119 results about "Quantum signature" patented technology

The invention relates to the technical field of platform management, and discloses an internet-based financial service platform management method, which comprises the following steps: collecting static identity data, dynamic behavior data, biological characteristics and environmental parameters of a user in real time, and generating a multi-dimensional dynamic identity chain after desensitization aggregation; the attack-defense engine simulates an attack strategy by using a diffusion model, analyzes causal contradictions and topology aggregation coefficients in combination with a space-time diagram convolutional network, marks high-risk nodes, and iteratively optimizes model parameters everyday through reinforcement learning; quantum signature and alliance chain verification are adopted in the transaction link, transactions involving high-risk countries or transactions with the fund abnormal transfer probability exceeding 95% are automatically frozen, and compliance channels are switched; the biological monitoring module analyzes the physiological signal in real time and triggers a multi-mode challenge; and aggregating edge node data through a federated learning framework, and automatically rolling back to a historical optimal version when the false alarm rate of the updated global risk control model exceeds the standard. According to the invention, efficient management of the financial service platform can be realized.

The invention relates to the technical field of electronic information technology anti-counterfeiting, in particular to an electronic seal verification method based on a quantum true random number and an anti-quantum multi-dimensional dynamic code, which comprises the following steps of: generating a true random number by introducing a quantum random number generator, constructing a quintuple scene space, and fusing multi-dimensional data of a user, a seal, a file, time and a geographic position; an SPHINCS + anti-quantum signature algorithm is adopted, and block chain evidence storage is combined, so that a four-layer nested dynamic security system of quantum random injection, multi-source data binding, anti-quantum encryption and block chain evidence storage is formed. Meanwhile, a whole-process credible system from application, auditing to stamping and verification is constructed, compared with a traditional electronic seal, the quantum-attack-resistant electronic seal has remarkable breakthrough in the aspects of random number safety, quantum attack resistance, data fusion degree, tampering detection sensitivity and the like, and a credible electronic seal solution in the quantum era is provided for finance and other scenes.

The invention provides a multi-party collaborative anti-quantum signature method and system based on homomorphic Hash, and relates to the technical field of digital signatures, the system comprises a plurality of participants and a verification party, and the method is specifically as follows: each participant generates a pair of public and private keys, the public key is composed of a total public key, a total signature matrix and a total Hash matrix of all participants; based on the public and private keys, all participants perform multi-party signature on the target message through a homomorphic hash function, and a generated signature is composed of total hash challenge values of all participants, total response vectors of all participants and commitment value high-order difference values of all participants; according to the signature, the verifier recovers the high order of the total commitment value, further calculates the total hash challenge value, and verifies the validity of the signature through comparison of the total hash challenge value; according to the method, multi-user collaborative signature is realized, and the security of resisting malicious opponents under a quantum computer is obtained.

The invention discloses a remote proving method for a trusted data space, which relates to the technical field of computer and data security, and comprises the following steps: initializing a trusted environment and generating a dynamic identity key for a heterogeneous terminal containing a CPU (Central Processing Unit), a GPU (Graphic Processing Unit) and an FPGA (Field Programmable Gate Array) based on a hardware security module and a physical unclonable function, and generating a challenge value by a verifier by using a quantum random number; the method comprises the following steps of: firstly, transmitting to a proving party through quantum encryption and a neuromorphic photonic network, constructing proving by the proving party by adopting a tensor decomposition zero-knowledge proving protocol, finishing multi-stage verification on a verification party in combination with a space-time cause and effect graph and quantum signature aggregation, and finally realizing dynamic trust evaluation and adaptive strategy adjustment through a quantum Bayesian network, reinforcement learning and biological feedback. According to the method, the remote attestation performance of the trusted data space is improved, dynamic trust evaluation is realized by means of the quantum Bayesian network and biological feedback, attacks are effectively resisted, real-time requirements are met, trust is accurately evaluated, and the development of the trusted data space is promoted.

The invention provides an anonymous Internet of Things identity authentication method and device based on an anti-quantum computing password. A key generation device sends a public key to a message sending end and a message receiving end, and sends a private key to an authentication server; the authentication server generates a blind parameter based on the private key, and sends the blind parameter to the message sending end; the message sending end performs blind operation based on the blind parameter, the public key and the to-be-transmitted message to obtain a blind message, and sends the blind message to the authentication server; the authentication server performs post-quantum signature on the blind message based on the private key to obtain a to-be-solved blind signature, and sends the to-be-solved blind signature to the message sending end; the message sending end carries out blind resolution operation on the to-be-resolved blind signature to obtain a target signature; the message sending end sends the to-be-transmitted message and the target signature to a message receiving end; and the message receiving end performs post-quantum verification on the target signature based on the public key, and if verification succeeds, processing is performed based on the to-be-transmitted message. Through the scheme of the invention, the user data security can be improved.

The invention relates to the technical field of data processing, in particular to an artificial intelligence-assisted password security policy dynamic adaptive adjustment method, which comprises the following steps of: acquiring login operation data to generate an encryption feature gradient; the aggregation server generates a dynamically updated federal reference model through a double-channel model updating mechanism, wherein a long-term model updating channel is fused with historical parameters to maintain system stability, and a short-term behavior time window channel dynamically adjusts recent gradient weight based on a time decay function. A graph computation engine generates a spatio-temporal composite risk score. And the risk decision engine generates a third-level response instruction. A risk misjudgment event is verified based on a response result, high-value training samples are screened to drive incremental training, space-time sensitive parameters are finely adjusted by a meta-learning optimizer, and noise is injected into a quantum gradient jammer to defend attacks. Optimized parameters are synchronized to a system module, and a closed-loop adaptive system is formed by combining homomorphic encryption transmission, model digital watermarking, quantum source hardware binding and anti-quantum signature.

The invention discloses a method for applying an anti-quantum certificate to a TLS1.2 handshake process, which realizes the application of an MLDSA anti-quantum signature algorithm and an MLKEM anti-quantum key encapsulation mechanism in the handshake process by expanding a cipher suite and a signature algorithm field of a TLS1.2 protocol. The method specifically comprises the following steps: defining a cipher suite supporting MLKEM and an MLDSA signature algorithm enumeration value; the client declares algorithm support in ClientHello, and the server responds and returns a certificate chain containing the double-antibody quantum certificate; after the client verifies the certificate, the pre-master key is encapsulated by using MLKEM, and the server de-encapsulates the derived session key; and the two parties send Finished messages to each other to complete handshake. According to the scheme, on the premise that a TLS1.2 basic framework is not changed, the communication security is enhanced through double-resistance quantum algorithm integration, international and national cryptographic algorithms are supported, quantum computing attacks can be resisted, meanwhile, adaptation of the international and national cryptographic algorithms is supported, compatibility with an existing system is ensured, the security risk of a traditional cryptographic algorithm in a quantum environment is solved, and the security risk of the traditional cryptographic algorithm in the quantum environment is reduced. And a standardized solution is provided for anti-quantum upgrade of the TLS1.2 protocol.

The invention discloses a network threat evidence fixation technology for solving source tracing evidence chain deficiency, and belongs to the field of network security. Aiming at the problems of distributed log time sequence chaos, easy tampering of virtual environment metadata, difficult association of cross-platform attack traces and the like existing in the traditional evidence obtaining technology, the invention constructs a technical system of dynamic data capture and space-time fusion modeling, evidence chain reconstruction and distributed verification, anti-quantum storage and security solidification. A self-adaptive sensor network is constructed through an improved BFGS algorithm, a space-time fusion evidence model is provided, and an improved MPT structure and a lattice-based cryptographic algorithm are designed in combination with a time sequence Petr i network and a Byzantine fault-tolerant protocol. Tests show that the attack feature capture rate reaches 91%, the cross-platform attack association accuracy rate reaches 93%, the quantum signature resistance speed is 1200 times per second, and the problem of source tracing evidence chain deficiency is effectively solved.

The invention provides a quantum security signature method which can be applied to the technical field of quantum communication. The quantum security signature method comprises the following steps: in response to a received quantum security signature request for target plaintext data, performing risk assessment on the quantum security signature request according to a preset security policy, and determining a risk level corresponding to the quantum security signature request; determining a target post-quantum signature algorithm and an algorithm parameter set corresponding to the quantum security signature request according to the risk level; according to the algorithm parameter set, performing dynamic function reconstruction on the computing resource for executing the signature operation to obtain the reconstructed computing resource; and performing quantum security signature on the target plaintext data by using the reconstructed computing resources and a target post-quantum signature algorithm to obtain a quantum security signature result. The invention further provides a quantum security signature device and equipment, a storage medium and a program product.

The invention provides an optimization method, device and equipment for a quantum key distribution handshake protocol, and the method comprises the steps: preparing a standard quantum state and building a spinning peak shifting time sequence, and achieving the time division multiplexing and parallel processing of a plurality of quantum channels; constructing a handshake mode with successful pre-matched codebook storage history, and supporting rapid mode matching; the authentication sub-process and the negotiation sub-process are decoupled through a parallel verification architecture and are executed in parallel on different time phases; the quantum signature token and the key negotiation parameters are fused to generate a handshake state matrix, and global representation of the handshake process is achieved; performing success probability pre-judgment based on quantum entanglement association strength analysis, and triggering a pre-generation mechanism of a candidate key pool; performing quantum state weaving and fusion on the key by using local, non-local and mixed entanglement distribution adjustment to generate an enhanced key; and finally, optimal distribution is completed in combination with a spinning peak shifting time sequence, so that parallelization of authentication and negotiation, intellectualization of resource distribution and real-time state monitoring are realized.

Data compression with quantum-resistant intrusion detection, that measures in real-time the probability distribution of an encoded data stream and analyzes entropy characteristics across multiple bit-scale windows to detect both classical and quantum-generated intrusions. The system compares the probability distribution to a reference probability distribution and uses statistical algorithms to determine divergence between distributions while simultaneously analyzing entropy cascade patterns characteristic of quantum computing sources. When divergence exceeds configured thresholds or quantum-generated characteristics are detected, the system generates intrusion alerts identifying the threat type. The system comprises encoding and decoding machines, an intrusion detection engine that performs multi-scale entropy analysis, a codebook training engine that creates quantum-resistant codebooks using entropy-stratified training algorithms, and databases including a quantum signature database storing compression patterns of known quantum algorithms. The codebook training engine adaptively retrains encoding algorithms upon detecting new quantum patterns, maintaining system effectiveness against evolving quantum threats.

The invention belongs to the technical field of information security, and discloses a hybrid collaborative signature method fusing SM2 and a post-quantum cryptography algorithm, and the method comprises the steps that a client generates a first session key based on a first post-quantum signature key pair and a first post-quantum asymmetric encryption and decryption key pair, generating a first public key ciphertext corresponding to the first public key parameter based on the first session key; the server decrypts the first public key ciphertext based on the first session key, and applies for obtaining a digital signature certificate after generating a common public key through an SM2 algorithm; performing collaborative signature according to a second session key generated by a second post-quantum signature key pair and a second post-quantum asymmetric encryption and decryption key pair, calculating by the server to obtain a first signature component intermediate value, and calculating by the client to obtain a second signature component; the client calculates a target signature value according to the second signature component, the first signature component intermediate value ciphertext and the digital signature certificate; through the method, the safety of the hybrid collaborative signature is improved.

The invention relates to the technical field of information security, and discloses an anti-quantum multi-key binding digital certificate implementation mode, which comprises a main body public key information field (SubjectPublic Key Info) used for storing a first anti-quantum algorithm public key, the type of the first anti-quantum algorithm public key is determined through an associated algorithm identifier, and the type of the first anti-quantum algorithm public key is stored in the main body public key information field. Comprising an anti-quantum signature public key or an anti-quantum encryption public key, and further comprises a certificate extension for storing a second anti-quantum algorithm public key. According to the anti-quantum multi-key binding digital certificate implementation mode, an anti-quantum signature public key (SubjectPublic Key Info) and an encryption public key (extension item) are separately stored in a single X.509 certificate, signature and encryption dual-function integration is achieved, the dual-certificate requirement is avoided, the extension item adopts an ASN.1 standard and a critical = FALSE mechanism, traditional RSA / ECC public key mixed storage is compatible, transitional smooth migration is supported, and the anti-quantum multi-key binding digital certificate implementation mode is suitable for application and popularization. Through key isolation, anti-quantum hash / KEM verification and unified management, 50% of certificate operation and maintenance cost is reduced, quantum security protection is enhanced, and the method is suitable for high-sensitivity scenes such as the Internet of Things and 5G.

The invention provides an anti-quantum cryptography application method and device based on an FIDO 2.0 standard and a related product, and relates to the technical field of information security. According to the method, on the basis of an FIDO2.0 standard specification, two groups of keys, namely a traditional key and an anti-quantum key, are generated by using cryptographic algorithm key derivation through the same random number seed; the two groups of keys are tightly coupled to serve as a composite key for FIDO authentication to be used for a subsequent authentication signature process, so that the anti-quantum security is enhanced; when the composite signature is used, the anti-quantum signature covers the traditional password signature, so that a strong dependency chain of two password algorithms is formed, and the security authentication strength is enhanced; when the signature is verified, the composite public key is used for verifying the traditional signature and the anti-quantum signature, authentication can be passed only when the traditional signature and the anti-quantum signature pass, double security protection of the traditional password technology and the anti-quantum password technology is achieved, and the attack risk of the traditional password in quantum computing is effectively resisted.

The invention relates to the field of information security, and discloses a post-quantum certificate management method, a certificate management platform and equipment. In the invention, the method comprises the following steps: acquiring a digital certificate application file of a client, the digital certificate application file comprising an SPHINCS + public key; according to the SPHINCS + public key, a post-quantum signature certificate is generated; configuring an encryption key pair for the digital certificate application file, and generating a post-quantum encryption certificate according to the encryption key pair; and sending the post quantum signature certificate and the post quantum encryption certificate to the client. According to the method, an anti-quantum dual-certificate system separation system is constructed, keys are respectively generated through multiple key generation algorithms, the problems of key multiplexing and compatibility are solved, signature and encryption key pairs are thoroughly isolated through a dual-certificate architecture, and systematic risks caused by leakage of a single key are avoided.

The invention provides a block chain-oriented forward security group signature system and method based on lattice cryptography, and belongs to the field of group signature. The system comprises an anti-quantum signature module, a dynamic group management module, a key evolution module, a privacy protection module and a supervision and tracing module. A post-quantum signature algorithm based on an ideal lattice is designed, the anti-quantum characteristic is achieved through the calculation complexity of the shortest integer solution (RSIS) problem on a ring, and meanwhile the storage efficiency is optimized through a cyclic matrix structure of the ideal lattice; secondly, constructing a dynamic group signature mechanism supporting complete anonymity, and realizing transaction traceability while protecting user privacy in combination with a Nor-Yung dual encryption and VLR revocation mechanism; finally, an improved bonsai tree key evolution scheme is introduced, forward security guarantee is provided through periodic key updating, and it is ensured that the historical transaction security is not affected even if a current key is leaked; according to the method, the problems of quantum computing threat, insufficient privacy protection and key leakage risk faced by a block chain system can be effectively solved.

The invention discloses a property data sharing method and system based on a quantum key AI writing large model, and the method comprises the following steps: S1, collecting property data, generating a dynamic key through employing a quantum key, and carrying out the first encryption of a sensitive field; s2, performing secondary encryption in combination with the dynamic key and an AES-256 algorithm, and storing in a DM database; s3, constructing a user role key permission level to realize hierarchical permission control; s4, receiving a complaint and service request of a user, calling an AI writing large model to generate a structured report, and performing double encryption; s5, adding an access boundary token to the encrypted report, generating a shared data abstract, and uploading the shared data abstract to a dream database; s6, transmitting the shared data abstract to a property terminal, and calling AI clustering analysis to generate credit evaluation; and S7, performing quantum signature verification on the evaluation result, encrypting and distributing the evaluation result to a supervision platform and a property management terminal. According to the invention, data whole-process encryption, intelligent generation and secure sharing are realized, and the security, efficiency and cooperative capability are improved.

The invention provides a safety analysis method based on a SelfTargetSIS problem. The method comprises the following steps: modeling a solution target of the SelfTargetSIS problem into explicit search on a message set, an allowable vector set and a challenge vector set; estimating a first search complexity in the classic model under a random oracle model; estimating a second search complexity in the quantum model under a random oracle model; and determining the minimum value of the first search complexity and the known classical optimal attack complexity as the effective attack complexity under the classical model, and determining the minimum value of the second search complexity and the known quantum optimal attack complexity as the effective attack complexity under the quantum model, thereby performing security evaluation on the anti-quantum signature. According to the method, an explicit search path based on a message set, an allowable vector set and a challenge vector set is supplemented and quantified, and the attack cost in the real world can be reflected more comprehensively.

The invention relates to the technical field of digital information transmission security, and discloses an embedded firmware PQC and SM2 digital signature hybrid verification method, which comprises the following steps of: analyzing an SM2 public key and a signature value from a message, retrieving a PQC signature data block, constructing a cascade anchoring abstract, responding to the retrieved PQC signature data block, extracting the data block, executing hash operation to generate a PQC abstract, and verifying the PQC abstract. After the load abstract and the PQC abstract are cascaded according to bits, a final verification abstract is calculated; elliptic curve verification is executed based on the SM2 public key, the signature value and the final verification abstract, PQC enhanced verification is executed when verification passes, the integrity of post-quantum signature data is internalized into a mathematical precondition of signature verification of a national cryptographic algorithm through a nested abstract anchoring mechanism, and the risk that a mixed signature protocol is degraded and attacked is avoided.

The invention discloses an anti-quantum-attack smart park data sharing method and device and a medium, and the method comprises the steps: generating a digital signature public key and a digital signature private key through a system administrator according to an anti-quantum digital signature scheme, and generating a homomorphic encryption and decryption public key and a homomorphic encryption and decryption private key according to an anti-quantum homomorphic encryption scheme, an anonymous signature public key and an anonymous signature private key are generated through a certificate authority according to the digital signature scheme for resisting anonymity of the quantum signer; sending an access request message of the user to a system administrator so as to sign the access request message by using a private key with a digital signature and sending the signed access request message to the user; verifying the identity of the administrator based on the digital signature, signing the access request information by using a private key of an anonymous signature, sending the access request information to a system administrator to verify the identity of the user, and allowing the user to access after the identity of the user passes verification; a system administrator selects plaintext data to encrypt and generate a ciphertext, and sends the ciphertext to a data requester, so that the data requester performs homomorphic operation on the ciphertext to complete data security sharing.

The invention discloses a key management method based on an algorithm and a QKD, and relates to the technical field of data security and a system, the method comprises the following steps: a key management center KMC generates global public parameters; after the KMC signs the global public parameters, the global public parameters are published to a block chain network; obtaining an anti-quantum identity certificate sum by a device node; and constructing secure communication; and dynamically updating and generating a session key according to the shared key; and performing communication on the basis; a digital identity certificate signing and issuing mechanism based on a post-quantum signature algorithm ML-DSA is uniformly signed and issued by a key management center, and uplink certificate storage is performed in combination with a block chain network. The mechanism ensures that the certificate cannot be tampered and can be traced, meanwhile, the defense capability for key source counterfeiting and tampering attacks in the quantum computing environment is remarkably improved, the limitation of traditional centralized CA in the aspects of credibility and transparency is broken through, and the mechanism is suitable for a distributed infrastructure environment with high identity management requirements.

The application discloses a key exchange method and device, equipment and storage medium, and relates to the technical field of information security, and comprises the following steps: constructing a notification message and sending the notification message to a message responder, so that the message responder returns a response message according to the notification message; constructing a first post-quantum key exchange notification and sending the first post-quantum key exchange notification to the message responder, so that the message responder constructs a first key exchange response and sends the first key exchange response to the message initiator; generating a first post-quantum signature result, and constructing a second post-quantum key exchange notification and sending the second post-quantum key exchange notification to the message responder, so that the message responder receives the second post-quantum key exchange notification, generates a second post-quantum key ciphertext, and constructs a second key exchange response and sends the second key exchange response to the message initiator; and performing identity authentication between the message initiator and the message responder. The application realizes quantum security of key exchange by constructing a post-quantum key exchange notification by using a post-quantum public key algorithm, and realizes key exchange and identity authentication between the message initiator and the message responder.

This invention provides an optimization method, apparatus, and device for a quantum key distribution handshake protocol. By preparing standard quantum states and establishing a spin-staggered timing sequence, time-division multiplexing and parallel processing of multiple quantum channels are achieved. A pre-matched codebook stores historically successful handshake patterns, supporting fast pattern matching. The authentication and negotiation sub-processes are decoupled through a parallel verification architecture, allowing them to execute in parallel at different time phases. A handshake state matrix is ​​generated by fusing quantum signature tokens and key negotiation parameters, achieving a global representation of the handshake process. Success probability prediction is performed based on quantum entanglement correlation strength analysis, triggering a pre-generation mechanism for the candidate key pool. Quantum state weaving and fusion of keys are adjusted using local, non-local, and mixed entanglement distributions to generate enhanced keys. Finally, optimized distribution is completed by combining the spin-staggered timing sequence, achieving parallelization of authentication and negotiation, intelligent resource allocation, and real-time state monitoring.

Methods, systems and apparatus for detecting, monitoring and forecasting for compromised electronic communications in an electronic communication system. Methods may include isolating, from a historical database, electronic communications associated with a plurality of senders into individual data capsules. Methods may include generating and storing a predictive analytic profile for each sender based on a communication style identified for each sender. Methods may include filtering out compromised electronic communications using a dynamic quantum filter, the dynamic quantum filter including a dynamic condition set. Filtering may include inserting a quantum signature into each incoming electronic communication. Methods may include retrieving the predictive analytic profile associated with the sender identified for each incoming electronic communication. Methods may include assigning condition values to each electronic communication based on comparing each electronic communication to a corresponding predictive analytic profile. Methods may include determining whether the assigned condition values conform with the dynamic condition set.

This application discloses a method, apparatus, and storage medium for disaster recovery data synchronization verification based on quantum key distribution. The method includes: establishing an initial quantum session key shared by the source and disaster recovery ends through a quantum key distribution channel, and generating a byte offset table; processing the data to be synchronized using a content-driven variable-length block and quantum random mask algorithm to obtain a quantum fingerprint data block and a data digest; performing quantum signature on the data digest using the quantum session key, and embedding the signature value into the data block according to the byte offset table to form a watermarked data block; generating a semantic fingerprint and a two-factor binding credential; constructing a synchronization data packet containing the watermarked data block, semantic fingerprint, binding credential, and historical chain node values, and sending it to the disaster recovery end for verification; and updating the disaster recovery end data, synchronization log chain, and quantum key chain after successful verification. This application ensures the immutability and traceability of the data synchronization process through watermark embedding, semantic fingerprinting, and a two-chain structure, achieving secure transmission of disaster recovery data.

The application discloses a kind of based on file data tamper-proof security management system and method, comprising the following steps: step one: original file data and file access behavior log information are collected, and content fragmentation processing is carried out;Step two: based on file data segment set and file access behavior log information, file access heterogeneous graph is constructed;Step three: file access heterogeneous graph is input to improved GATv2 model, and the final embedding vector of each node is generated;Step four: based on the final embedding vector of each node, generate multiple logic copies, generate corresponding quantum signature value and form chain signature fingerprint record;Step five: record current access track, and based on Soft-DTW, alignment analysis is carried out;Step six: calculate current quantum signature value and compare with chain signature fingerprint record.The application fuses improved GATv2 model and quantum signature technology, realizes file data tamper-proof and trusted audit.

This invention provides a hybrid signature method and system based on quantum key distribution and PUF, belonging to the field of information security technology. The method includes: generating a quantum key through a quantum key distribution protocol and generating a derived key seed based on a physically non-cloning function, while simultaneously configuring a trusted region for location and timing; acquiring location and timing information and generating location and timing data; generating a dynamic root key and deriving classical signature key pairs and post-quantum signature key pairs; preprocessing the message to be signed and the location and timing data, matching hierarchical security policies, and selecting the corresponding signature method to generate a signature data packet; during the signature verification process, verifying the location and timing data for signature validity and legality, and verifying the signature result using the corresponding verification method selected according to the hierarchical security policy. This invention achieves dynamic generation of signature keys and hierarchical security policy scheduling, balancing digital signatures in terms of quantum attack resistance, device binding capability, and computational efficiency.

The invention discloses a virtual computer network switch system, which comprises a physical resource isolation layer, a virtual computer network switch layer and a virtual computer network switch layer, wherein the physical resource isolation layer is used for dividing independent hardware channels through an FPGA (Field Programmable Gate Array) network card, binding tenants, establishing an encryption tunnel by utilizing quantum key distribution, and distributing resources by combining vGPU (Virtual Graphics Processing Unit) photon switching and a dynamic scheduler; after the virtual network abstraction layer undertakes resources, VXLAN and Geneve configuration are generated and verified in a formalized mode through a natural language intention, a neural morphological topology mapping virtual machine is constructed to be a neuron node, minimum permission communication is achieved through synaptic connection, and meanwhile cross-tenant traffic is subjected to quantum encryption; the intelligent layer deploys a GAN simulation attack test and optimizes a defense strategy, and dynamically adjusts a micro-segmentation rule and encryption strength through digital twin rehearsal configuration change and reinforcement learning; and the security service layer stores the configuration as an alliance chain smart contract, realizes change traceability through multi-signature verification, adopts Lattice cryptography and quantum signature to resist quantum attacks, and combines UEBA to continuously evaluate operation risks and dynamically adjust permissions.

The application discloses a property data sharing method and system based on a quantum key AI writing large model, comprising the following steps: S1, collecting property data, generating a dynamic key by quantum key distribution, and performing first encryption on sensitive fields; S2, performing second encryption by combining the dynamic key with the AES-256 algorithm, and storing in the Dream database; S3, constructing a user role key permission level to realize hierarchical permission control; S4, receiving user complaints and service requests, calling an AI writing large model to generate a structured report and performing double encryption; S5, attaching an access boundary token to the encrypted report, generating a shared data digest and uploading to the Dream transmission database; S6, transmitting the shared data digest to the property terminal, calling an AI clustering analysis to generate a credit evaluation; S7, performing quantum signature verification on the evaluation result, and encrypting and distributing to the supervision platform and the property terminal. The application realizes data full-process encryption, intelligent generation and safe sharing, and improves safety, efficiency and collaborative ability.