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  1. "App port from web tier",
    rule_action: "allow",
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    // Database Security Group Rules
    CREATE (rule5:SecurityRule {
    id: "rule-db-from-app",
    direction: "inbound",
    protocol: "tcp",
    port_range: "3306",
    source_type: "security_group",
    source: "sg-app67890",
    description: "MySQL from app tier",
    rule_action: "allow",
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    // 8.6 VPC Endpoints 建模
    CREATE (endpoint_s3:VPCEndpoint {
    id: "vpce-s3-12345",
    name: "s3-gateway-endpoint",
    associations_vpc: "vpc-12345678",
    associations_subnet: null, // Gateway endpoint不关联subnet
    type: "Gateway",
    service: "com.amazonaws.cn-north-1.s3",
    route_table_ids: ["rtb-private-456"],
    tag: {
    service_type: "storage",
    environment: "production"
    },
    status: "available",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (endpoint_ec2:VPCEndpoint {
    id: "vpce-ec2-67890",
    name: "ec2-interface-endpoint",
    associations_vpc: "vpc-12345678",
    associations_subnet: ["subnet-def67890"], // Interface endpoint关联subnet
    type: "Interface",
    service: "com.amazonaws.cn-north-1.ec2",
    network_interface_ids: ["eni-endpoint-123"],
    security_group_ids: ["sg-endpoint-456"],
    tag: {
    service_type: "compute",
    environment: "production"
    },
    status: "available",
    created_at: datetime(),
    updated_at: datetime()
    });

    // ==========================================
    // 9. 建立高级网络组件关系
    // ==========================================

    // EIP与多资源的多态关联(使用泛型关系)
    MATCH (eip1:EIP {allocation_id: "eipalloc-12345abc"}), (nat1:NatGateway {id: "nat-12345abc"})
    CREATE (eip1)-[:ASSOCIATED_WITH {resource_type: "nat_gateway"}]->(nat1),
    (nat1)-[:USES_EIP]->(eip1);

    MATCH (eip1:EIP {allocation_id: "eipalloc-12345abc"}), (eni1:NetworkInterface {id: "eni-12345abc"})
    CREATE (eip1)-[:ATTACHED_TO_ENI]->(eni1),
    (eni1)-[:HAS_EIP]->(eip1);

    // 预留EC2与EIP关联(EC2建模完成后)
    // MATCH (eip2:EIP {allocation_id: "eipalloc-67890xyz"}), (ec2:EC2Instance {id: "i-1234567890abcdef0"})
    // CREATE (eip2)-[:ASSOCIATED_WITH {resource_type: "ec2_instance"}]->(ec2);

    // NAT Gateway关系
    MATCH (nat1:NatGateway {id: "nat-12345abc"}), (vpc1:VPC {id: "vpc-12345678"})
    CREATE (nat1)-[:BELONGS_TO_VPC]->(vpc1),
    (vpc1)-[:CONTAINS_NAT_GATEWAY]->(nat1);

    MATCH (nat1:NatGateway {id: "nat-12345abc"}), (subnet1:Subnet {id: "subnet-abc12345"})
    CREATE (nat1)-[:DEPLOYED_IN_SUBNET]->(subnet1),
    (subnet1)-[:HOSTS_NAT_GATEWAY]->(nat1);

    MATCH (nat1:NatGateway {id: "nat-12345abc"}), (eni1:NetworkInterface {id: "eni-12345abc"})
    CREATE (nat1)-[:USES_NETWORK_INTERFACE]->(eni1),
    (eni1)-[:ATTACHED_TO_NAT_GATEWAY]->(nat1);

    // Network Interface关系
    MATCH (eni1:NetworkInterface {id: "eni-12345abc"}), (subnet1:Subnet {id: "subnet-abc12345"})
    CREATE (eni1)-[:DEPLOYED_IN_SUBNET]->(subnet1),
    (subnet1)-[:HOSTS_NETWORK_INTERFACE]->(eni1);

    MATCH (eni2:NetworkInterface {id: "eni-67890def"}), (subnet1:Subnet {id: "subnet-abc12345"})
    CREATE (eni2)-[:DEPLOYED_IN_SUBNET]->(subnet1),
    (subnet1)-[:HOSTS_NETWORK_INTERFACE]->(eni2);

    // Security Group关系
    MATCH (sg_web:SecurityGroup {id: "sg-web12345"}), (vpc1:VPC {id: "vpc-12345678"})
    CREATE (sg_web)-[:BELONGS_TO_VPC]->(vpc1),
    (vpc1)-[:CONTAINS_SECURITY_GROUP]->(sg_web);

    MATCH (sg_app:SecurityGroup {id: "sg-app67890"}), (vpc1:VPC {id: "vpc-12345678"})
    CREATE (sg_app)-[:BELONGS_TO_VPC]->(vpc1),
    (vpc1)-[:CONTAINS_SECURITY_GROUP]->(sg_app);

    MATCH (sg_db:SecurityGroup {id: "sg-db11111"}), (vpc1:VPC {id: "vpc-12345678"})
    CREATE (sg_db)-[:BELONGS_TO_VPC]->(vpc1),
    (vpc1)-[:CONTAINS_SECURITY_GROUP]->(sg_db);

    // Security Group Rules关系
    MATCH (sg_web:SecurityGroup {id: "sg-web12345"}), (rule1:SecurityRule {id: "rule-web-http-in"})
    CREATE (sg_web)-[:HAS_RULE]->(rule1),
    (rule1)-[:APPLIES_TO_SG]->(sg_web);

    MATCH (sg_web:SecurityGroup {id: "sg-web12345"}), (rule2:SecurityRule {id: "rule-web-https-in"})
    CREATE (sg
  2. .2 Network Interface (ENI) 建模
    CREATE (eni1:NetworkInterface {
    id: "eni-12345abc",
    name: "nat-gateway-eni-1a",
    type: "nat_gateway",
    private_ip: "10.0.1.100",
    private_dns: "ip-10-0-1-100.ec2.internal",
    subnet_id: "subnet-abc12345",
    vpc_id: "vpc-12345678",
    az: "cn-north-1a",
    security_groups: ["sg-nat12345"],
    source_dest_check: false,
    tag: {
    attached_resource: "nat-gateway",
    environment: "production"
    },
    status: "in-use",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (eni2:NetworkInterface {
    id: "eni-67890def",
    name: "web-server-eni",
    type: "instance",
    private_ip: "10.0.1.50",
    private_dns: "ip-10-0-1-50.ec2.internal",
    subnet_id: "subnet-abc12345",
    vpc_id: "vpc-12345678",
    az: "cn-north-1a",
    security_groups: ["sg-web12345"],
    source_dest_check: true,
    tag: {
    attached_resource: "ec2_instance",
    environment: "production"
    },
    status: "in-use",
    created_at: datetime(),
    updated_at: datetime()
    });

    // 8.3 NAT Gateway 建模
    CREATE (nat1:NatGateway {
    id: "nat-12345abc",
    name: "production-nat-1a",
    arn: "arn:aws:ec2:cn-north-1:123456789012:natgateway/nat-12345abc",
    public_ip: "54.123.45.67",
    private_ip: "10.0.1.100",
    associated_vpc: "vpc-12345678",
    associated_subnet: "subnet-abc12345",
    network_interface_id: "eni-12345abc",
    eip_allocation_id: "eipalloc-12345abc",
    tag: {
    environment: "production",
    purpose: "private_subnet_internet_access",
    tier: "networking"
    },
    status: "available",
    created_at: datetime(),
    updated_at: datetime()
    });

    // 8.4 Security Group 建模
    CREATE (sg_web:SecurityGroup {
    id: "sg-web12345",
    name: "production-web-sg",
    description: "Security group for web servers",
    associated_vpc_id: "vpc-12345678",
    tag: {
    environment: "production",
    tier: "web",
    application: "frontend"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (sg_app:SecurityGroup {
    id: "sg-app67890",
    name: "production-app-sg",
    description: "Security group for application servers",
    associated_vpc_id: "vpc-12345678",
    tag: {
    environment: "production",
    tier: "application",
    application: "backend"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (sg_db:SecurityGroup {
    id: "sg-db11111",
    name: "production-db-sg",
    description: "Security group for database servers",
    associated_vpc_id: "vpc-12345678",
    tag: {
    environment: "production",
    tier: "database",
    application: "mysql"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    // 8.5 Security Rules 建模(独立节点)
    // Web Security Group Rules
    CREATE (rule1:SecurityRule {
    id: "rule-web-http-in",
    direction: "inbound",
    protocol: "tcp",
    port_range: "80",
    source_type: "cidr",
    source: "0.0.0.0/0",
    description: "HTTP from anywhere",
    rule_action: "allow",
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (rule2:SecurityRule {
    id: "rule-web-https-in",
    direction: "inbound",
    protocol: "tcp",
    port_range: "443",
    source_type: "cidr",
    source: "0.0.0.0/0",
    description: "HTTPS from anywhere",
    rule_action: "allow",
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (rule3:SecurityRule {
    id: "rule-web-all-out",
    direction: "outbound",
    protocol: "all",
    port_range: "all",
    source_type: "cidr",
    source: "0.0.0.0/0",
    description: "All outbound traffic",
    rule_action: "allow",
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    // App Security Group Rules
    CREATE (rule4:SecurityRule {
    id: "rule-app-from-web",
    direction: "inbound",
    protocol: "tcp",
    port_range: "8080",
    source_type: "security_group",
    source: "sg-web12345",
    description:
  3. cidr: "10.0.1.0/24",
    az: "cn-north-1a",
    arn: "arn:aws:ec2:cn-north-1:123456789012:subnet/subnet-abc12345",
    type: "public",
    available_ipv4_addresses: 248,
    auto_assign_public_ip: true,
    map_public_ip_on_launch: true,
    associated_acl: "acl-default-123",
    associated_route_table: "rtb-public-123",
    subnet_flow_logs: {
    enabled: true,
    log_destination: "s3://subnet-flow-logs-bucket"
    },
    tag: {
    tier: "web",
    environment: "production",
    subnet_type: "public"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (subnet2:Subnet {
    id: "subnet-def67890",
    name: "production-app-subnet-1a",
    cidr: "10.0.2.0/24",
    az: "cn-north-1a",
    arn: "arn:aws:ec2:cn-north-1:123456789012:subnet/subnet-def67890",
    type: "private",
    available_ipv4_addresses: 245,
    auto_assign_public_ip: false,
    map_public_ip_on_launch: false,
    associated_acl: "acl-private-456",
    associated_route_table: "rtb-private-456",
    subnet_flow_logs: {
    enabled: true,
    log_destination: "s3://subnet-flow-logs-bucket"
    },
    tag: {
    tier: "application",
    environment: "production",
    subnet_type: "private"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (subnet3:Subnet {
    id: "subnet-ghi13579",
    name: "production-db-subnet-1a",
    cidr: "10.0.3.0/24",
    az: "cn-north-1a",
    arn: "arn:aws:ec2:cn-north-1:123456789012:subnet/subnet-ghi13579",
    type: "private",
    available_ipv4_addresses: 250,
    auto_assign_public_ip: false,
    map_public_ip_on_launch: false,
    associated_acl: "acl-database-789",
    associated_route_table: "rtb-database-789",
    subnet_flow_logs: {
    enabled: false,
    log_destination: null
    },
    tag: {
    tier: "database",
    environment: "production",
    subnet_type: "private",
    encryption: "required"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    // 6.3 Internet Gateway 建模
    CREATE (igw1:InternetGateway {
    id: "igw-12345abc",
    name: "production-main-igw",
    associations_vpc: "vpc-12345678",
    tag: {
    environment: "production",
    purpose: "main-internet-gateway"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    // 6.4 Route Table 建模
    CREATE (rt_public:RouteTable {
    id: "rtb-public-123",
    name: "production-public-rt",
    associations_subnets: ["subnet-abc12345"],
    associations_vpc: "vpc-12345678",
    routes: [
    {
    destination: "10.0.0.0/16",
    target: "local",
    status: "active"
    },
    {
    destination: "0.0.0.0/0",
    target: "igw-12345abc",
    status: "active"
    }
    ],
    tag: {
    type: "public",
    environment: "production"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (rt_private:RouteTable {
    id: "rtb-private-456",
    name: "production-private-rt",
    associations_subnets: ["subnet-def67890"],
    associations_vpc: "vpc-12345678",
    routes: [
    {
    destination: "10.0.0.0/16",
    target: "local",
    status: "active"
    },
    {
    destination: "0.0.0.0/0",
    target: "nat-gateway-123",
    status: "active"
    }
    ],
    tag: {
    type: "private",
    environment: "production"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    // ==========================================
    // 7. 建立网络资源关系(包含双向关系)
    // ==========================================

    // Account <-> VPC 关系
    MATCH (acc:Account {id: "123456789012"}), (vpc1:VPC {id: "vpc-12345678"})
    CREATE (acc)-[:CONTAINS_VPC]->(vpc1),
    (vpc1)-[:BELONGS_TO_ACCOUNT]->(acc);

    MATCH (acc:Account {id: "123456789012"}), (vpc2:VPC {id: "vpc-87654321"})
    CREATE (acc)-[:CONTAINS_VPC]->(vpc2),
    (vpc2)-[:BELONGS_TO_ACCOUNT]->(acc);

    //
  4. -DC-Beta",
    power_redundancy: "N+1"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (az3:AZ {
    id: "cn-north-1d",
    name: "Beijing Zone D",
    tag: {
    physical_location: "Beijing-DC-Delta",
    power_redundancy: "2N"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    // Ningxia AZs
    CREATE (az4:AZ {
    id: "cn-northwest-1a",
    name: "Ningxia Zone A",
    tag: {
    physical_location: "Ningxia-DC-Alpha",
    power_redundancy: "N+1"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (az5:AZ {
    id: "cn-northwest-1b",
    name: "Ningxia Zone B",
    tag: {
    physical_location: "Ningxia-DC-Beta",
    power_redundancy: "N+1"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (az6:AZ {
    id: "cn-northwest-1c",
    name: "Ningxia Zone C",
    tag: {
    physical_location: "Ningxia-DC-Gamma",
    power_redundancy: "2N"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    // ==========================================
    // 5. 建立基础层次关系
    // ==========================================

    // Account -> Region 关系
    MATCH (acc:Account {id: "123456789012"}), (r1:Region {id: "cn-north-1"})
    CREATE (acc)-[:CONTAINS_REGION]->(r1);

    MATCH (acc:Account {id: "123456789012"}), (r2:Region {id: "cn-northwest-1"})
    CREATE (acc)-[:CONTAINS_REGION]->(r2);

    // Region -> AZ 关系
    MATCH (r1:Region {id: "cn-north-1"}), (az1:AZ {id: "cn-north-1a"})
    CREATE (r1)-[:CONTAINS_AZ]->(az1);

    MATCH (r1:Region {id: "cn-north-1"}), (az2:AZ {id: "cn-north-1b"})
    CREATE (r1)-[:CONTAINS_AZ]->(az2);

    MATCH (r1:Region {id: "cn-north-1"}), (az3:AZ {id: "cn-north-1d"})
    CREATE (r1)-[:CONTAINS_AZ]->(az3);

    MATCH (r2:Region {id: "cn-northwest-1"}), (az4:AZ {id: "cn-northwest-1a"})
    CREATE (r2)-[:CONTAINS_AZ]->(az4);

    MATCH (r2:Region {id: "cn-northwest-1"}), (az5:AZ {id: "cn-northwest-1b"})
    CREATE (r2)-[:CONTAINS_AZ]->(az5);

    MATCH (r2:Region {id: "cn-northwest-1"}), (az6:AZ {id: "cn-northwest-1c"})
    CREATE (r2)-[:CONTAINS_AZ]->(az6);

    // ==========================================
    // 6. 网络资源建模 - VPC & Subnet
    // ==========================================

    // 创建VPC相关约束
    CREATE CONSTRAINT vpc_id IF NOT EXISTS FOR (v:VPC) REQUIRE v.id IS UNIQUE;
    CREATE CONSTRAINT subnet_id IF NOT EXISTS FOR (s:Subnet) REQUIRE s.id IS UNIQUE;
    CREATE CONSTRAINT route_table_id IF NOT EXISTS FOR (rt:RouteTable) REQUIRE rt.id IS UNIQUE;
    CREATE CONSTRAINT igw_id IF NOT EXISTS FOR (igw:InternetGateway) REQUIRE igw.id IS UNIQUE;

    // 6.1 VPC 资源建模
    CREATE (vpc1:VPC {
    id: "vpc-12345678",
    name: "production-main-vpc",
    cidr: "10.0.0.0/16",
    vpc_flow_logs: {
    enabled: true,
    log_destination_type: "s3",
    log_destination: "s3://vpc-flow-logs-prod-bucket",
    log_format: "${srcaddr} ${dstaddr} ${srcport} ${dstport} ${protocol} ${packets} ${bytes} ${start} ${end} ${action}",
    log_status: "ACTIVE",
    delivery_status: "SUCCESS"
    },
    dns_hostnames: true,
    dns_resolution: true,
    tag: {
    environment: "production",
    project: "core-platform",
    team: "platform-engineering",
    backup: "daily"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (vpc2:VPC {
    id: "vpc-87654321",
    name: "staging-vpc",
    cidr: "10.1.0.0/16",
    vpc_flow_logs: {
    enabled: false,
    log_destination_type: null,
    log_destination: null,
    log_format: null,
    log_status: "INACTIVE",
    delivery_status: null
    },
    dns_hostnames: true,
    dns_resolution: true,
    tag: {
    environment: "staging",
    project: "core-platform",
    team: "platform-engineering",
    backup: "none"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    // 6.2 Subnet 资源建模
    // Production VPC Subnets
    CREATE (subnet1:Subnet {
    id: "subnet-abc12345",
    name: "production-web-subnet-1a",
  5. // ==========================================
    // 云资源可视化地图系统 - Neo4j 图数据库建模
    // 第一阶段:核心基础资源建模
    // ==========================================

    // 1. 创建唯一性约束
    CREATE CONSTRAINT account_id IF NOT EXISTS FOR (a:Account) REQUIRE a.id IS UNIQUE;
    CREATE CONSTRAINT region_id IF NOT EXISTS FOR (r:Region) REQUIRE r.id IS UNIQUE;
    CREATE CONSTRAINT az_id IF NOT EXISTS FOR (az:AZ) REQUIRE az.id IS UNIQUE;
    CREATE CONSTRAINT cost_id IF NOT EXISTS FOR (c:Cost) REQUIRE c.id IS UNIQUE;

    // ==========================================
    // 1. Account(账号)资源建模 - 完善版
    // ==========================================
    CREATE (acc:Account {
    id: "123456789012",
    name: "production-account",
    projects: ["bdp", "dkms", "dqa", "dir", "analytics", "security"],
    organization: "TechCorp-Platform-Engineering",
    env: "prod",
    owner: "[email protected]",
    status: "active",
    tag: {
    cost_center: "engineering",
    department: "platform",
    business_unit: "core_services",
    compliance: "pci_dss"
    },
    created_at: datetime(),
    updated_at: datetime()
    });

    // ==========================================
    // 2. Cost(成本)节点建模 - 支持成本云图
    // ==========================================

    // 2.1 月度总成本节点
    CREATE (cost_monthly:Cost {
    id: "cost-123456789012-2024-03",
    resource_id: "123456789012",
    resource_type: "Account",
    cost_type: "monthly_total",
    amount: 25680.50,
    currency: "USD",
    period: "2024-03",
    breakdown: {
    compute: 12500.20,
    storage: 3200.15,
    network: 1800.30,
    database: 4500.80,
    lambda: 680.25,
    other: 2999.80
    },
    tag: {
    forecast: "high_confidence",
    variance: "+15%"
    },
    status: "finalized",
    created_at: datetime(),
    updated_at: datetime()
    });

    // 2.2 日度成本节点(用于趋势分析)
    CREATE (cost_daily:Cost {
    id: "cost-123456789012-2024-03-15",
    resource_id: "123456789012",
    resource_type: "Account",
    cost_type: "daily",
    amount: 856.20,
    currency: "USD",
    period: "2024-03-15",
    breakdown: {
    compute: 420.50,
    storage: 105.80,
    network: 58.90,
    database: 150.20,
    lambda: 22.60,
    other: 98.20
    },
    tag: {
    anomaly: "normal",
    trend: "increasing"
    },
    status: "estimated",
    created_at: datetime(),
    updated_at: datetime()
    });

    // Account与Cost的关系
    MATCH (acc:Account {id: "123456789012"}), (c1:Cost {id: "cost-123456789012-2024-03"})
    CREATE (acc)-[:HAS_COST]->(c1);

    MATCH (acc:Account {id: "123456789012"}), (c2:Cost {id: "cost-123456789012-2024-03-15"})
    CREATE (acc)-[:HAS_COST]->(c2);

    // ==========================================
    // 3. Region(区域)资源建模 - 增强版
    // ==========================================
    CREATE (region1:Region {
    id: "cn-north-1",
    name: "Beijing",
    availability_sla: 99.99,
    operational_metrics: {
    avg_response_time: 45.2,
    incident_count_monthly: 2,
    maintenance_window: "Sunday 02:00-04:00 UTC+8"
    },
    tag: {
    country: "China",
    provider: "AWS",
    tier: "production"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (region2:Region {
    id: "cn-northwest-1",
    name: "Ningxia",
    availability_sla: 99.95,
    operational_metrics: {
    avg_response_time: 52.8,
    incident_count_monthly: 1,
    maintenance_window: "Sunday 03:00-05:00 UTC+8"
    },
    tag: {
    country: "China",
    provider: "AWS",
    tier: "disaster_recovery"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    // ==========================================
    // 4. AZ(可用区)资源建模
    // ==========================================
    CREATE (az1:AZ {
    id: "cn-north-1a",
    name: "Beijing Zone A",
    tag: {
    physical_location: "Beijing-DC-Alpha",
    power_redundancy: "N+1"
    },
    status: "active",
    created_at: datetime(),
    updated_at: datetime()
    });

    CREATE (az2:AZ {
    id: "cn-north-1b",
    name: "Beijing Zone B",
    tag: {
    physical_location: "Beijing-DC-Beta",
  6. Claude Code Remote 可以远程发送命令给Claude Code,随时随地让AI 干活。

    1. 任务完成时多渠道通知(桌面弹窗+声音+邮件+飞书)
    2. 直接在手机上回复消息,Claude收到命令之后继续干活
    3. 支持多轮对话,让 Claude 持续工作

    Repo地址:github.com/JessyTsui/Claude-Code-Remote

    4. 谷歌开源 LangExtract 从非结构化信息中提取结构化信息的 Python 库,使用 LLMs 从非结构化文本文档中提取结构化信息。
    Repo地址:github.com/google/langextract
  7. # 2025W31 AI大模型领域精选热点 🔥

    ---

    ## 1. Google

    + NotebookLM 的**视频摘要**功能上线,支持把笔记导出视频了!目前 NotebookLM 的 Studio 栏支持四种输出:音频、视频、思维导图、报告。地址:notebooklm.google.com
    + Google 正式向 Gemini APP Ultra 用户和部分数学家及学者推出了 **Gemini Deep Think**,能够帮助数学家证明猜想。本质上是一种并行推理方法。模型能够仔细推演复杂问题,最终产出更具创造性和深度的答案。尤其在算法设计和代码开发领域,Deep Think 能够综合考量问题的不同解法和复杂度,提升编码的效率和质量。据官方测试,Deep Think 在多项难度极高的基准测试中表现优异,尤其在代码生成和跨学科知识推理方面已经达到行业领先水平。详细介绍:blog.google/products/gemini/gemini-2-5-deep-think

    + 谷歌给 Android Studio 增加了免费的 Agent 模式!开发者可以直接跟 Agent 对话开发安卓应用。支持快速选中直接修改 UI 代码,支持自定义规则。地址:android-developers.googleblog.com/2025/07/android-studio-narwhal-feature-drop-stable-agent-mode.html

    + 谷歌搜索 AI Mode 更新,基本功能与 Gemini 功能(支持上传图片和 PDF/ Canvas 能力/视频跟 AI 实时对话)拉齐,目前只有美国和印度可以用

    + Google 新论文介绍了一种新的 Deep Researcher 思路:TTD-DR框架。人类在写作复杂主题时,通常会先制定计划,然后起草报告,并在多次修订中完善内容。这一过程与扩散模型的采样过程相似,即从噪声草稿开始,逐步去噪生成高质量输出。论文地址:arxiv.org/pdf/2507.16075

    ## 2. Ali 一系列模型更新

    + Qwen3-30B-A3B-2507 的推理版本,本地部署友好。 模型地址:huggingface.co/Qwen/Qwen3-30B-A3B-Thinking-2507
    + Qwen3-30B-A3B-Instruct-2507的非推理版本,本地部署友好。 模型地址:huggingface.co/Qwen/Qwen3-30B-A3B-Instruct-2507
    + Qwen3-Coder-Flash 发布,模型名称为 Qwen3-Coder-30B-A3B-Instruct。注意这也是个非思考模型。原生 256K 上下文(使用 YaRN 可以扩展高达 1M 个 token)。模型地址:huggingface.co/Qwen/Qwen3-Coder-30B-A3B-Instruct
    + 业界首个使用MoE架构的视频生成基础模型,文生视频Wan2.2-T2V-A14B、图生视频Wan2.2-I2V-A14B、统一视频生成Wan2.2-TI2V-5B。

    ## 3. OpenAI

    + OAI开源模型疑似漏,代号为 yofo gpt-oss 20b 和 120b,此外 openrouter 上还出现 horzon-beta 模型, 同样是256K上下文。120B 模型是 MoE 架构,激活参数大概是 5B,128 专家每次激活 4 个专家。原生只有 4K 上下文,通过 YaRN 扩展到 128K。

    + OpenAI 推出了学习模式(Study Mode)会引导用户一步步解决问题,而不仅仅是直接给出答案。感觉不是一个新模型或者agent,可能是用提示词引导的模式。

    + Sam Altman 预告本月新模型、新产品、新功能 即将发布。

    ## 4. 智谱发布了 GLM-4.5!

    > 突出一个性价比,推出每月50块万亿token包月套餐。性能感觉稍逊于kimi 2

    新模型包括 GLM-4.5-355B-A32B 和 **GLM-4.5-Air-106B-A12B**,都是**混合推理模型**,可以开关思切换考或者非思考模式。从跑分上来看,最亮眼的是仅用了大概 DeepSeek-R1 一半左右的参数量达到了一个与DeepSeek-R1 不相上下的水平。

    模型地址:huggingface.co/zai-org/GLM-4.5
    技术报告地址:z.ai/blog/glm-4.5

    ## 5. 其他动态

    1. 中科院发布了首个科学基础大模型 S1-Base 磐石科学基础大模型

    目前模型有 S1-Base-8B,S1-Base-32B,S1-Base-671B,其中 S1-Base-8B 和 S1-Base-32B 分别基于 Qwen3-8B 和 Qwen3-32B 训练得到,S1-Base-671B 基于 DeepSeek-R1-671B 训练得到,均支持 32k 上下文。

    模型地址:huggingface.co/ScienceOne-AI/S1-Base-671B

    2. 字节跳动发布文本 Diffusion 模型,Seed Diffusion Preview!

    文本Diffusion 模型则是跟图像Diffusion 模型类似,是一个去噪过程,整段话随机出现文本最后组成所有输出。Diffusion 文本模型的优点是巨快,字节这个有 每秒 2146 个 token 的速度。目前除了eed Diffusion Preview以外,还有最知名的 Mercury Coder 和 Google 的 Gemini Diffusion.

    发布blog: seed.bytedance.com/en/seed_diffusion
    在线体验地址:studio.seed.ai/exp/seed_diffusion/

    3. 中间思考模型 Dhanishtha,这个模型会想一会,然后输出一会,再想一会,再输出一会。支持工具调用。

    模型地址:huggingface.co/HelpingAI/Dhanishtha-2.0-preview-0825

    4. FLUX 又发新模型!FLUX.1-Krea-dev 是一个文生图模型,特点是照片级真实感。FLUX 与 Krea 联合开发。

    模型地址:huggingface.co/black-forest-labs/FLUX.1-Krea-dev

    5. Kimi 上架模型型号 kimi-k2-turbo-preview,猜测是 kimi-k2-0711-preview 的不同部署版本。响应速度从 10 token/s 提升到 40 token/s 。

    6. ACL最佳论文 《原生稀疏注意力:硬件对齐和原生可训练的稀疏注意力》(Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention) ACL 2025 超过一半的论文作者都是华人。论文地址:arxiv.org/abs/2502.11089

    7. 用强化学习推动图谱检索生成《Graph-R1: Towards Agentic GraphRAG Framework via End-to-end Reinforcement Learning》,Graph-RAG(图谱增强RAG)用实体-关系图表示知识,提升了信息组织与推理能力。 论文地址:arxiv.org/abs/2507.21892

    8. alphaXiv 推出专为科研打造的全新社交平台,内建类似Discord的即时聊天功能,集社区发现、论文讨论与学术交流于一体,助力研究者高效协作。热门communities:Healthcare AI community/AI Security/AI4Science,探索更多 alphaxiv.org/communities

    9. 微软研究院公布可能被AI取代的职业: fortune.com/2025/07/31/microsoft-research-generative-ai-occupational-impact-jobs-most-and-least-likely-to-impact-teaching-office-jobs-college-gen-z-grads/

    10. Anthropic最新研究Persona vector人格向量,Anthropic 宣布禁止 OpenAI 访问 Claude(是因为OpenAI要发新模型了嘛?)。

    11. Manus 超级大更新,发布 Wide Research 功能,支持上百agent独立运行。目前已向 Pro 用户开放,未来将逐步向 Plus 和 Basic 用户开放。





    ## Github Repos Recommend

    1. 开源的知识库 maestro 本地运行 Deep Research !!!

    知识库可以导入文档,执行 RAG,最大的亮点是它内置的 Agent 可以执行 Deep Research 这种任务,并且会给出 Research 的推理过程。支持 OpenAI 风格的 API,搜索使用 SearXNG,并且有 cli 工具支持批量导入和导出。

    Repo地址:github.com/murtaza-nasir/maestro

    2. 提示词优化器,助力于编写高质量提示词 Prompt Optimizer,支持多种使用方式。

    Repo地址:github.com/linshenkx/prompt-optimizer

    3.
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