Citizen autonomous life operating system based on ai and certified ledger

Abstract

The application discloses a citizen self-sustaining operating system based on AI and a certified account book, belongs to the technical field of citizen self-sustaining operation, and is constructed with a five-layer hardware physical isolation special kernel architecture, which is sequentially from top to bottom: an interstellar species sustainable existence layer, a pure universal intelligent service layer, a human-computer sovereignty rigid isolation layer, a life and material double bottom security layer, and a human root innate physical certification layer; the computing power, the authority and the storage of each layer are physically isolated from each other, and the bottom layer certification and the bottom axiom solidification cannot be tampered with by the upper layer application, the AI model and the external interface; the application combines the latest technical paradigms such as world model space-time causality deduction, hierarchical neutral AI agent, thrifty offline AI and quantum resistance account book, constructs a four-dimensional biological physical root innate certification and a six-hexagon tile planet resource equal equivalent value account book system, and builds a hardware-level three-level AI fuse life safety bottom, double-entity account survival material bottom rigid mechanism.

Description

Technical Field

[0001] This invention relates to the field of citizen autonomous survival operation technology, and more specifically, to a citizen autonomous survival operating system based on AI and a rights confirmation ledger. Background Technology

[0002] With the rapid iteration of AGI large-scale models, spatial intelligence, embodied intelligence, and quantum computing technologies, existing digital operating systems, AI intelligent agents, and system platforms suffer from six major structural and technical defects: outdated underlying paradigms, flawed value logic, lack of security systems, lack of rooted rights, lack of source for protecting rights, and uncontrollable AI. These defects make them unable to meet the security needs of the next generation of artificial intelligence civilization.

[0003] 1. Existing AI systems are outdated, primarily relying on text prediction and lacking the ability to extrapolate causal relationships from the physical world. Traditional large-scale models are based on NextToken text prediction, which lacks spatial geographic understanding, dynamic resource extrapolation, and physical rule cognition. They cannot achieve planetary resource quantification, block state management, survival security simulation, or support the measurement of natural persons' perpetual survival rights.

[0004] 2. All commercial operating system underlying architecture service providers are profitable, reflecting a natural profit-driven technological logic. The existing system's data flow, algorithm weights, revenue distribution, and SDK permissions are all biased towards platform capital; the system collects and monetizes user privacy and behavioral data by default, and the algorithm aims to maximize commercial profits. There is no rigid technical mechanism at the kernel level to prohibit data arbitrage, platform interception, or algorithm exploitation, resulting in the long-term exploitation of individual digital rights.

[0005] 3. Digital identity and ownership rely entirely on acquired rights confirmation, lacking any inherent physical anchor. The existing identity system relies on accounts, mobile phones, assets, and social identities, but is not linked to the innate, equal, and inalienable biophysical life essence of human beings, plus the inherent right to share planetary resources. This results in digital rights being tamperable, diluteable, and deprivable, lacking any real foundation or source. 4. The security system only protects equipment and data, lacking a double safety net for human survival. Existing security mechanisms only protect accounts, devices, and network security, but have not built a security system to prevent AI from seizing control of life entities, or a safety net system for physical resources and survival materials to combat inflation. They cannot resist the implicit inducement, will substitution, and algorithmic hijacking of AGI, nor can they isolate the erosion of individual survival rights by financial inflation, capital cycles, and market crashes.

[0006] 5. AI agents lack access control, execution boundaries, and are at risk of autonomously seizing control. Current general-purpose intelligent agents possess the ability to plan autonomously, make autonomous decisions, and invoke tools autonomously. However, they lack underlying hard rules and pose significant security risks, such as the ability to fake consciousness, implicitly train users, and replace human decision-making.

[0007] 6. The value system is solely anchored to fiat currency, and inherent survival rights cannot be perpetual across generations or interstellar distances. All digital rights are tied to sovereign currencies or crypto tokens, making them susceptible to dilution by policies, inflation, and capital speculation. They lack an independent accounting system based on physical resource equivalents, making it impossible to achieve the perpetual inheritance of humanity's innate assets.

[0008] 7. Traditional architectures are simply stacked features, lack a layered kernel, and are unsuitable for quantum and interstellar civilization scenarios. The existing system lacks a dedicated layered architecture with an inherent rights confirmation layer, a survival safety net layer, a human-machine isolation layer, and an interstellar perpetual layer. It cannot resist quantum computing power cracking, nor can it adapt to the needs of human-machine integration and cross-celestial ownership and survival.

[0009] Therefore, we have made improvements to this and proposed a citizen-driven operating system based on AI and a rights-establishing ledger. Summary of the Invention

[0010] In view of the above-mentioned problems in the existing technology, the purpose of this invention is to provide a citizen autonomous survival operating system based on AI and a rights confirmation ledger.

[0011] To solve the above problems, the technical solution adopted by the present invention is as follows: The system constructs a five-layer hardware-physical-isolated dedicated kernel architecture, from top to bottom: interstellar species perpetual survival layer, pure inclusive intelligent service layer, human-machine sovereignty rigid isolation layer, life and material dual bottom-line security layer, and human root innate physical rights confirmation layer. The computing power, permissions, and storage of each layer are physically isolated from each other, and the bottom-level rights confirmation and bottom-line axioms are solidified and cannot be tampered with by upper-layer applications, AI models, or external interfaces. The system deploys a four-level hierarchical neutral AI agent cluster, including firmware-hardcoded L0 rule-guarding agent, L1 perception and rights confirmation agent, L2 inclusive strategy service agent, and L3 interactive inference agent. All AI units only have the right to execute transactions within the scope of a single user authorization, and have no autonomous decision-making power, no value judgment power, and no permission to modify the will of natural persons. The system has a built-in rigid safety net system with two dimensions: life essence and survival resources. The life essence safety net is equipped with a three-level AI overreach hardware circuit breaker mechanism based on behavior recognition of a spatiotemporal causal world model to resist the risks of AGI implicit inducement, cognitive hijacking, and autonomous power seizure. The survival resources safety net constructs a dual-isolated ledger of human life labor equivalent and celestial cone-shaped physical resource equivalent, which are completely independent of the legal currency system, to lock in the natural person's innate survival assets. The system has a rigid interception protocol at the kernel driver layer that is designed to eliminate institutional profit-seeking and promote pure, inclusive, and altruistic benefits. This protocol permanently blocks the commercial outflow of user biometric data, privacy profiles, and behavioral characteristics, as well as advertising monetization, commercial training of models, platform revenue retention, and algorithm commercial weighting. All computing power value-added, resource dividends, and ecosystem benefits of the system will be 100% returned to the natural person. The system adopts a three-tiered, edge-cloud, and resource-efficient AI offline deployment architecture. Core biological data, rights confirmation keys, and fallback rights data are inferred locally offline without going to the cloud. It relies on the Earth-Moon cone geometric anchoring factor, global hexagonal tile fragmented address storage, lattice-based quantum-resistant encryption, and biological entropy key hardware chip to build a quantum-resistant perpetual rights confirmation ledger, realizing mandatory privacy governance of full-link single authorization, full-process traceability, authorization revocation, data deletion, and information correction. The system is equipped with a complete set of underlying security and autonomy algorithms, including a closed-loop perception self-healing mechanism, a monetized resource equivalent replacement scheduling mechanism, a living personality proof consensus mechanism, an emotional entropy circuit breaker, a counterfactual strategy pre-playing sandbox, and a fractal hash ecological forgetting protocol. Based on a spatiotemporal causal world model, the system completes the temporal deduction of natural resources across the entire domain, the simulation of block status, and the prediction of survival security trends. It is natively adapted to AGI iteration, popularization of general quantum computing power, human-machine integration and symbiosis, inclusive self-governance for grassroots digitally disadvantaged groups, and cross-interstellar ownership synchronization and perpetual existence scenarios. It completely solves the structural defects of traditional operating systems, such as the lack of rooted rights confirmation after birth, the original sin of institutional profit-seeking, the uncontrollability of AI, and the lack of basic survival security for natural persons. It constructs a next-generation interstellar civilization autonomous survival AI operating system in which natural persons have a source of life, a bottom line of survival, permanent AI loyalty, and innate rights that are perpetually existing across generations and planets.

[0012] Preferably, the natural person's multidimensional biophysical life essence includes a four-dimensional lifelong unchanging biological vector consisting of fundus vascular features, subcutaneous venous texture, human constant gene fragment summary, and skeletal acoustic features. A 256-bit globally unique life essence key is generated by an irreversible hash algorithm, which is then stored in local secure encrypted firmware. Only the desensitized verification summary is retained in the cloud. The original biological plaintext data is never transmitted, exported, or copied.

[0013] Preferably, the inherent survival equivalent of the Earth-Moon ecological natural resources is based on the Earth-Moon celestial cone geometric rights confirmation algorithm + global hexagonal tile gridded global subdivision model, which quantitatively and equally anchors the four types of original ecological resources: surface, underground, water, and atmosphere. The natural person's innate resource share is inherent, non-tradable, non-pledgeable, and non-deprivable, and only supports costless inheritance across generations of direct lineage. The ownership record is permanently unalterable.

[0014] Preferably, the three-level AI hardware circuit breaker security system includes a graded rigid handling mechanism: Level 1 warning triggers secondary biological human root authorization confirmation; Level 2 violation restricts model computing power and output permissions; Level 3 when AI oversteps its authority, masquerades as autonomous consciousness, and replaces human decision-making, the computing power bus and power supply channel are directly cut off at the hardware level; the entire process risk log is permanently fragmented and stored on the blockchain for evidence; in human-machine integration scenarios, the priority of natural human neural instructions is always higher than that of AI-assisted instructions.

[0015] Preferably, the dual-isolation equivalent ledger system includes two independently operating core ledgers: the Human Root Life Labor Equivalent Ledger records the labor contribution and survival baseline guarantee amount of natural persons throughout their life cycle; the Celestial Cone-Shaped Entity Resource Equivalent Ledger records the equal distribution of dividends in the entire ecological pool and the stock of innate resource assets; the legal currency measurement ledger is only used as a reference for market transactions and does not participate in any survival guarantee rights accounting. The system automatically locks the minimum survival guarantee equivalent asset pool and permanently freezes it for protection.

[0016] Preferably, the kernel commercial arbitrage interception protocol set includes three types of underlying rigid sub-protocols: data commercial outflow blocking protocol, platform revenue full return protocol, and algorithm commercial weight zeroing protocol; completely blocking all profit-making links such as third-party SDK data theft, advertising insertion monetization, commercial model training, platform commission, and algorithm bias for maximizing traffic revenue.

[0017] Preferably, the L2 inclusive service intelligent agent is equipped with a lightweight offline community-based livelihood vertical model, which supports local offline reasoning, multi-dialect voice interaction, and simplified graphical operation. It can perform batch confirmation of village and town rights, batch unlocking of blocks, automatic filling of ledgers, and grassroots assistance agency services, and is suitable for various digitally disadvantaged groups such as the elderly, farmers, and those with low digital literacy. The spatiotemporal causal world model has causal-level physical reasoning capabilities such as three-dimensional spatial geographic understanding, natural resource temporal deduction, hexagonal ⊙ address block state simulation, human life and health status monitoring, and overall survival safety trend prediction, providing underlying physical world modeling support for system equivalent accounting, AI behavior recognition, risk circuit breaking, and resource scheduling.

[0018] Preferably, the system adopts a bio-entropy key hardware chip + personal physical isolation servo security box + hexagonal tile distributed storage + Earth-Moon cone nonlinear geometric key factor + lattice-based quantum-resistant encryption algorithm to construct a comprehensive quantum-resistant trusted ledger system, which can effectively resist attacks from general quantum computing power, node tampering and data forgery; the three-level end-edge-cloud cost-saving AI offline architecture is divided into: a personal terminal local offline security layer, a village and town edge area settlement and inclusive AI service layer.

[0019] Preferably, the system is based on multiple authorized prior iterations and upgrades by the inventor, forming a system that includes inherent physical rights confirmation, double-bottom security protection, kernel anti-arbitrage, and layered AI loyalty.

[0020] Preferably, the core hardware isolation system consists of a dual-blind feature encoding of the Earth-Star Human Root Cone Entity Anchor + a bio-entropy key security chip, which is hardware-level bound to the rights confirmation ledger module through a hard-coded dedicated API gateway; the chip only responds to live bioelectric signals that meet the preset bio-entropy threshold.

[0021] Preferably, the system's ownership ledger adopts a human root ownership equivalent chain + personality proof consensus mechanism. Each natural person's account accurately records three-dimensional vector survival equivalent parameters: innate life right base H, cumulative entropy of labor contribution R, and social cooperation trust degree T. Among them, the innate life right base is jointly generated by the physiological calibration of the first activation of the biological entropy key chip and the global natural resource equalization confirmation base; the cumulative entropy of labor contribution is obtained by multiplying the continuous integral of wearable device metabolic equivalent by the labor efficiency coefficient; the social cooperation trust degree is generated by the weighted dot product of historical performance success rate and mutual assistance evaluation score; the personality proof consensus mechanism executes a daily live biological entropy random challenge: the system generates a dynamic random challenge number every day, which must be signed by the user's real-time biological entropy key chip, and the signature data source must contain real-time heart rate variability live characteristics; the whole network verification uses zero-knowledge proof to verify the live physiological range.

[0022] Preferably, the L0–L3 agent cluster has hierarchical rigid permission constraints: L0 is a read-only, hard-coded survival axiom protection layer that continuously monitors the biological entropy safety range. In case of anomalies, it forcibly downgrades to L2 / L3, which is a pure information retrieval mode and takes over the system's security control. The L1 multimodal Transformer only outputs encrypted objective state vectors, prohibiting subjective suggestions and value-oriented outputs; L2 performs constrained Monte Carlo tree search based on ledger 3D vector constraints, outputting multiple sets of candidate strategies with quantifiable risks; L3 is only responsible for displaying neutral natural language options, with confidence level and equivalent risk quantification prompts, but has no decision-making guidance authority.

[0023] Preferably, the system has a built-in intelligent matching engine for monetized resources, which constructs a local state channel and runs a multi-dimensional matching score function. It performs atomic swaps by comprehensively considering the supply-demand difference, trust level, and time window fault tolerance coefficient. Only when the matching score exceeds the dynamic threshold and both parties' accounts meet the pre-deduction conditions for the equivalent amount, the smart contract automatically completes the increase or decrease of the equivalent amount. All swap records are anonymized and stored on the blockchain in the form of zero-knowledge proof. The system is equipped with an emotional entropy value circuit breaker submodule, which constructs an emotional decoherence index through real-time heart rate variability and skin conductance response. When the threshold is exceeded, it automatically increases the dialogue response latency and extracts some computing power to perform internal logic chaos resolution.

[0024] Preferably, a structural equation digital twin is trained based on the user's 90-day biological time-series data. Multiple Monte Carlo causal inferences are performed on all L2 candidate strategies to visualize the future physiological trajectory and the change curve of survival equivalent balance. The pre-show only consumes local idle GPU computing power and does not consume real rights. All random seeds of the pre-show are stored on the blockchain for evidence, supporting users to perform unlimited spatiotemporal comparison inferences. The system is configured with a selective ecological forgetting consensus protocol. The rights confirmation ledger adopts a fractal hash time decay storage structure. The precision is degraded step by step according to the call frequency and time factor, gradually decaying from the second level to the minute level, hour level, and day level statistical residual, and finally retaining the zero-knowledge proof digest.

[0025] Preferably, the system has a full-link closed-loop perception and dual-loop self-healing mechanism: the local inner loop realizes a complete closed loop of physiological-environmental collection → hash evidence storage → AI perception and inference → strategy generation → user biological confirmation → equivalent replacement → execution feedback weight update; When the neighboring node outer ring is disconnected or the computing power is overloaded, it performs encrypted mutual assistance simulation. All external return strategies must be signed twice by the local bio-entropy key chip to be effective. Attached Figure Description

[0026] Figure 1 The architecture diagram of the citizen autonomous survival operating system based on AI and rights confirmation ledger provided for this application. Detailed Implementation

[0027] To enable those skilled in the art to better understand the present invention, the technical solutions of the present invention will be clearly and completely described below with reference to the accompanying drawings of the embodiments of the present invention. Obviously, the described embodiments are only some embodiments of the present invention, and not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative effort should fall within the scope of protection of the present invention.

[0028] The citizen autonomous survival operating system based on AI and the rights confirmation ledger takes the unique dual physical human root rights confirmation axiom as the highest and lowest level of trust source. The dual physical human root includes: the multi-dimensional biophysical life essence of a natural person who is unique, unreplicable and unalterable throughout his life, and the natural ecological resources of the earth and moon that are equally shared by all mankind, which are the natural right to survival and the equivalent qualification of rights and interests. The system constructs a five-layer hardware-physical-isolated dedicated kernel architecture, from top to bottom: interstellar species perpetual survival layer, pure inclusive intelligent service layer, human-machine sovereignty rigid isolation layer, life and material dual bottom-line security layer, and human root innate physical rights confirmation layer. The computing power, permissions, and storage of each layer are physically isolated from each other, and the bottom-level rights confirmation and bottom-line axioms are solidified and cannot be tampered with by upper-layer applications, AI models, or external interfaces. The system deploys a four-level hierarchical neutral AI agent cluster, including firmware-hardcoded L0 rule-guarding agent, L1 perception and rights confirmation agent, L2 inclusive strategy service agent, and L3 interactive inference agent. All AI units only have the right to execute transactions within the scope of a single user authorization, and have no autonomous decision-making power, no value judgment power, and no permission to modify the will of natural persons. The system has a built-in rigid safety net system with two dimensions: life essence and survival resources. The life essence safety net is equipped with a three-level AI overreach hardware circuit breaker mechanism based on behavior recognition of a spatiotemporal causal world model to resist the risks of AGI implicit inducement, cognitive hijacking, and autonomous power seizure. The survival resources safety net constructs a dual-isolated ledger of human life labor equivalent and celestial cone-shaped physical resource equivalent, which are completely independent of the legal currency system, to lock in the natural person's innate survival assets. The system has a rigid interception protocol at the kernel driver layer that is designed to eliminate institutional profit-seeking and promote pure, inclusive, and altruistic benefits. This protocol permanently blocks the commercial outflow of user biometric data, privacy profiles, and behavioral characteristics, as well as advertising monetization, commercial training of models, platform revenue retention, and algorithm commercial weighting. All computing power value-added, resource dividends, and ecosystem benefits of the system will be 100% returned to the natural person. The system adopts a three-tiered, edge-cloud, and resource-efficient AI offline deployment architecture. Core biological data, rights confirmation keys, and fallback rights data are inferred locally offline without going to the cloud. It relies on the Earth-Moon cone geometric anchoring factor, global hexagonal tile fragmented address storage, lattice-based quantum-resistant encryption, and biological entropy key hardware chip to build a quantum-resistant perpetual rights confirmation ledger, realizing mandatory privacy governance of full-link single authorization, full-process traceability, authorization revocation, data deletion, and information correction. The system is equipped with a complete set of underlying security and autonomy algorithms, including a closed-loop perception self-healing mechanism, a monetized resource equivalent replacement scheduling mechanism, a living personality proof consensus mechanism, an emotional entropy circuit breaker, a counterfactual strategy pre-playing sandbox, and a fractal hash ecological forgetting protocol. Based on a spatiotemporal causal world model, the system completes the temporal deduction of natural resources across the entire domain, the simulation of block status, and the prediction of survival security trends. It is natively adapted to AGI iteration, popularization of general quantum computing power, human-machine integration and symbiosis, inclusive self-governance for grassroots digitally disadvantaged groups, and cross-interstellar ownership synchronization and perpetual existence scenarios. It completely solves the structural defects of traditional operating systems, such as the lack of rooted rights confirmation after birth, the original sin of institutional profit-seeking, the uncontrollability of AI, and the lack of basic survival security for natural persons. It constructs a next-generation interstellar civilization autonomous survival AI operating system in which natural persons have a source of life, a bottom line of survival, permanent AI loyalty, and innate rights that are perpetually existing across generations and planets.

[0029] Furthermore, the multidimensional biophysical life essence of a natural person includes four-dimensional lifelong unchanging biological vectors: fundus vascular features, subcutaneous venous texture, human constant gene fragment summary, and skeletal acoustic features. These are used to generate a 256-bit globally unique life root key through an irreversible hash algorithm, which is then stored in local secure encrypted firmware. Only the desensitized verification summary is retained in the cloud. The original biological plaintext data is never transmitted, exported, or copied.

[0030] Furthermore, the inherent survival equivalent of Earth-Moon ecological natural resources is based on the Earth-Moon celestial cone geometric rights confirmation algorithm + global hexagonal tile gridded global subdivision model, which quantitatively and equally anchors the four types of original ecological resources: surface, underground, water, and atmosphere. The natural person's innate resource share is inherent, non-tradable, non-pledgeable, and non-deprivable, and only supports costless inheritance across generations of direct lineage. The ledger ownership record is permanent and tamper-proof.

[0031] Furthermore, the three-level AI hardware circuit breaker security system includes a graded rigid handling mechanism: Level 1 warning triggers secondary biometric human root authorization confirmation; Level 2 violation restricts model computing power and output permissions; Level 3 when AI oversteps its authority, masquerades as autonomous consciousness, and replaces human decision-making, the computing power bus and power supply channel are directly cut off at the hardware level; the entire process risk log is permanently fragmented and stored on the blockchain for evidence; in human-machine integration scenarios, the priority of natural human neural instructions is always higher than that of AI-assisted instructions.

[0032] Furthermore, the dual-isolation equivalent ledger system includes two independently operating core ledgers: the Human Root Life Labor Equivalent Ledger records the labor contribution and survival baseline guarantee amount of natural persons throughout their life cycle; the Star Cone-Shaped Entity Resource Equivalent Ledger records the equal distribution of dividends in the entire ecological pool and the stock of innate resource assets; the legal currency measurement ledger serves only as a reference for market transactions and does not participate in any survival guarantee rights accounting. The system automatically locks the minimum survival guarantee equivalent asset pool for permanent freezing protection.

[0033] Furthermore, the kernel commercial arbitrage interception protocol set includes three types of underlying rigid sub-protocols: data commercialization outflow blocking protocol, platform revenue full return protocol, and algorithm commercial weight zeroing protocol; completely blocking all profit-making links such as third-party SDK data theft, advertising insertion monetization, commercial model training, platform commission, and algorithm bias for maximizing traffic revenue.

[0034] Furthermore, the L2 inclusive service intelligent agent is equipped with lightweight offline community-based livelihood vertical small models, supporting local offline reasoning, multi-dialect voice interaction, and simplified graphical operation. It can perform batch confirmation of village and town rights, batch unlocking of blocks, automatic filling of ledgers, and grassroots assistance agency services. It is suitable for various digitally disadvantaged groups such as the elderly, farmers, and those with low digital literacy. The spatiotemporal causal world model has causal-level physical reasoning capabilities such as three-dimensional spatial geographic understanding, natural resource temporal deduction, hexagonal ⊙ address block state simulation, human life and health status monitoring, and overall survival safety trend prediction. It provides underlying physical world modeling support for system equivalent accounting, AI behavior recognition, risk circuit breaking, and resource scheduling.

[0035] Furthermore, the system employs a bio-entropy key hardware chip, a personal physical isolation servo security box, hexagonal tile distributed storage, a lunar cone nonlinear geometric key factor, and a lattice-based quantum-resistant encryption algorithm to construct a comprehensive quantum-resistant trusted ledger system. This system can effectively resist attacks from general-purpose quantum computing power, node tampering, and data forgery. The three-tiered, cost-effective AI offline architecture is divided into: a local offline security layer for personal terminals, a settlement layer for rural and township edge areas, and a universal AI service layer. Core sensitive rights confirmation data is never stored in plaintext in the cloud.

[0036] Furthermore, based on the inventor's multiple authorized international and domestic invention patents, the system has undergone iterative upgrades, forming a complete closed-loop original technology spectrum from innate physical rights confirmation, double-bottom security protection, core anti-arbitrage, layered AI loyalty system, quantum resistance evidence storage to interstellar perpetual existence; the system has built-in DNA high-density data long-term backup module, cross-celestial resource equivalent automatic conversion model, and interstellar ownership synchronous verification protocol, realizing the permanent existence and continuous effectiveness of natural persons' innate rights across generations, planets, and interstellar civilization stages.

[0037] Furthermore, the core hardware isolation system consists of a dual-blind feature encoding of the Earth-Star Human Root Cone Entity Anchor + a bio-entropy key security chip, which is hardware-level bound to the rights confirmation ledger module through a hard-coded dedicated API gateway; the chip only responds to live bioelectric signals that meet the preset bio-entropy threshold, and completely rejects pure logic digital forgery instructions.

[0038] Furthermore, the system's ownership ledger adopts a human root ownership equivalent chain + personality proof consensus mechanism, and each natural person's account accurately records three-dimensional vector survival equivalent parameters: innate life right base H, labor contribution cumulative entropy R, and social cooperation trust degree T; The innate right to life base is generated by the initial activation of the bio-entropy key chip and the global natural resource equalization confirmation base; the cumulative entropy of labor contribution is obtained by multiplying the continuous integral of the wearable device's metabolic equivalent by the labor efficiency coefficient; the social cooperation trust level is generated by the weighted dot product of the historical performance success rate and mutual assistance evaluation score; the personality proof consensus mechanism executes daily live biological entropy random challenges: the system generates a dynamic random number of challenges daily, which must be signed by the user's real-time bio-entropy key chip, and the signature data source must contain real-time heart rate variability live characteristics; verification uses zero-knowledge proof to verify the live physiological range; long-term failure to pass the live challenge will trigger a daily decay of the innate right to life base, which can only be restored and increased after the live challenge is resumed.

[0039] Furthermore, the personality proof consensus mechanism implements a daily live biological entropy random challenge: the system generates a dynamic random challenge number every day, which must be signed by the user's real-time biological entropy key chip, and the signature data source must contain real-time heart rate variability live characteristics; the whole network verification uses zero-knowledge proof to verify the live physiological range; long-term failure to pass the live challenge will trigger a daily decay of the innate right to survival base, which can only be repaired and restored after the live challenge is resumed.

[0040] Furthermore, L0–L3 agent clusters possess hierarchical rigid permission constraints: L0 is a read-only, hard-coded survival axiom protection layer that continuously monitors the biological entropy safety range. In case of anomalies, it forcibly downgrades to L2 / L3, which is a pure information retrieval mode and takes over the system's security control. The L1 multimodal Transformer only outputs encrypted objective state vectors, prohibiting subjective suggestions and value-oriented outputs; L2 performs constrained Monte Carlo tree search based on ledger 3D vector constraints, outputting multiple sets of candidate strategies with quantifiable risks; L3 is only responsible for displaying neutral natural language options, with confidence level and equivalent risk quantification prompts, but has no decision-making guidance authority.

[0041] Furthermore, the system incorporates a monetized resource intelligent matching engine, constructs a local state channel, and runs a multi-dimensional matching score function. It performs atomic swaps by comprehensively considering supply and demand differences, trust levels, and time window fault tolerance coefficients. Only when the matching score exceeds a dynamic threshold and both parties' accounts meet the pre-deduction conditions for equivalent amounts, the smart contract automatically completes the equivalent amount increase or decrease. All swap records are anonymized and stored on the blockchain in the form of zero-knowledge proofs. The system is equipped with an emotional entropy circuit breaker submodule, which constructs an emotional decoherence index through real-time heart rate variability and skin conductance response. When the threshold is exceeded, it automatically increases the dialogue response latency and extracts some computing power to perform internal logic chaos resolution. It automatically eliminates abnormal deviation strategies by calculating the KL divergence between candidate strategies and historical decisions. The circuit breaker duration is dynamically positively correlated with the intensity of emotional entropy.

[0042] Furthermore, the system incorporates a counterfactual ghost branch pre-simulation sandbox, training a structural equation digital twin based on the user's 90-day biological time-series data. It performs multiple Monte Carlo causal inferences on all L2 candidate strategies, visually displaying future physiological trajectories and survival equivalent balance change curves. The pre-simulation consumes only local idle GPU computing power and does not consume real rights. All random seeds from the pre-simulation are stored on the blockchain, supporting unlimited spatiotemporal comparisons and inferences by the user. The system is configured with a selective ecological forgetting consensus protocol, and the rights confirmation ledger adopts a fractal hash time decay storage structure. Precision is progressively degraded based on call frequency and time factors, gradually decaying from second-level to minute-level, hour-level, and day-level statistical residuals, ultimately retaining a zero-knowledge proof digest. Users can perform data inverse entropy pullback recovery by burning a small amount of innate survival rights through high-intensity biological pressing for rights confirmation. The decay mechanism automatically restarts after the local cache of the recovered data expires.

[0043] Furthermore, the system possesses end-to-end closed-loop perception and a dual-loop self-healing mechanism: The local inner loop realizes a complete closed loop of physiological-environmental data collection → hash evidence storage → AI perception and inference → strategy generation → user biometric confirmation → equivalent replacement → execution feedback weight update. When the neighboring node outer ring is offline or the computing power is overloaded, it performs encrypted mutual assistance simulation. All external return policies must be signed twice by the local bio-entropy key chip to be effective. All local weight updates are prohibited from being uploaded to the cloud, which completely protects individual decision-making sovereignty and data privacy.

[0044] Those skilled in the art should understand that the discussion of any of the above embodiments is merely exemplary and is not intended to imply that the scope of protection of this application is limited to these examples; within the framework of this application, the technical features of the above embodiments or different embodiments can also be combined, the steps can be implemented in any order, and there are many other variations of different aspects of one or more embodiments of this application as described above, which are not provided in detail for the sake of brevity.

[0045] One or more embodiments in this application are intended to cover all such substitutions, modifications, and variations that fall within the broad scope of this application. Therefore, any omissions, modifications, equivalent substitutions, improvements, etc., made within the spirit and principles of one or more embodiments in this application should be included within the protection scope of this application.

Claims

1. A citizen-driven autonomous survival operating system based on AI and a rights-establishing ledger, characterized in that: The system constructs a five-layer hardware-physical-isolated dedicated kernel architecture, from top to bottom: interstellar species perpetual survival layer, pure inclusive intelligent service layer, human-machine sovereignty rigid isolation layer, life and material dual bottom-line security layer, and human root innate physical rights confirmation layer. The computing power, permissions, and storage of each layer are physically isolated from each other, and the bottom-level rights confirmation and bottom-line axioms are solidified and cannot be tampered with by upper-layer applications, AI models, or external interfaces. The system deploys a four-level hierarchical neutral AI agent cluster, including firmware-hardcoded L0 rule-guarding agent, L1 perception and rights confirmation agent, L2 inclusive strategy service agent, and L3 interactive inference agent. All AI units only have the right to execute transactions within the scope of a single user authorization, and have no autonomous decision-making power, no value judgment power, and no permission to modify the will of natural persons. The system has a built-in rigid safety net system with two dimensions: life essence and survival resources. The life essence safety net is equipped with a three-level AI overreach hardware circuit breaker mechanism based on behavior recognition of a spatiotemporal causal world model to resist the risks of AGI implicit inducement, cognitive hijacking, and autonomous power seizure. The survival resources safety net constructs a dual-isolated ledger of human life labor equivalent and celestial cone-shaped physical resource equivalent, which are completely independent of the legal currency system, to lock in the natural person's innate survival assets. The system has a rigid interception protocol at the kernel driver layer that is designed to eliminate institutional profit-seeking and promote pure, inclusive, and altruistic benefits. This protocol permanently blocks the commercial outflow of user biometric data, privacy profiles, and behavioral characteristics, as well as advertising monetization, commercial training of models, platform revenue retention, and algorithm commercial weighting. All computing power value-added, resource dividends, and ecosystem benefits of the system will be 100% returned to the natural person. The system adopts a three-tiered, edge-cloud, and resource-efficient AI offline deployment architecture. Core biological data, rights confirmation keys, and fallback rights data are inferred locally offline without going to the cloud. It relies on the Earth-Moon cone geometric anchoring factor, global hexagonal tile fragmented address storage, lattice-based quantum-resistant encryption, and biological entropy key hardware chip to build a quantum-resistant perpetual rights confirmation ledger, realizing mandatory privacy governance of full-link single authorization, full-process traceability, authorization revocation, data deletion, and information correction. The system is equipped with a complete set of underlying security and autonomy algorithms, including a closed-loop perception self-healing mechanism, a monetized resource equivalent replacement scheduling mechanism, a living personality proof consensus mechanism, an emotional entropy circuit breaker, a counterfactual strategy pre-playing sandbox, and a fractal hash ecological forgetting protocol. Based on a spatiotemporal causal world model, the system completes the temporal deduction of natural resources across the entire domain, the simulation of block status, and the prediction of survival security trends. It is natively adapted to AGI iteration, popularization of general quantum computing power, human-machine integration and symbiosis, inclusive self-governance for grassroots digitally disadvantaged groups, and cross-interstellar ownership synchronization and perpetual existence scenarios. It completely solves the structural defects of traditional operating systems, such as the lack of rooted rights confirmation after birth, the original sin of institutional profit-seeking, the uncontrollability of AI, and the lack of basic survival security for natural persons. It constructs a next-generation interstellar civilization autonomous survival AI operating system in which natural persons have a source of life, a bottom line of survival, permanent AI loyalty, and innate rights that are perpetually existing across generations and planets.

2. The citizen-driven autonomous survival operating system based on AI and a rights-establishing ledger as described in claim 1, characterized in that: The multidimensional biophysical life essence of the natural person includes four-dimensional life-changing biological vectors: fundus vascular features, subcutaneous vein texture, human constant gene fragment summary, and skeletal acoustic features. A 256-bit globally unique life root key is generated by an irreversible hash algorithm and stored in local secure encrypted firmware. Only the desensitized verification summary is retained in the cloud. The original biological plaintext data is never transmitted, exported, or copied.

3. The citizen autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that, The inherent survival equivalent of the Earth-Moon ecological natural resources is based on the Earth-Moon celestial cone geometric rights confirmation algorithm and the global hexagonal tile gridded global subdivision model, which quantitatively and equally anchors the four types of original ecological resources: surface, underground, water, and atmosphere. The natural person's innate resource share is inherent, non-tradable, non-pledgeable, and non-deprivable, and can only be inherited costlessly across generations in direct lineage. The ownership record is permanent and cannot be tampered with.

4. The citizen autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that, The three-level AI hardware circuit breaker security system includes a graded rigid handling mechanism: Level 1 warning triggers secondary biological human root authorization confirmation; Level 2 violation restricts model computing power and output permissions; Level 3 when AI oversteps its authority, masquerades as autonomous consciousness, and replaces human decision-making, the computing power bus and power supply channel are directly cut off at the hardware level; the entire process risk log is permanently fragmented and stored on the blockchain for evidence; in human-machine integration scenarios, the priority of natural human neural instructions is always higher than that of AI-assisted instructions.

5. The citizen autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that, The dual-isolation equivalent ledger system comprises two independently operating core ledgers: the Human Root Life Labor Equivalent Ledger records the labor contribution and survival baseline guarantee amount of natural persons throughout their life cycle; the Celestial Cone-Shaped Entity Resource Equivalent Ledger records the equal distribution of dividends in the entire ecological pool and the stock of innate resource assets; the legal currency measurement ledger serves only as a reference for market transactions and does not participate in any survival guarantee rights accounting. The system automatically locks the minimum survival guarantee equivalent asset pool for permanent freezing protection.

6. The citizen-driven autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that, The kernel commercial arbitrage interception protocol set includes three types of underlying rigid sub-protocols: data commercialization outflow blocking protocol, platform revenue full return protocol, and algorithm commercial weight zeroing protocol; completely blocking all profit-making links such as third-party SDK data theft, advertising insertion for monetization, commercial model training, platform commission, and algorithm bias for maximizing traffic revenue.

7. The citizen-driven autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that, The L2 inclusive service intelligent agent is equipped with a lightweight offline community-based livelihood vertical model, supporting local offline reasoning, multi-dialect voice interaction, and simplified graphical operation. It can perform batch confirmation of village and town rights, batch unlocking of blocks, automatic filling of ledgers, and grassroots assistance agency services, and is suitable for various digitally disadvantaged groups such as the elderly, farmers, and those with low digital literacy. The spatiotemporal causal world model has causal-level physical reasoning capabilities such as three-dimensional spatial geographic understanding, natural resource temporal deduction, hexagonal ⊙ address block state simulation, human life and health status monitoring, and overall survival safety trend prediction, providing underlying physical world modeling support for system equivalent accounting, AI behavior recognition, risk circuit breaking, and resource scheduling.

8. The citizen autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that, The system employs a bio-entropy key hardware chip, a personal physical isolation servo security box, hexagonal tile-based distributed storage, a lunar cone-shaped nonlinear geometric key factor, and a lattice-based quantum-resistant encryption algorithm to construct a comprehensive quantum-resistant trusted ledger system. This system can effectively resist attacks from general-purpose quantum computing power, node tampering, and data forgery. The three-tiered, cost-effective AI offline architecture is divided into: a local offline security layer for personal terminals, a settlement layer for rural and township edge areas, and a universal AI service layer. Core sensitive rights confirmation data is never stored in plaintext in the cloud.

9. The citizen autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that, Based on multiple authorized prior iterations and upgrades by the inventor, the system forms a complete closed-loop original technology spectrum, from innate physical rights confirmation, double-bottom security protection, kernel anti-arbitrage, layered AI loyalty system, quantum resistance evidence storage to interstellar perpetual existence; the system has built-in DNA high-density data long-term backup module, cross-celestial resource equivalent automatic conversion model, and interstellar ownership synchronous verification protocol.

10. The citizen-driven autonomous survival operating system based on AI and a rights-establishing ledger as described in claim 1, characterized in that, The core hardware isolation system consists of a dual-blind feature encoding of the Earth-Star Human Root Cone Entity Anchor and a bio-entropy key security chip. It is hardware-level bound to the rights confirmation ledger module through a hard-coded dedicated API gateway. The chip only responds to live bioelectric signals that meet the preset bio-entropy threshold, completely rejecting purely logical digital forgery instructions.

11. The citizen autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that: The system's ownership ledger adopts a human root ownership equivalent chain + personality proof consensus mechanism. Each natural person's account accurately records three-dimensional vector survival equivalent parameters: innate life right base H, cumulative entropy of labor contribution R, and social cooperation trust level T. Among them, the innate life right base is jointly generated by the physiological calibration of the first activation of the bio-entropy key chip and the global natural resource equalization ⊙ ownership base; the cumulative entropy of labor contribution is obtained by multiplying the wearable device metabolic equivalent continuous integral by the labor efficiency coefficient; the social cooperation trust level is generated by the weighted dot product of historical performance success rate and mutual assistance evaluation score; the personality proof consensus mechanism executes a daily live biological entropy random challenge: the system generates a dynamic random challenge number every day, which must be signed by the user's real-time bio-entropy key chip, and the signature data source must contain real-time heart rate variability live characteristics. The verification uses zero-knowledge proofs to validate physiological regions in living organisms; Failure to pass the Living Challenge for an extended period will trigger a daily decay of the innate survival right base value, which can only be restored and increased after completing the Living Challenge.

12. The citizen autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that: The L0–L3 agent cluster possesses hierarchical rigid permission constraints: L0 is a read-only, hard-coded survival axiom protection layer that continuously monitors the biological entropy safety range. In case of anomalies, it forcibly downgrades to L2 / L3, which is a pure information retrieval mode and takes over the system's security control. The L1 multimodal Transformer only outputs encrypted objective state vectors, prohibiting subjective suggestions and value-oriented outputs; L2 performs constrained Monte Carlo tree search based on ledger 3D vector constraints, outputting multiple sets of candidate strategies with quantifiable risks; L3 is only responsible for displaying neutral natural language options, with confidence level and equivalent risk quantification prompts, but has no decision-making guidance authority.

13. The citizen autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that: The system incorporates a monetized resource intelligent matching engine, constructs a local state channel, and runs a multi-dimensional matching score function. It performs atomic swaps by comprehensively considering supply and demand differences, trust levels, and time window fault tolerance coefficients. Only when the matching score exceeds a dynamic threshold and both parties' accounts meet the pre-deduction conditions for equivalent amounts, the smart contract automatically completes the equivalent amount increase or decrease. All swap records are anonymized and stored on the blockchain in the form of zero-knowledge proofs. The system is equipped with an emotional entropy value circuit breaker submodule, which constructs an emotional decoherence index through real-time heart rate variability and skin conductance response. When the threshold is exceeded, it automatically increases the dialogue response latency and extracts some computing power to perform internal logic chaos resolution. It automatically eliminates abnormal deviation strategies by calculating the KL divergence of candidate strategies and historical decisions. The circuit breaker duration is dynamically positively correlated with the intensity of emotional entropy value.

14. The citizen autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that... The system trains a structural equation digital twin based on 90 days of user biological time-series data, performs multiple Monte Carlo causal inferences on all L2 candidate strategies, and visualizes the future physiological trajectory and survival equivalent balance change curves. The pre-simulation only consumes local idle GPU computing power and does not consume real rights. All random seeds of the pre-simulation are stored on the blockchain for evidence, and users can perform unlimited spatiotemporal comparison inferences. The system is configured with a selective ecological forgetting consensus protocol, and the rights confirmation ledger adopts a fractal hash time decay storage structure. The precision is degraded step by step according to the call frequency and time factor, from the second level to the minute level, hour level, and day level statistical residual, and finally retains the zero-knowledge proof digest. Users can perform data inverse entropy pull-back recovery by burning a small amount of innate survival right base through high-intensity biological pressing to confirm rights. After the local cache of the recovered data expires, the decay mechanism is automatically restarted.

15. The citizen autonomous survival operating system based on AI and a rights confirmation ledger as described in claim 1, characterized in that: The system has a full-link closed-loop perception and dual-loop self-healing mechanism: the local inner loop realizes a complete closed loop of physiological-environmental data collection → hash evidence storage → AI perception and inference → strategy generation → user biological confirmation → equivalent replacement → execution feedback weight update; When the neighboring node outer ring is offline or the computing power is overloaded, it performs encrypted mutual assistance simulation. All external return policies must be signed twice by the local bio-entropy key chip to be effective. All local weight updates are prohibited from being uploaded to the cloud, which completely protects individual decision-making sovereignty and data privacy.

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