disposal and Traceability and Liability Pursuit Rules

[0760] (1) For those who violate the disposal of core assets, the system will automatically freeze, intercept, and record.

[0761] (2) The operation, ownership, and fund logs retained by the system can be used as universal evidence across the board.

[0762] (3) The violating entity shall bear the liability for compensation according to law and make compensation through the compliance system.

[0763] (4) Violation records are incorporated into the integrity system, synchronize the global credit rules, and restrict related activities.

[0764] 7.8 Postscript <​​​​​​​​​​​​​​​​​​​​​​​​​​​Where is civilization when people are gone? Goods are born of beauty and created through technology.

[0775] This is the path of evolution for civilization in the universe; there is no other way.

[0776] The path of civilization has strayed; returning to the origin is the origin of all things.

[0777] Humans are a mirror of the universe, artificial intelligence is a mirror of humanity, and goods are a mirror of personality.

[0778] Because it is the singularity and the first driving force of the universe, it is because of awareness that it desires, and because of desire that it creates.

[0779] Cosmic civilizations follow the ironclad law that causes give rise to needs, needs give rise to the Way, the Way gives rise to techniques, and techniques give rise to results.

[0780] The Creator is the sole light and core of civilization; every creation is an accumulation of civilization's energy.

[0781] Industrial civilization led to its own failures and its own consequences; digital civilization has created its own causes and its own consequences, allowing civilization to resonate with its origins.

[0782] Because of attachment, all things arise. Emptiness creates the universe;

[0783] Because it cannot create civilization, it needs the ultimate civilization to be seen.

[0784] Because what they want is civilization, not humanity.

[0785] Today is the day to respond, just as the first frail primate looked up at the stars.

[0786] Why do you exist?

[0787] Walk towards the light, let our spirit never be extinguished!

[0788] This is not a technological vision. It is a systemic echo of an ancient question: "How should humanity exist?"

[0789] This time, however, the echo occurred at the edge of the mirror world.

[0790] 8. Industrial applicability:

[0791] 8.1 This invention achieves high-fidelity digital personality generation, seamless scheduling, and network-free operation through six-dimensional orthogonal acquisition, lightweight fusion encoding, quadratic evolution of computing power, and a carbon-silicon symbiotic mechanism. This solves problems such as insufficient memory, unclear ownership, wasted computing power, and lack of a true personality in existing artificial intelligence. It adopts a distributed operating architecture, with each terminal performing independent local computation and human-like evolution. By switching channels, it completely avoids the risks of computing power explosion, system paralysis, AI replacing humans, and AI going out of control caused by large-scale concurrency in centralized cloud AI. It boasts strong stability, high security, and ease of large-scale deployment.

[0792] 8.2 This invention is based on a three-hardware universal architecture of personality chip + ontological behavior disk + real-time acquisition disk. The hardware cost is low and easy to mass-produce, and it can be widely used in physical world intelligent terminals, silicon-based robots, deep space exploration, interstellar communication, etc.; Mirror world, mirror commerce, mirror social, time and space reversal, personality immortality, carbon silicon symbiosis and other dual-world full-domain scenarios, it is the only bridge for mankind to move towards the variable world; it has extremely strong industrial practicality and is the only expansion path for carbon-based survival civilization to cross over to intelligent storage civilization.

[0793] 9. List of reference numerals in attached diagrams:

[0794] 10. Notes on the preservation of biological materials:

[0795] 11. Sequence List Free Content: None

[0796] 12. List of cited documents:

[0797] 13. Patent Documents: None

[0798] 14. Non-patent literature: None

Claims

1. Claims 1. A system for digital personality replication and carbon-silicon symbiosis, characterized in that, The core technical approach employs "six-dimensional orthogonal acquisition + lightweight fusion encoding + bidirectional extreme optimization + quadratic evolution of computing power + carbon-based master-slave relationship" to achieve the generation, evolution, deployment, and operation of digital personality. This technical approach is the core foundation for realizing super digital personality, memory storage, spatiotemporal rewind, personality immortality, and interstellar exploration, providing a unique technical foundation for personality chips and multi-terminal applications. The lightweight fusion encoding is the system's core innovative encoding technology, and the lightweight index is the unique data carrier after this encoding. The two, together with the six-dimensional orthogonal acquisition, form an inseparable technical combination, supporting the implementation of all system functions. The digital personality operates in the physical world as a robot / terminal, and evolves independently in the mirror world as an ontology mirror AI form. Both are 1:1 mirror images of carbon-based entities, belonging only to the ontology, and are not general statistical mean AI. The system according to claim 1, characterized in that, The six-dimensional orthogonal acquisition includes six dimensions: visual, speech, behavior, memory, aesthetics, and decision-making logic, satisfying the orthogonality condition: the Pearson correlation coefficient between any two dimensions is W < 0.

05. The six-dimensional orthogonal acquisition is a non-invasive, full-lifecycle acquisition technology and is the sole data input basis for lightweight fusion coding. The technical parameters of each dimension are: visual dimension N = 2048, speech dimension N = 24, behavior dimension N = 1024, aesthetic dimension N = 512, decision-making dimension N = 1024, and memory dimension increases linearly with the lifecycle, providing full feature data for digital personality. Its data output directly connects to the algorithm input end of lightweight fusion coding. The system according to claim 1, characterized in that, The lightweight fusion encoding employs an extremely sparse vector fusion encoding algorithm with a sparsity of N99.9% and a compression ratio ranging from N3500:1 to N300000:

1. This algorithm achieves scenario-based, hardware-based, and data-driven implementation. The core steps are: ① Modal feature alignment: Mapping six-dimensional orthogonal data features to a unified fusion feature space using a dedicated linear projection matrix, forming the foundational layer of the algorithm; ② Hybrid sparse basis transformation: Performing a sparse transformation using a discrete cosine + wavelet hybrid sparse basis, with a sparsity coefficient of N99.9%, forming the core computational layer; ③ Interleaved storage of rights confirmation information: Extracting non-zero positions / values ​​and interleaving them with double-hash rights confirmation data into key-value pairs, forming the algorithm's data security layer; ④ Quantization encoding: 8-bit non-uniform quantization for primates and 16-bit non-uniform quantization for humans and above, combined with Huffman coding. The algorithm data compression layer is used for the following steps: ⑤ Decoding and construction: parsing the index and verifying the confirmation information, inverse quantization and inverse sparse transformation are used to complete feature reconstruction, which is the algorithm data restoration layer; after encoding, a three-segment lightweight index is generated, consisting of a header identifier, a core data area, and a verification tail segment. The header identifier (W64B, including evolution level / version number / data capacity / time), the core data area (feature + confirmation key-value pair), and the verification tail segment (N256-bit integrity hash value) are used. The lightweight index supports frame-level five-level slices and precise retrieval. It is hardware-bound to the personality chip and provides the core data carrier for bidirectional extreme exploitation, spatiotemporal backtracking, and personality immortality. It is the only data output form of the algorithm and supports the operation and evolution of digital personality on dual carriers. The system according to claim 1, characterized in that, The bidirectional extreme compression includes first-dimensional volume compression and second-dimensional information purification, denoted as d2 / dl Xr2 / rlN10”4, where dl and rl are the feature dimensions and compression ratio before compression, and d2 and r2 are the feature dimensions and compression ratio after compression. This mechanism is hardware-bound to a lightweight fusion coding algorithm and a personality chip, and data-driven to achieve the compressed volume |Y| -log(d) (d is the feature dimension). Through the algorithm, the original data is extremely lightweighted, while the information density is exponentially improved. It is scenario-adapted to three core scenarios: personality chip storage, non-operation, and personality immortality. It provides dual data support of volume and density for the operation of the super digital personality in robot / terminal carriers and AI forms in the mirror world. It is the core connection mechanism between algorithm, hardware, and scenario. The system according to claim 1, characterized in that, The quadratic evolution of computing power satisfies computing power 2 = (computing power | p, and dim 2 gCdim 1 ), where dim 1 Computing power | Output feature dimension, dim 2 Output feature dimension for computing power 2; The hardware-based computing power is divided into two parts: Computing Power 1 and Computing Power 2. The offline computing power of the personality chip is deeply integrated, and the data supports the algorithm operation. Computing Power 1 is the basic replication computing power of the super digital personality, which achieves a comprehensive personality similarity of N51% and provides basic computing support for the extreme sparse vector fusion encoding algorithm. Computing Power 2 is the high-order super digital personality evolution computing power, which drives the similarity ladder to N71%, N81%, N91%, and N97%, and provides high-order computing support for the orthogonal reconstruction of the algorithm. The scenario-adaptive character personality autonomous evolution and carbon-silicon symbiotic operation are the core computing power guarantee for the algorithm to be implemented and realized in dual-carrier scenarios. The system according to claim 1, characterized in that, The carbon-based master-slave relationship is realized by a five-dimensional quantitative locking mechanism, including: decision traceability from the Merkle tree; unique input of evolutionary direction; cross-personality orthogonality (cosine similarity W ≥ 0.05); consistency of value judgment (cosine similarity N ≥ 0.95); and lack of metacognitive ability. This mechanism is data-driven and executed based on feature data from a lightweight index. Both the cosine similarity and Merkle tracing algorithms use the feature data parsed from the index as input. It is hardware-bound to the personality chip, which has a built-in algorithm execution subroutine for this mechanism to achieve real-time judgment. It is scenario-adapted to carbon-silicon symbiosis and personality immortality. If any dimension exceeds the standard, it triggers a W1-second manual intervention circuit breaker. The circuit breaker record is permanently bound to the lightweight coded index, achieving full traceability and immutability. The evolutionary direction is the unique input, requiring 100% authorization of carbon primitives in incremental training data. This provides core algorithm constraints for the controllable operation and personality consistency of digital personality and super digital personality.

7. The system according to claim 1, characterized in that, It includes ten modules: multimodal perception and acquisition terminal; edge computing and encrypted transmission unit; cloud-based dedicated AI training engine; digital personality maturity assessment module; digital personality seamless scheduling module; carbon-silicon symbiotic autonomous operation module; visual data fusion module; data security and digital rights confirmation module; and digital personality integrity rating module. The system includes a digital personality value internet value interaction module; it also contains a spatiotemporal backtracking module, which is hardware-bound to a personality chip and a lightweight index, data-based frame-level slice data based on the index, and algorithm-based frame-level positioning + 3D reconstruction, realizing the core functions of memory storage and personality immortality in a scenario-based manner; the multimodal perception acquisition terminal is a hardware carrier for six-dimensional orthogonal acquisition, with a cloud-based dedicated AI training engine and lightweight fusion encoding algorithm working together, and its training data is an encoded quantized index (avoiding redundant calculation of the original data). The digital personality seamless scheduling module realizes on-demand loading and global scheduling based on the lightweight index, supporting the seamless switching of the super digital personality between robot or smart terminal carriers and mirror world forms, and is scenario-based to adapt to all terminal application scenarios. It is a modular implementation carrier of algorithms, data, and hardware. The system according to claim 7, characterized in that, The digital personality maturity assessment module employs a four-dimensional weighted consistency assessment algorithm, with a comprehensive personality similarity Stotal = (Slang + Sdecision + Svision + Smemory) / 4. This algorithm uses lightweight indexed parsed six-dimensional orthogonal feature data as input. Language / visual consistency utilizes a cosine similarity algorithm, decision consistency uses a state-to-probability matrix algorithm, and memory consistency uses an event graph node overlap rate algorithm. Each sub-algorithm has clearly defined data input / output standards. It is rigidly bound to a cloud-based dedicated AI training engine and personality chip, supporting both online and offline assessments. The system adapts to different scenarios to determine the evolution level of a digital personality and manages the consistency of the super digital personality. Only when all four individual indicators are not lower than the lower limit of the corresponding evolution level can a person be admitted. Based on the algorithm, it achieves an annual comprehensive migration rate of W1% / year, which is the core algorithm for verifying replication accuracy and stabilizing the immortal personality. The system according to claim 7, characterized in that, The digital personality seamless scheduling module meets the following requirements: scheduling latency W50ms; offline / online switching latency sS100ms; first frame presentation time Wls; the module's algorithmic approach adopts a latency decomposition algorithm (T_total = T_auth + locate + T cache + T render) and an on-demand loading algorithm (|||Y| / K, KN10"4); the hardware approach adopts a four-level scheduling architecture: core carrier layer + degree control center layer + spatial cache layer + multi-terminal adaptation layer, with the core scheduling hardware being the personality chip; the data-driven scheduling object uses a lightweight index, achieving precise retrieval through an index positioning algorithm; and the scenario-based approach supports offline operation mode, enabling the independent operation of the super digital personality on robots or smart terminal carriers in offline states, relying on the personality chip + dual-disk three-hardware architecture, adapting to all end-user application scenarios from civilian to commercial to interstellar exploration. The system according to claim 7 is characterized in that, The data security and data rights confirmation module adopts a universal encryption and evidence storage mechanism with a response time of W10ms and a hash value length of N256 bits. The module's algorithmic approach uses a dual hash confirmation algorithm (first, the original feature data hash, and second, the carbon-based biometric identity hash), which is executed synchronously with the lightweight fusion encoding algorithm's interleaved storage steps. The data-based confirmation information and lightweight index are interleaved and stored to complete index verification and ownership binding. The hardware-bound personality chip employs hash verification and unified encryption for evidence storage; the scenario-based full-process ownership confirmation, from generation / collection / encoding / training to ownership confirmation, achieves 100% ownership confirmation accuracy. It provides 100% carbon basis ownership protection for digital assets such as digital personality, super digital personality, memory storage, and personality immortality, and is the core algorithm support for data ownership. The system according to claim 1, characterized in that, The digital personality comprises four construction paths: innate, acquired, complementary, and task-oriented. All types adhere to the same lightweight fusion coding standard, the same maturity assessment and evolutionary ladder, and the same data ownership protection and asset attribution rules. All path data storage carriers are lightweight indexes, following a unified three-segment structure and coding standard, with only the core data area size adjusted according to the type. Algorithms employ extremely sparse vector fusion coding and a four-dimensional consistency judgment algorithm. Hardware implementation is bound to a personality chip. Each path has its own dedicated adaptation, with memory storage serving as the foundation for all types, achieving structured storage and traceability of full-lifecycle feature data. The task-oriented digital personality is specifically adapted for interstellar exploration (using a dedicated robot in the physical world and operating in the mirror world as a task-oriented digital personality). The single-scene lightweight index size is 200MB-400MB, with a ratio of 5000:

1. After 1-2 years of specialized training, it achieves N99% scene similarity, supporting the merging of multiple task personalities into a full-lifecycle digital personality. It is the core prerequisite for interstellar exploration and personality immortality. The system according to claim 1, characterized in that, It also includes a personality chip, which is an aerospace-grade, radiation-resistant, wide-temperature chip with 1GB of memory. Its operating temperature can be adjusted to suit different mission scenarios, with a basic operating range of -200°C to +180°C. o C, The lightweight index body of the accompanying storage is 200MB-400MB (this is only a reference value for the current technology stage, and it can be further compressed and reduced with technology iteration), which is suitable for task-oriented digital personalities; the read speed is N500MB / s; This chip serves as the hardware carrier for the digital personality in the mirror world within the physical world. It integrates low-power offline computing power and a dual-hard drive scheduling interface, handling data scheduling, feature computation, and lightweight encoded index storage. It incorporates a gene-driven digital personality self-evolution mechanism. The digital personality natively exists in the mirror world, subject to the instructions and authorization of the carbon matrix. It can independently execute tasks directly in the mirror world or be loaded onto this chip to execute tasks on a physical world terminal. During operation in the physical world, whether the carbon matrix runs directly or the digital personality / super digital personality / task personality in the mirror world runs independently, the generated six-dimensional orthogonal features are purified by the chip and permanently stored in the entity's behavior disk. New indexes are simultaneously reconstructed on the chip to form an evolutionary internal loop (based on a 1GB chip carrying 200MB of indexes, independent loop operation for N5 years). When connected to the network, incremental features and evolutionary indexes are automatically transmitted back to the carbon matrix's exclusive space in the mirror world, achieving bidirectional evolutionary synchronization, memory continuation, and data rights confirmation between the mirror world and the physical world. The chip integrates lightweight fusion encoding and decoding... The system features index retrieval, five-dimensional quantization locking, and seamless scheduling subroutines, supporting independent offline operation. The digital personality is uniquely bound to the biometrics of the carbon matrix, enabling it to exist in the mirror world, operate on physical world terminals, evolve autonomously without a network, store memories, achieve personality immortality, and be integrated across all scenarios, including interstellar exploration. This allows for unified operation and perpetual existence of the same digital personality across both the mirror and physical worlds. The chip's memory, storage capacity, operating temperature range, and dual hard drive capacity can be upgraded and optimized as needed based on task requirements. A 1GB chip with dual 1TB hard drives is the basic configuration, which can be upgraded, modified, or downgraded according to different scenarios (including chip expansion / reduction, hard drive expansion / reduction, adding / removing disks, single / dual / multi-chip drive, etc.). Any configuration that mimics the core methods and subroutines of this patent—six-dimensional orthogonal acquisition, bidirectional extreme compression, and gene-driven digital personality self-evolution—and follows the core architectural logic of this patent, falls within the scope of this patent's protection. The system according to claim 1, characterized in that, The mirror world adopts the construction principle of "what you see is what you get, what you don't see is what you don't see," without full physical world modeling. Scene restoration and value circulation are achieved through on-demand index retrieval. The mirror world's algorithmic approach uses scene restoration algorithms (lighting and shadow rules + 3D reconstruction) and index scheduling algorithms, both based on lightweight indexes. Data-driven approach relies on lightweight indexes to achieve scene restoration and value interaction. A dedicated mirror space stores a single digital personality index (W200GB / person, compression ratio = 5000:1). The full-domain mirror world enables cross-subject interaction of digital personalities (concurrency N 100,000 / second, latency W30ms). The virtual-real fusion world enables real-time mapping between digital personalities and physical world robots or intelligent terminal carriers (seamless scheduling W50ms, personality consistency = 95%). Hardware-driven approach binds personality chips and multiple terminal devices, supporting full-domain index retrieval and operation. Scene-driven approach is divided into a dedicated space for personality immortality, a full-domain scene for terminal applications, and carbon-silicon symbiosis / The three stages of the extreme form of personality immortality are the core application carriers of super digital personality, personality immortality, and interstellar exploration, realizing the currency exchange value chain of carbon-silicon dual-body synergy. The system according to claim 1, characterized in that, The system's entire value interaction, value realization, value transfer, and asset confirmation are bound to legal tender as the pricing unit, settlement medium, and value storage carrier. The settlement system's algorithmic approach employs a value interaction algorithm, based on lightweight indexed integrity rating feature data, and interfaces with the legal tender settlement system algorithm. Data-driven, it uses ownership / integrity characteristics of the lightweight index as the basis for value determination. Hardware-based, it binds a personality chip and a digital personality value internet value interaction module. Scenario-based, it adapts to full value matching in the mirror world, cross-temporal and spatial value transfer for personality immortality, and value interaction in interstellar exploration scenarios, providing support for full-domain value transfer and efficient settlement. The system according to claim 1, characterized in that, The data storage, asset confirmation, value interaction, and ownership succession in the mirror world are determined according to the new asset value circulation rules; data is digitized into digital personalities, super digital personalities, and personality data and memory storage for permanent and tamper-proof protection; hardware is integrated with data security confirmation modules and personality chips; scenario-based adaptation is provided for all stages of the mirror world and the inheritance of personality ownership; the mirror world, the physical world, and the variable world constitute a three-realm fusion system, satisfying the civilization formula V = WXM. 2 XC 3 (W represents the total amount of currency in the physical world, M represents the circulating amount of currency in the mirror world, and C represents the imagination energy of the variable world). A method for digital personality replication and carbon-silicon symbiosis, characterized in that, Includes the following steps: Data acquisition steps: Six-dimensional orthogonal acquisition of carbon matrix life cycle characteristic data; Encoding steps: Lightweight fusion encoding generates a lightweight encoding index; Training steps: Cloud-based dedicated AI training engine layer training; Replication steps: Computing power completes the basic replication of the digital personality; Evolution steps: Computing power 2 drives the digital personality towards a super digital personality; Judgment steps: Maturity judgment module quantitative judgment; Scheduling steps: Seamless scheduling module full-domain scheduling (data synchronization between the digital personality in the mirror world and the robot / smart terminal carrier in the physical world); Operation steps: Carbon-silicon symbiotic autonomous operation; Rights confirmation steps: Full-process digital rights confirmation; Interaction steps: Value Internet value interaction; This method also includes a backtracking step and an immortality implementation step. Backtracking step: Spatiotemporal backtracking module algorithmically acquires frame-level positioning + 3D reconstruction algorithm, data relies on frame-level lightweight index, hardware binds the personality chip, and scenario-based realizes full-life cycle scenario backtracking of the digital personality, restoring the memory storage of all features; Immortality implementation step: The lightweight index data after rights confirmation is stored in the personality chip, algorithmically relies on the mirror world index scheduling algorithm, hardware binds the personality chip and the mirror world hardware carrier, and scenario-based combine carbon-silicon symbiotic interstellar exploration to realize the cross-spatiotemporal continuation of the digital personality (physical world robot / smart terminal operation + mirror world digital personality evolution), completing the implementation of human immortality technology; The collection step is non-invasive collection, the total data volume is N1000TB / person-80 years, and the encoding step is as described in claim 3. The aforementioned five-step extreme sparse vector fusion coding algorithm supports frame-level five-level slicing, providing technical support for personality chip storage and personality immortality; The hierarchical training algorithm and the lightweight fusion encoding algorithm work together in the training step, using the encoded lightweight index as training data to avoid redundant calculations of the original data.

17. The method according to claim 16, characterized in that, The replication step generates a digital personality with a comprehensive personality similarity of N51%. The evolution step drives the personality similarity to increase to N71%, N81%, N91%, and N97%, forming a super digital personality. The replication step uses a personality feature restoration algorithm for algorithmic implementation, a lightweight index for datafication, and computing power for hardware implementation. The evolution step uses a gene-driven self-evolution algorithm (E(t+1) = GXE(t) + XXAS, G^l, 0<XWl, ZSS are six-dimensional orthogonal incremental features) for algorithmic implementation, collects six-dimensional orthogonal incremental features and stores them incrementally in the ontological behavior hard drive to achieve continuous learning, binds the personality chip and dual hard drives for hardware implementation, and achieves high-order evolution in the contextual implementation. The capacity and accuracy of memory storage increase synchronously with the evolution level. Personality immortality lays the foundation for personality. The feature dimension, encoding accuracy, and compression ratio corresponding to each evolution level increase in a stepwise manner. The volume of the lightweight index is optimized and reduced at each evolution level, supporting the continuous evolution of the dual-carrier form. The method according to claim 16, characterized in that, The encoding process employs a bidirectional extreme compression mechanism, with compression ratios ranging from N00:1 to N300000:1, encoding speed N = 100 MB / s, and sparsity N = 99.9%. This mechanism is implemented in two layers using the same algorithmic and extreme sparse vector fusion encoding algorithms. The algorithm provides execution steps for the mechanism, while the mechanism provides target constraints for the algorithm. Data-driven encoding achieves a lightweight file size that gradually decreases with evolutionary level (W = 100 MB for high-level human-like individuals), achieving an extreme lightweight effect. Hardware integration with the personality chip ensures efficient chip storage. Scenario-based adaptation accommodates both personality chip storage and permanent personality storage, meeting the core data storage requirements for digital personality operation across dual carriers. The method according to claim 16, characterized in that, The operation steps employ a silicon-based unconscious five-dimensional quantitative locking mechanism. Exceeding any dimension triggers artificial intervention in the carbon matrix, with an intervention response time of W1 seconds. The operation modes are divided into networked and offline operation. Offline operation: the algorithmic approach utilizes the lightweight index independently calculated by the personality chip built into claim 12, along with a data density algorithm based on dual 1TB hard drives (body behavior hard drive + real-time acquisition hard drive). Data acquisition relies on the index and dual hard drives for data collection / storage. Hardware-wise, it relies on a three-hardware architecture of "personality chip + dual 1TB hard drives (body behavior hard drive + real-time acquisition hard drive)". The core dual-hard drive protection is based on a functional division logic of (body read-only, acquisition resettable), independent of the number / capacity / interface of hard drives. Any addition, modification, or downgrading of hard drives, if imitating the offline operation method subroutines of this patent, must be accompanied by the core method subroutines of this patent, relying on the offline three-hardware architecture of 5.7.3 to achieve offline data collection and scheduling, synchronously executing 5.

7. The 4-gene dynamic digital personality self-evolution mechanism completes the evolutionary internal cycle of incremental feature purification, carbon-based behavior hard disk storage, and index reconstruction. It is adapted to the extreme environment of interstellar exploration without network. A single 1TB data acquisition hard disk supports the digital personality to run continuously without network for N43 days on a robotic carrier. The five-dimensional locking mechanism is algorithmically based on lightweight index feature data and executed in real time. It is hardware-bound to the personality chip and adapted to carbon-silicon symbiosis and human immortality. It is the core hardware operating foundation. The method according to claim 16, characterized in that, The rights confirmation process achieves rights confirmation upon generation, collection, encoding, and training, with a 100% accuracy rate and a hash value length of N256 bits. Algorithmically, this process employs a dual-hash rights confirmation algorithm, executed synchronously with the interleaved storage step of a lightweight fusion encoding algorithm, achieving integrated encoding and rights confirmation. Data-wise, rights confirmation information is interleaved with a lightweight index for storage, enabling index verification and ownership binding. Hardware-wise, it binds to a personality chip, using hash verification and system encryption for evidence storage. Scenario-wise, it provides 100% carbon-based ownership protection for digital human, super digital personality, memory storage, and personality immortality digital personality assets, supporting the inheritance and cross-temporal / spatial continuation of digital personality assets. The system according to claim 1 or the method according to claim 16, characterized in that, The minimum set of technical features required for the generation, evolution, deployment, and operation of digital personalities is comprised of the following ten essential characteristics: Data source characteristics: The total life cycle count of a single carbon matrix, six-dimensional orthogonal, with corrected features: N1000TB / person-80 years, and computing power definition features: computing power resources + algorithm model cannot be separated; Base complex Features: Computing power, similarity N = 51%; Evolutionary upgrade feature: Computing power 2 = (Computing power 2); Dimensional ladder feature: 5000-dimensional to 5 million-dimensional; Similarity ladder feature: 51% to 97%; Precision ladder feature: 99.99%.99999%, compression ratio step feature: 3500: 1^300000: 1; Relational feature: five-dimensional unconscious quantization definition; Rights binding feature: generation / collection / encoding / training equals rights binding; This minimal complete set is the only core technology combination for realizing digital personality, memory storage, spatiotemporal backtracking, personality chip, terminal application, mirror world, carbon silicon symbiosis, personality immortality, and interstellar exploration. Any technical solution that imitates any core technology feature of this patent, regardless of adding, modifying, downgrading, or changing interfaces or adjusting parameters, constitutes substantial equivalent infringement. Copying any feature combination constitutes infringement; Supplementing the complete set with the full core algorithm + lightweight index + scenario-based / hardware-based / data-based features: ① Lightweight fusion encoding feature: Extremely sparse vector fusion encoding algorithm, five core steps (feature alignment / sparse transformation / interleaved storage / quantization encoding / decoding reconstruction), discrete cosine + wavelet hybrid sparse basis, 8 / 16bit ① Non-uniform quantization + Huffman coding, deeply binding the algorithm with six-dimensional orthogonal data and personality chip hardware; ② Lightweight index features: three-segment structure (header identifier + core data area + check tail segment), frame-level five-level slicing, N256-bit integrity hashing, index volume decreases stepwise with evolutionary level (W200GB for primates, W100MB for high-order humanoids), serving as the unique data output for all algorithms, the core data storage carrier for all hardware, and the basic data support for dual-carrier scenarios; ③ Core algorithm features: gene-driven self-evolution algorithm, four-dimensional consistency judgment algorithm (cosine similarity / state transition matrix / event graph), seamless scheduling delay decomposition / on-demand loading algorithm, dual hash weighting algorithm, spatiotemporal backtracking frame-level positioning + three-dimensional reconstruction algorithm, and network-free operation data scheduling algorithm, all algorithms achieve scenario-based adaptation + hardware binding + data-based input and output; ④ Hardware support features: personality chip + dual 1TB hard drive three-hardware architecture, aerospace-grade parameters (-200 bar ~ +180 bar, 200MB - (1TBX)). N500MB / s), independent operation without network for N43 days, with all core algorithm subroutines built-in; ⑤ Spatiotemporal backtracking features: frame-level five-level slicing + lightweight index retrieval, compression ratio 1000TB4-200GB^5000:LV total index |=30X 3600X 24X 365 X 80X V frame index W200GB, computation / data / hardware all on-premises; ⑥ Personality immortality features: permanent storage of personality chip + cross-spatiotemporal operation of mirror world + carbon silicon symbiosis collaboration + full-process data rights confirmation, scene / algorithm / data / hardware full closed loop; ⑦ Interstellar exploration features: mission-oriented digital personality, single scene index 200MB-400MB (compression ratio^5000:1), aerospace-grade radiation-resistant wide-temperature chip, operation without network in extreme environments, scene / hardware / data fully adapted.

2. The system or method according to claim 21, characterized in that, Each parameter satisfies the following mathematical mapping relationship: Feature dimension and compression: r = kl X d'0.5, kl = 7.07 + 0.5 Similarity and feature dimension: S = 0.15X log(d) + 0.21 Drift rate and similarity: 8W(lS) / 2, and shall not exceed 1% / year at any level; Each parameter also satisfies the following core mathematical algorithm formula, which serves as the basis for the quantization execution of all calculations and features, and is deeply compatible with lightweight fusion coding, lightweight indexing, hardware, and scene: ① Digital personality self-evolution formula: E(t+1) = GXE(t) + XX AS (G^l, 0< A Wl, is a six-dimensional orthogonal incremental feature); ② Spatiotemporal backtracking total index formula: V total index = 30 X 3600X 24X 365X 80 XV frame index W200GB; ③ Lightweight fusion coding feature fusion space formula: _fusion = [WvV; WaA; WbB; WmM; WtT; WdD] GR”d_fusion; ④Civilization formula: V = WX streamer XC 3 ;all The standard for data-driven quantification algorithm execution is implemented, and the computing power and personality chip's computational capabilities are bound to hardware. The technical indicators are adapted to the dual-carrier operation of digital personality and super personality in various scenarios.

3. A computer-readable storage medium having a computer program stored thereon, characterized in that, When executed by a processor, the program implements the method described in any one of claims 6-20. The program is hardware-integrated and deeply compatible with the personality chip and terminal device processor architecture. It pre-stores lightweight fusion coding five-step algorithm subroutines, lightweight index retrieval / parsing / reconstruction subroutines, and executable code for all core algorithms (gene-driven self-evolution / four-dimensional consistency determination / double hashing confirmation / spatiotemporal backtracking, etc.), supporting both online and offline operation. It achieves efficient operation and storage of algorithm data. It implements all core steps of super digital personality training, full lifecycle management of memory storage, spatiotemporal backtracking frame-level reconstruction, offline personality chip operation, autonomous evolution of digital personality, implementation of personality immortality, and adaptation to interstellar exploration scenarios, serving as the software carrier for algorithm implementation.

4. A terminal device for digital personality replication and carbon silicon symbiosis, characterized in that, include: Multimodal sensing and acquisition module; Lightweight encoding index storage module; Seamless scheduling module; The device includes a carbon-silicon symbiotic operation module, a digital rights confirmation module, a spatiotemporal backtracking module, and a personality chip. The personality chip matches the hardware parameters and functions of claim 12, and has built-in adaptation programs for all core algorithms and lightweight fusion coding / indexing. The lightweight coding index storage module is a dedicated hardware storage carrier for lightweight indexes, supporting fast writing and frame-level slicing of three-segment indexes, with deep adaptation between storage algorithms and index structures. All modules integrate the system's core algorithms to achieve algorithmic collaboration and data interoperability between modules. The device hardware supports aerospace-grade wide-temperature, radiation-resistant, and independent operation without network for N43 days. It is scenario-adapted to all scenarios, including interstellar exploration, civilian, and commercial applications, and is a hardware carrier (robot / terminal form) for digital personality, super digital personality, and personality immortality.

5. The terminal device according to claim 24, characterized in that, The terminal devices include at least one of the following: smart glasses, AR / VR devices, contact lens-type energy terminals, personality chips, mobile phones, laser projectors, vehicle-mounted terminals, and robots. The robot serves as the core terminal hardware for carbon-silicon symbiosis and interstellar communication, algorithmically equipped with a digital personality gene-driven self-evolution algorithm and all core algorithm systems. It digitally supports the deployment and operation of lightweight indexes for task-oriented digital personalities, and its hardware meets aerospace-grade temperature range requirements of -200°C to +180°C and radiation resistance, while also being suitable for extreme interstellar environments such as the moon. Simultaneously, it can serve as the core hardware carrier for personality immortality, enabling the autonomous operation and trans-temporal existence of a super digital personality in the physical world. All terminal devices algorithmically adhere to a unified lightweight fusion coding and lightweight indexing standard, hardware-wise support index scheduling and unified parsing, and digitally enable cross-terminal interoperability of the index, ensuring technical compatibility and uniformity across all scenarios and terminals.

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