CNSH标准词典 · 深度学习生态对照表（json）
·
{
"meta": {
"name": "CNSH标准词典 · 深度学习生态对照表",
"version": "v1.0",
"dna": "#龍芯⚡️丙午·乙未·乙未·酉时·☷坤-CNSH-DICTIONARY-V1.0-深度学习生态对照-e8d3f2a1",
"created": "2026-07-22T18:00:00",
"author": "诸葛鑫（UID9622）",
"assisted_by": "AI x UID9622 人机协作",
"description": "龍魂语义库全领域术语→CNSH中文语法转译标准词典。十领域·200+条目。中国古人智慧命名，不靠西方认可。人机协作，脊梁骨在。",
"principles": [
"单字优先——尽量一个字，最多两字",
"象形会意——用中文本身的意象，不硬译英文",
"层级后缀——术(函数)、官(模块)、台(平台)、匣(容器)、链(序列)、册(表)、库(数据库)",
"动作前缀——淬(训练)、断(推理)、查(检索)、验(验证)、报(日志)、传(发送)、收(接收)",
"状态标记——态(状态)、势(趋势)、度(程度)、级(等级)、色(审计标记)",
"中国自主——不求西方认可，深入学习必须了解中国文化",
"出师有名——每个CNSH命名有文化出处"
],
"taxonomy": [
{"code": "CODE", "name": "编程执行层", "count": 26},
{"code": "NET", "name": "网络通信层", "count": 22},
{"code": "DATA", "name": "数据存储层", "count": 20},
{"code": "CRYPTO", "name": "安全密码层", "count": 20},
{"code": "AI", "name": "AI/ML层", "count": 22},
{"code": "DEVOPS", "name": "DevOps/运维层", "count": 20},
{"code": "WEB3", "name": "区块链/Web3层", "count": 14},
{"code": "UI", "name": "前端/视觉层", "count": 14},
{"code": "MEDIA", "name": "音频/多媒体层", "count": 11},
{"code": "AUDIT", "name": "审计/行为密码学层（龍魂专属）", "count": 10}
],
"suffix_rules": {
"术": "function — 可执行的计算单元",
"法门": "method/operation — 对象上的术",
"官": "module/manager — 管理一类事务的组件",
"台": "platform/service — 对外提供服务的平台",
"匣": "container/sandbox — 隔离运行环境",
"链": "pipeline/chain — 串行处理序列",
"册": "table/sheet — 结构化数据集合",
"库": "database/store — 持久化存储",
"印": "hash/signature — 不可逆标记",
"令": "token/credential — 通行凭证",
"哨": "endpoint/port — 对外暴露的访问点",
"卫": "daemon/guard — 后台守护者",
"镜": "mirror/replica — 数据的复制分身",
"驿": "cache/cdn — 就近快速获取"
},
"action_prefixes": {
"淬": "train — 反复锤炼",
"断": "infer/predict — 做出判断",
"查": "query/search — 检索查找",
"验": "verify/validate — 验证校验",
"报": "log/report — 记录上报",
"传": "send/request — 发送请求",
"收": "receive/response — 接收响应",
"锁": "encrypt/lock — 加密锁定",
"开": "decrypt/unlock — 解密打开",
"签": "sign — 签名盖章",
"熔": "meltdown/stop — 紧急停止",
"归": "archive/commit — 归档落定",
"巡": "scan/monitor — 巡视检查"
}
},
"grammar_examples": {
"function_definition": {
"python": "async def audit_behavior(user_id):\n data = await fetch_logs(user_id)\n result = model.infer(data)\n return sign(result)",
"cnsh": "候令 术 审迹(用户本命):\n 数据 = 候令 取迹(用户本命)\n 结果 = 模子.断事(数据)\n 返 印鉴(结果)"
},
"class_definition": {
"python": "class AuditEngine:\n def __init__(self, rules):\n self.rules = rules\n def check(self, data):\n return all(rule(data) for rule in self.rules)",
"cnsh": "匣 审计机:\n 起(己, 规则册):\n 己.规则册 = 规则册\n 术 验(己, 数据):\n 返 全过(术(数据) 对 术 在 己.规则册)"
},
"error_handling": {
"python": "try:\n result = risky_operation()\nexcept Exception as e:\n log_error(e)\n raise",
"cnsh": "试探:\n 结果 = 险术()\n擒拿 错 为 祸:\n 报错(祸)\n 起祸"
},
"async_flow": {
"python": "results = await asyncio.gather(\n fetch_a(),\n fetch_b(),\n fetch_c()\n)",
"cnsh": "结果集 = 候令 齐收(\n 取甲(),\n 取乙(),\n 取丙()\n)"
}
},
"entries": [
{
"id": "CODE-001",
"en": "function",
"cn_direct": "函数",
"cnsh": "术",
"explanation": "一个输入进去、输出出来的黑盒子——给它东西，它给你结果",
"cultural_origin": "《说文》「术，邑中道也」——方法是通往结果的路",
"scene": "审计规则术",
"category": "CODE",
"related": ["CODE-002", "CODE-015", "CODE-026"],
"cnsh_usage": "术 审迹(数据) → 返 结果"
},
{
"id": "CODE-002",
"en": "callback",
"cn_direct": "回调",
"cnsh": "回响",
"explanation": "A做完后自动叫B来接手——事情干完了，叫下一个来",
"cultural_origin": "空谷回响·声应气求——一言既出，必有回响",
"scene": "触发审计后回响日志",
"category": "CODE",
"related": ["CODE-001", "CODE-003", "CODE-006"],
"cnsh_usage": "审迹(数据, 回响=报日志)"
},
{
"id": "CODE-003",
"en": "async/await",
"cn_direct": "异步等待",
"cnsh": "候令",
"explanation": "不等这件事做完，先去干别的，完了再回来——先放着，好了叫我",
"cultural_origin": "候令——古代将士等候将令再行动，不空等",
"scene": "多设备并行采集",
"category": "CODE",
"related": ["CODE-002", "CODE-004", "CODE-008"],
"cnsh_usage": "候令 术 取迹(用户本命)"
},
{
"id": "CODE-004",
"en": "promise",
"cn_direct": "承诺",
"cnsh": "誓约",
"explanation": "\"我保证以后会给你结果\"——君子一言，说到做到",
"cultural_origin": "《礼记》「约信曰誓」——誓约不可背",
"scene": "数据采集誓约",
"category": "CODE",
"related": ["CODE-003", "CODE-002"],
"cnsh_usage": "誓约 取迹(本命).然后(处理).否则(报错)"
},
{
"id": "CODE-005",
"en": "event loop",
"cn_direct": "事件循环",
"cnsh": "轮转台",
"explanation": "一个不停转圈的调度员，谁有事叫谁——周而复始，应接不暇",
"cultural_origin": "《周易》「变动不居，周流六虚」——轮转不息",
"scene": "龍魂中枢调度",
"category": "CODE",
"related": ["CODE-003", "CODE-008"],
"cnsh_usage": "轮转台.运转() — 中枢不息"
},
{
"id": "CODE-006",
"en": "middleware",
"cn_direct": "中间件",
"cnsh": "传令官",
"explanation": "夹在请求和响应之间的处理层——上传下达，中间过滤",
"cultural_origin": "古代军中传令官·承上启下·过滤军情",
"scene": "数据清洗传令官",
"category": "CODE",
"related": ["CODE-007", "CODE-005"],
"cnsh_usage": "传令官(审迹术) → 请求过传令官再到术"
},
{
"id": "CODE-007",
"en": "pipeline",
"cn_direct": "管道",
"cnsh": "流水线",
"explanation": "数据像水一样流过一串处理站——川流不息，一站一加工",
"cultural_origin": "都江堰水利·分水鱼嘴→飞沙堰→宝瓶口，逐级处理",
"scene": "七因子审计流水线",
"category": "CODE",
"related": ["CODE-006", "CODE-022"],
"cnsh_usage": "流水线([洗数据, 审迹, 签印])"
},
{
"id": "CODE-008",
"en": "thread",
"cn_direct": "线程",
"cnsh": "分身",
"explanation": "同一个程序同时干多件事——一人化千身",
"cultural_origin": "孙悟空拔毫毛变分身·道家身外化身",
"scene": "多路数据采集分身",
"category": "CODE",
"related": ["CODE-009", "CODE-003"],
"cnsh_usage": "分身(取迹, 用户册)"
},
{
"id": "CODE-009",
"en": "process",
"cn_direct": "进程",
"cnsh": "独立营",
"explanation": "一个完全独立的运行单元——各自为营，互不干扰",
"cultural_origin": "古代军队编制·营为独立作战单位",
"scene": "龍魂各模块独立营",
"category": "CODE",
"related": ["CODE-008", "CODE-010"],
"cnsh_usage": "独立营('审迹引擎') — 独立运行"
},
{
"id": "CODE-010",
"en": "daemon",
"cn_direct": "守护进程",
"cnsh": "暗卫",
"explanation": "后台默默运行的服务——暗中守护，不现于前",
"cultural_origin": "古代暗卫/锦衣卫·暗中巡查·不惊动前朝",
"scene": "行为采集暗卫",
"category": "CODE",
"related": ["CODE-009", "AUDIT-001"],
"cnsh_usage": "暗卫('行为采集') — 后台长驻"
},
{
"id": "CODE-011",
"en": "fork",
"cn_direct": "分叉",
"cnsh": "裂变",
"explanation": "复制一个自己出来干活——一生二",
"cultural_origin": "《道德经》「道生一，一生二，二生三，三生万物」",
"scene": "分布式节点裂变",
"category": "CODE",
"related": ["CODE-009", "CODE-008"],
"cnsh_usage": "裂变() → 新独立营"
},
{
"id": "CODE-012",
"en": "signal",
"cn_direct": "信号",
"cnsh": "烽火",
"explanation": "进程之间传消息的方式——烽火传讯，一呼百应",
"cultural_origin": "周幽王烽火戏诸侯·烽火台传军情",
"scene": "异常告警烽火",
"category": "CODE",
"related": ["CODE-010", "DEVOPS-011"],
"cnsh_usage": "烽火(SIGTERM) → 暗卫.收兵()"
},
{
"id": "CODE-013",
"en": "exit code",
"cn_direct": "退出码",
"cnsh": "归报",
"explanation": "程序跑完返回的数字状态——战罢归营，报上战果",
"cultural_origin": "古代军报·胜败以数报",
"scene": "审计任务归报",
"category": "CODE",
"related": ["CODE-009", "AUDIT-001"],
"cnsh_usage": "归报(0) — 功成身退"
},
{
"id": "CODE-014",
"en": "try/catch",
"cn_direct": "尝试捕获",
"cnsh": "试探/擒拿",
"explanation": "先试试，出错了抓住别崩——探虚实，擒祸患",
"cultural_origin": "兵法·先探虚实再定策·擒贼先擒王",
"scene": "容错试探擒拿",
"category": "CODE",
"related": ["CODE-001", "DEVOPS-015"],
"cnsh_usage": "试探: ... 擒拿 祸: 报(祸)"
},
{
"id": "CODE-015",
"en": "stack trace",
"cn_direct": "堆栈追踪",
"cnsh": "回溯链",
"explanation": "出错时从哪一层一层调过来的记录——倒查来源，逐层追责",
"cultural_origin": "《春秋》笔法·追本溯源·层层问责",
"scene": "故障回溯链",
"category": "CODE",
"related": ["CODE-014", "AUDIT-004"],
"cnsh_usage": "报回溯链() — 出错时打印调用链"
},
{
"id": "CODE-016",
"en": "heap",
"cn_direct": "堆",
"cnsh": "聚宝盆",
"explanation": "程序运行时动态申请内存的地方——大肚能容",
"cultural_origin": "民间传说聚宝盆·放什么变什么·取之不竭",
"scene": "大数据聚宝盆",
"category": "CODE",
"related": ["CODE-017"],
"cnsh_usage": "聚宝盆.分配(大块内存)"
},
{
"id": "CODE-017",
"en": "stack",
"cn_direct": "栈",
"cnsh": "叠书台",
"explanation": "函数调用一层层叠起来的地方——后进先出，如叠书",
"cultural_origin": "书案叠书·后放先取",
"scene": "调用叠书台",
"category": "CODE",
"related": ["CODE-016", "CODE-015"],
"cnsh_usage": "叠书台.压入(术帧)"
},
{
"id": "CODE-018",
"en": "pointer",
"cn_direct": "指针",
"cnsh": "引路针",
"explanation": "存储另一个东西地址的变量——指路不带走",
"cultural_origin": "指南针·指方向不带走目的地",
"scene": "数据引路针",
"category": "CODE",
"related": ["CODE-019", "CODE-016"],
"cnsh_usage": "引路针 → 目标物"
},
{
"id": "CODE-019",
"en": "reference",
"cn_direct": "引用",
"cnsh": "借据",
"explanation": "不复制，只给个名字指向原物——借条一张，原物不动",
"cultural_origin": "古代借据·凭条取物·物不二存",
"scene": "对象借据",
"category": "CODE",
"related": ["CODE-018"],
"cnsh_usage": "借据 原物 — 指而不拷"
},
{
"id": "CODE-020",
"en": "scope",
"cn_direct": "作用域",
"cnsh": "领地",
"explanation": "变量能活多久、能被谁看见的范围——各有封地，不得越界",
"cultural_origin": "古代分封制·各守封地·不得越境",
"scene": "变量领地",
"category": "CODE",
"related": ["CODE-021"],
"cnsh_usage": "领地(术内) — 变量只在此术可见"
},
{
"id": "CODE-021",
"en": "closure",
"cn_direct": "闭包",
"cnsh": "封匣",
"explanation": "函数带着自己的\"记忆\"出去执行——封存记忆，随身携带",
"cultural_origin": "古人将重要物品封入匣中随身携带",
"scene": "审计规则封匣",
"category": "CODE",
"related": ["CODE-001", "CODE-020"],
"cnsh_usage": "封匣(审迹术, 领地记忆)"
},
{
"id": "CODE-022",
"en": "recursion",
"cn_direct": "递归",
"cnsh": "自环",
"explanation": "函数自己调用自己——周而复始，自环不息",
"cultural_origin": "《周易》太极图·阴阳自环",
"scene": "树形结构自环遍历",
"category": "CODE",
"related": ["CODE-001", "CODE-023"],
"cnsh_usage": "术 探枝(节点): 对 子节点 在 节点.子女: 探枝(子节点)"
},
{
"id": "CODE-023",
"en": "iterator",
"cn_direct": "迭代器",
"cnsh": "逐物官",
"explanation": "一个一个往外拿东西的机制——逐一点验，不重不漏",
"cultural_origin": "古代仓库逐物官·逐件点验登记",
"scene": "日志逐物官",
"category": "CODE",
"related": ["CODE-024", "CODE-022"],
"cnsh_usage": "逐物官(日志册) → 逐一取"
},
{
"id": "CODE-024",
"en": "generator",
"cn_direct": "生成器",
"cnsh": "涌泉",
"explanation": "需要时才产生下一个值，省内存——泉水涌出，取之不竭",
"cultural_origin": "涌泉·不竭之源·随取随涌",
"scene": "实时数据涌泉",
"category": "CODE",
"related": ["CODE-023"],
"cnsh_usage": "涌泉 产生数据() → 逐一涌出"
},
{
"id": "CODE-025",
"en": "decorator",
"cn_direct": "装饰器",
"cnsh": "加冕",
"explanation": "给函数套个壳子加功能——加冕不换人",
"cultural_origin": "古代帝王加冕·身份不变·权能增加",
"scene": "审计规则加冕",
"category": "CODE",
"related": ["CODE-001", "CODE-026"],
"cnsh_usage": "@加冕(计时) 术 审迹(): ..."
},
{
"id": "CODE-026",
"en": "lambda",
"cn_direct": "匿名函数",
"cnsh": "隐术",
"explanation": "没有名字的临时小函数——随手一用，不留名",
"cultural_origin": "隐者不留名·功成身退",
"scene": "过滤条件隐术",
"category": "CODE",
"related": ["CODE-001"],
"cnsh_usage": "隐术 x: x > 阈"
},
{
"id": "NET-001",
"en": "API",
"cn_direct": "应用程序接口",
"cnsh": "通关口",
"explanation": "两个系统之间对话的规矩——关口有令，出入有序",
"cultural_origin": "古代通关文牒·关口验证·有序通行",
"scene": "龍魂与华为云通关口",
"category": "NET",
"related": ["NET-002", "NET-003"],
"cnsh_usage": "通关口('/v1/审迹') → 请命/回禀"
},
{
"id": "NET-002",
"en": "endpoint",
"cn_direct": "端点",
"cnsh": "哨站",
"explanation": "API的具体地址——每个哨站守一路",
"cultural_origin": "古代边疆哨站·各守一路·瞭望敌情",
"scene": "数据上传哨站",
"category": "NET",
"related": ["NET-001", "NET-020"],
"cnsh_usage": "哨站('POST /审迹/上报')"
},
{
"id": "NET-003",
"en": "request/response",
"cn_direct": "请求/响应",
"cnsh": "请命/回禀",
"explanation": "我问你答——请命于上，回禀于下",
"cultural_origin": "古代君臣奏对·臣请命·君回旨",
"scene": "设备请命回禀",
"category": "NET",
"related": ["NET-001", "NET-002"],
"cnsh_usage": "请命(哨站, 货舱) → 回禀(结果)"
},
{
"id": "NET-004",
"en": "header",
"cn_direct": "头部",
"cnsh": "信头",
"explanation": "请求前面的元信息（谁发的、什么格式）——信头标记，验明正身",
"cultural_origin": "古代书信信头·发信人·日期·封印",
"scene": "身份验证信头",
"category": "NET",
"related": ["NET-003", "CRYPTO-016"],
"cnsh_usage": "信头{验证: '持令 xxx'}"
},
{
"id": "NET-005",
"en": "payload",
"cn_direct": "载荷",
"cnsh": "货舱",
"explanation": "真正要传输的数据本体——船上的货，不是船本身",
"cultural_origin": "货船货舱·船是载体·货是本体",
"scene": "审计数据货舱",
"category": "NET",
"related": ["NET-003", "NET-004"],
"cnsh_usage": "货舱 = {审迹结果, 时间印}"
},
{
"id": "NET-006",
"en": "JSON",
"cn_direct": "JSON格式",
"cnsh": "简牍",
"explanation": "一种文本数据格式，人也能读——竹简记事，人人可读",
"cultural_origin": "秦汉简牍·书写方便·人人可读",
"scene": "配置简牍",
"category": "NET",
"related": ["NET-005", "NET-007"],
"cnsh_usage": "简牍{本命: 9622, 审级: '绿'}"
},
{
"id": "NET-007",
"en": "XML",
"cn_direct": "XML格式",
"cnsh": "典册",
"explanation": "另一种更啰嗦的文本格式——典册繁复，但规矩森严",
"cultural_origin": "古代典籍册封·格式繁复·等级分明",
"scene": "旧系统典册",
"category": "NET",
"related": ["NET-006"],
"cnsh_usage": "典册<审迹><用户>9622</用户></审迹>"
},
{
"id": "NET-008",
"en": "REST",
"cn_direct": "表征状态转移",
"cnsh": "静息法",
"explanation": "用URL定位资源，用HTTP动词操作——静中取动，动中归静",
"cultural_origin": "道家·静为躁君·以静制动",
"scene": "龍魂API静息法",
"category": "NET",
"related": ["NET-001", "NET-003"],
"cnsh_usage": "静息法 取(GET /用户/9622)"
},
{
"id": "NET-009",
"en": "WebSocket",
"cn_direct": "网络套接字",
"cnsh": "长连线",
"explanation": "建立后一直连着，双向实时通信——一线牵，千里传音",
"cultural_origin": "月老红线·一线相连·牵动两端",
"scene": "实时审计长连线",
"category": "NET",
"related": ["NET-003", "NET-010"],
"cnsh_usage": "长连线('ws://审迹/实时')"
},
{
"id": "NET-010",
"en": "gRPC",
"cn_direct": "gRPC",
"cnsh": "疾信",
"explanation": "高性能远程调用框架——八百里加急",
"cultural_origin": "古代驿站·八百里加急·最快传信",
"scene": "内部模块疾信",
"category": "NET",
"related": ["NET-003", "NET-009"],
"cnsh_usage": "疾信.请命(审迹服务, 数据)"
},
{
"id": "NET-011",
"en": "TCP",
"cn_direct": "传输控制协议",
"cnsh": "稳信道",
"explanation": "可靠、有序、不丢包——稳如泰山，一字不落",
"cultural_origin": "泰山之稳·千里传书一字不差",
"scene": "审计数据稳信道",
"category": "NET",
"related": ["NET-012", "NET-013"],
"cnsh_usage": "稳信道(哨站) → 有序不丢"
},
{
"id": "NET-012",
"en": "UDP",
"cn_direct": "用户数据报协议",
"cnsh": "快信道",
"explanation": "快但不保证到达——飞鸽传书，快但可能丢",
"cultural_origin": "飞鸽传书·快如闪电·但可能迷途",
"scene": "实时告警快信道",
"category": "NET",
"related": ["NET-011", "NET-013"],
"cnsh_usage": "快信道(烽火哨站) → 尽力传"
},
{
"id": "NET-013",
"en": "HTTP/HTTPS",
"cn_direct": "超文本传输协议",
"cnsh": "明文道/密文道",
"explanation": "网页传输的基础协议——明修栈道/暗度陈仓",
"cultural_origin": "韩信·明修栈道暗度陈仓",
"scene": "官网密文道",
"category": "NET",
"related": ["NET-008", "CRYPTO-006"],
"cnsh_usage": "密文道('https://uid9622.cn')"
},
{
"id": "NET-014",
"en": "DNS",
"cn_direct": "域名系统",
"cnsh": "名录司",
"explanation": "把域名翻译成IP地址——名录官查册，名对号",
"cultural_origin": "古代户部名录司·名册对应户籍",
"scene": "uid9622.cn 名录司",
"category": "NET",
"related": ["NET-013"],
"cnsh_usage": "名录司.查('uid9622.cn') → '119.13.90.27'"
},
{
"id": "NET-015",
"en": "CDN",
"cn_direct": "内容分发网络",
"cnsh": "驿站网",
"explanation": "把内容放到离用户近的地方——驿站遍布，就近取件",
"cultural_origin": "古代驿站网络·每隔三十里一驿·就近换马",
"scene": "官网加速驿站网",
"category": "NET",
"related": ["NET-013", "NET-016"],
"cnsh_usage": "驿站网.缓存(静态文件)"
},
{
"id": "NET-016",
"en": "load balancer",
"cn_direct": "负载均衡",
"cnsh": "分流闸",
"explanation": "把请求均匀分给多台服务器——分水闸，水大分流",
"cultural_origin": "都江堰分水鱼嘴·水大时分流各渠",
"scene": "分布式分流闸",
"category": "NET",
"related": ["NET-015", "NET-017"],
"cnsh_usage": "分流闸([哨站1, 哨站2, 哨站3])"
},
{
"id": "NET-017",
"en": "reverse proxy",
"cn_direct": "反向代理",
"cnsh": "门房",
"explanation": "外面人只看见门房，不知道后面是谁——深宅大院，门房挡驾",
"cultural_origin": "大户人家门房·来客只见门房·不知内院",
"scene": "安全门房",
"category": "NET",
"related": ["NET-016", "NET-018"],
"cnsh_usage": "门房(公网) → 内院(哨站)"
},
{
"id": "NET-018",
"en": "firewall",
"cn_direct": "防火墙",
"cnsh": "护城河",
"explanation": "过滤进出网络的流量——护城河挡外敌",
"cultural_origin": "古代城池护城河·阻挡外敌·过滤来者",
"scene": "七层护城河",
"category": "NET",
"related": ["NET-017", "CRYPTO-001"],
"cnsh_usage": "护城河.放行(可信IP)"
},
{
"id": "NET-019",
"en": "VPN",
"cn_direct": "虚拟专用网络",
"cnsh": "暗道",
"explanation": "在公网上搭一条加密隧道——地道战，神不知鬼不觉",
"cultural_origin": "古代地道/密道·暗中通行·外人不知",
"scene": "远程管理暗道",
"category": "NET",
"related": ["NET-018", "CRYPTO-001"],
"cnsh_usage": "暗道(鲲鹏, Mac)"
},
{
"id": "NET-020",
"en": "NAT",
"cn_direct": "网络地址转换",
"cnsh": "易容术",
"explanation": "内网IP换成公网IP出去——乔装改扮，出门换脸",
"cultural_origin": "古代易容术·乔装改扮·以假乱真",
"scene": "内网设备易容术",
"category": "NET",
"related": ["NET-017"],
"cnsh_usage": "易容术(内网IP) → 公网IP"
},
{
"id": "NET-021",
"en": "port",
"cn_direct": "端口",
"cnsh": "门牌号",
"explanation": "IP是地址，端口是门牌号——地址到了找门牌",
"cultural_origin": "街巷门牌·一条街多个门·各有其号",
"scene": "服务门牌号",
"category": "NET",
"related": ["NET-002", "NET-022"],
"cnsh_usage": "119.13.90.27:门牌号(443)"
},
{
"id": "NET-022",
"en": "socket",
"cn_direct": "套接字",
"cnsh": "插口",
"explanation": "IP+端口，网络通信的端点——墙上的插口，插上就通",
"cultural_origin": "古代榫卯·插口对接·严丝合缝",
"scene": "通信插口",
"category": "NET",
"related": ["NET-021", "NET-011"],
"cnsh_usage": "插口(IP, 门牌号) → 连线"
},
{
"id": "DATA-001",
"en": "database",
"cn_direct": "数据库",
"cnsh": "档案库",
"explanation": "有组织地存数据的地方——朝廷档案库，分类归档",
"cultural_origin": "古代朝廷档案库·分类保管·按册查询",
"scene": "龍魂档案库",
"category": "DATA",
"related": ["DATA-002", "DATA-003"],
"cnsh_usage": "档案库('龍魂').连()"
},
{
"id": "DATA-002",
"en": "SQL",
"cn_direct": "结构化查询语言",
"cnsh": "查档语",
"explanation": "跟关系型数据库说话的语言——用规矩的话查规矩的档",
"cultural_origin": "古代查档用语·有固定格式·一问一答",
"scene": "审计查档语",
"category": "DATA",
"related": ["DATA-001", "DATA-003"],
"cnsh_usage": "查档语('取 * 自 用户册 当 本命=9622')"
},
{
"id": "DATA-003",
"en": "NoSQL",
"cn_direct": "非关系型数据库",
"cnsh": "散档库",
"explanation": "不用固定表格，灵活存——散装档案，不拘格式",
"cultural_origin": "民间散档·不拘格式·随存随取",
"scene": "日志散档库",
"category": "DATA",
"related": ["DATA-001", "DATA-002"],
"cnsh_usage": "散档库('日志').存({时间: '今', 事: '审迹'})"
},
{
"id": "DATA-004",
"en": "table",
"cn_direct": "表",
"cnsh": "册",
"explanation": "行和列组成的二维结构——花名册，每人一行",
"cultural_origin": "古代花名册·竖列横行·每行一丁",
"scene": "用户册",
"category": "DATA",
"related": ["DATA-005", "DATA-006"],
"cnsh_usage": "册 用户 {本命, 名号, 入籍时}"
},
{
"id": "DATA-005",
"en": "row/record",
"cn_direct": "行/记录",
"cnsh": "条",
"explanation": "表里的一行数据——一条一条记",
"cultural_origin": "古代记账·一条一笔·清楚明白",
"scene": "一条审计条",
"category": "DATA",
"related": ["DATA-004"],
"cnsh_usage": "新条 {本命: 9622, 审色: '绿'}"
},
{
"id": "DATA-006",
"en": "column/field",
"cn_direct": "列/字段",
"cnsh": "项",
"explanation": "表里的一列——每一项有名字",
"cultural_origin": "古代账本·每一项有名称·有值",
"scene": "时间项",
"category": "DATA",
"related": ["DATA-004"],
"cnsh_usage": "用户册.项('入籍时')"
},
{
"id": "DATA-007",
"en": "index",
"cn_direct": "索引",
"cnsh": "速查簿",
"explanation": "加速查询的数据结构——查档先查速查簿，不用翻遍所有册",
"cultural_origin": "古代档案室速查簿·按笔画/韵目编排·快速定位",
"scene": "日志速查簿",
"category": "DATA",
"related": ["DATA-004", "DATA-005"],
"cnsh_usage": "速查簿(用户册.本命) — 加速查"
},
{
"id": "DATA-008",
"en": "primary key",
"cn_direct": "主键",
"cnsh": "本命",
"explanation": "唯一标识一条记录的字段——每个人的本命独一无二",
"cultural_origin": "道家本命·一人一命·独一无二",
"scene": "用户本命",
"category": "DATA",
"related": ["DATA-005", "DATA-009"],
"cnsh_usage": "册 用户(本命 主)"
},
{
"id": "DATA-009",
"en": "foreign key",
"cn_direct": "外键",
"cnsh": "血缘",
"explanation": "指向另一张表的关联——血脉相连，父子相认",
"cultural_origin": "宗族血脉·父系相传·有谱可查",
"scene": "模块血缘",
"category": "DATA",
"related": ["DATA-008", "DATA-010"],
"cnsh_usage": "审迹条.血缘 → 用户册.本命"
},
{
"id": "DATA-010",
"en": "join",
"cn_direct": "连接",
"cnsh": "联姻",
"explanation": "把多张表按条件拼起来——两姓联姻，合为一家",
"cultural_origin": "古代联姻·两族结合·信息互通",
"scene": "跨库审计联姻",
"category": "DATA",
"related": ["DATA-009", "DATA-004"],
"cnsh_usage": "联姻(用户册, 审迹册, 用=本命)"
},
{
"id": "DATA-011",
"en": "transaction",
"cn_direct": "事务",
"cnsh": "契约",
"explanation": "要么全做，要么全不做——一诺千金，不可半途",
"cultural_origin": "古代契约·画押为凭·不可反悔",
"scene": "资金转移契约",
"category": "DATA",
"related": ["DATA-001", "DATA-005"],
"cnsh_usage": "契约: 扣甲钱; 加乙钱; 契定"
},
{
"id": "DATA-012",
"en": "ACID",
"cn_direct": "原子性一致性隔离性持久性",
"cnsh": "四铁律",
"explanation": "数据库可靠性的四个保证——不可分割/状态一致/互不干扰/写入不丢",
"cultural_origin": "古代铁律·四大不可违背之规",
"scene": "档案库四铁律",
"category": "DATA",
"related": ["DATA-011", "DATA-001"],
"cnsh_usage": "档案库.守(四铁律)"
},
{
"id": "DATA-013",
"en": "ORM",
"cn_direct": "对象关系映射",
"cnsh": "译官",
"explanation": "代码对象和数据库表之间的翻译——翻译官，两头通",
"cultural_origin": "古代译官·通两种语言·居中翻译",
"scene": "数据译官",
"category": "DATA",
"related": ["DATA-001", "CODE-001"],
"cnsh_usage": "译官(代码对象 ↔ 册)"
},
{
"id": "DATA-014",
"en": "cache",
"cn_direct": "缓存",
"cnsh": "近卫",
"explanation": "把常用数据放近点，快取——贴身近卫，随叫随到",
"cultural_origin": "皇帝近卫·贴身护卫·随时调用",
"scene": "热点数据近卫",
"category": "DATA",
"related": ["DATA-015", "NET-015"],
"cnsh_usage": "近卫.取(本命) — 快于档案库"
},
{
"id": "DATA-015",
"en": "redis",
"cn_direct": "Redis",
"cnsh": "赤速库",
"explanation": "内存里的高速键值数据库——红色闪电，快到极致",
"cultural_origin": "赤兔马·日行千里·快如闪电",
"scene": "实时状态赤速库",
"category": "DATA",
"related": ["DATA-014", "DATA-003"],
"cnsh_usage": "赤速库.设('状态', '在线', 过时=60)"
},
{
"id": "DATA-016",
"en": "shard",
"cn_direct": "分片",
"cnsh": "分疆",
"explanation": "把大数据拆到多台机器——分疆而治，各管一片",
"cultural_origin": "古代分封制·分疆而治·各守其地",
"scene": "分布式分疆",
"category": "DATA",
"related": ["DATA-017", "DATA-004"],
"cnsh_usage": "分疆(用户册, 按=地域)"
},
{
"id": "DATA-017",
"en": "replica",
"cn_direct": "副本",
"cnsh": "影身",
"explanation": "数据的备份copy——如影随形，随时替补",
"cultural_origin": "道家分身术·影身不离真身",
"scene": "档案影身",
"category": "DATA",
"related": ["DATA-016", "DATA-018"],
"cnsh_usage": "影身(档案库) — 自动同步"
},
{
"id": "DATA-018",
"en": "backup",
"cn_direct": "备份",
"cnsh": "存档",
"explanation": "定期复制一份留着——存档备查，有备无患",
"cultural_origin": "古代存档制度·定期誊抄·异地保存",
"scene": "全量存档",
"category": "DATA",
"related": ["DATA-017"],
"cnsh_usage": "存档(档案库, 至='鲲鹏')"
},
{
"id": "DATA-019",
"en": "migration",
"cn_direct": "迁移",
"cnsh": "搬家",
"explanation": "数据从一个地方搬到另一个——举家搬迁，一件不落",
"cultural_origin": "古代移民·举家搬迁·全部带走",
"scene": "版本升级搬家",
"category": "DATA",
"related": ["DATA-001", "DATA-020"],
"cnsh_usage": "搬家(旧档案库 → 新档案库)"
},
{
"id": "DATA-020",
"en": "schema",
"cn_direct": "模式",
"cnsh": "蓝图",
"explanation": "数据库的结构设计——建筑先画蓝图",
"cultural_origin": "古代营造·先画蓝图·后动工",
"scene": "档案库蓝图",
"category": "DATA",
"related": ["DATA-004", "DATA-019"],
"cnsh_usage": "蓝图 用户档案 {册: [用户, 审迹, 日志]}"
},
{
"id": "CRYPTO-001",
"en": "encryption",
"cn_direct": "加密",
"cnsh": "锁匣",
"explanation": "把明文变密文——把信锁进匣子里",
"cultural_origin": "古代密匣·锁住内容·唯钥可开",
"scene": "数据锁匣",
"category": "CRYPTO",
"related": ["CRYPTO-002", "CRYPTO-003"],
"cnsh_usage": "锁匣(明文, 用=暗钥)"
},
{
"id": "CRYPTO-002",
"en": "decryption",
"cn_direct": "解密",
"cnsh": "开匣",
"explanation": "把密文变回来——用钥匙开匣子",
"cultural_origin": "对应锁匣·钥到匣开",
"scene": "授权开匣",
"category": "CRYPTO",
"related": ["CRYPTO-001", "CRYPTO-008"],
"cnsh_usage": "开匣(密文, 用=明钥)"
},
{
"id": "CRYPTO-003",
"en": "hash",
"cn_direct": "哈希",
"cnsh": "指纹",
"explanation": "任意长度输入→固定长度输出，不可逆——每个人指纹唯一，不可还原",
"cultural_origin": "指纹·独一无二·不可逆推其人",
"scene": "文件指纹",
"category": "CRYPTO",
"related": ["CRYPTO-004", "CRYPTO-011"],
"cnsh_usage": "指纹(文件) → 'a3f2...'"
},
{
"id": "CRYPTO-004",
"en": "salt",
"cn_direct": "盐值",
"cnsh": "佐料",
"explanation": "给密码加点随机料再哈希——加把盐，味道不一样",
"cultural_origin": "烹饪佐料·同样的菜·不同佐料·不同味",
"scene": "密码佐料",
"category": "CRYPTO",
"related": ["CRYPTO-003"],
"cnsh_usage": "指纹(密码 + 佐料())"
},
{
"id": "CRYPTO-005",
"en": "signature",
"cn_direct": "签名",
"cnsh": "印鉴",
"explanation": "用私钥证明\"这是我发的\"——盖上我的印",
"cultural_origin": "古代官印·盖印为凭·独一无二",
"scene": "行为印鉴",
"category": "CRYPTO",
"related": ["CRYPTO-006", "CRYPTO-008"],
"cnsh_usage": "印鉴(数据, 用=暗钥)"
},
{
"id": "CRYPTO-006",
"en": "certificate",
"cn_direct": "证书",
"cnsh": "凭证",
"explanation": "权威机构发的身份证明——官方发的通行凭证",
"cultural_origin": "古代通关凭证·官方签发·验明正身",
"scene": "HTTPS凭证",
"category": "CRYPTO",
"related": ["CRYPTO-005", "CRYPTO-007"],
"cnsh_usage": "凭证('uid9622.cn', 签发=CA)"
},
{
"id": "CRYPTO-007",
"en": "public key",
"cn_direct": "公钥",
"cnsh": "明钥",
"explanation": "可以公开，用来加密或验签——明面上的钥匙，谁都能用",
"cultural_origin": "城门外挂的锁·明钥人人可见",
"scene": "验证明钥",
"category": "CRYPTO",
"related": ["CRYPTO-008", "CRYPTO-005"],
"cnsh_usage": "明钥('A2D0092C...') — 验印鉴用"
},
{
"id": "CRYPTO-008",
"en": "private key",
"cn_direct": "私钥",
"cnsh": "暗钥",
"explanation": "必须保密，用来解密或签名——暗藏的钥匙，只有自己知道",
"cultural_origin": "贴身暗藏的钥匙·永不示人",
"scene": "签名暗钥",
"category": "CRYPTO",
"related": ["CRYPTO-007", "CRYPTO-005"],
"cnsh_usage": "🔴 暗钥永不入云·物理隔离"
},
{
"id": "CRYPTO-009",
"en": "symmetric encryption",
"cn_direct": "对称加密",
"cnsh": "同钥锁",
"explanation": "加密解密用同一把钥匙——同一把钥匙开同一把锁",
"cultural_origin": "传统铜锁·一把钥匙开一把锁",
"scene": "内部通信同钥锁",
"category": "CRYPTO",
"related": ["CRYPTO-010", "CRYPTO-013"],
"cnsh_usage": "同钥锁(明文, 钥=共享钥)"
},
{
"id": "CRYPTO-010",
"en": "asymmetric encryption",
"cn_direct": "非对称加密",
"cnsh": "双钥锁",
"explanation": "公钥加密、私钥解密——两把不同的钥匙，一把锁一把开",
"cultural_origin": "阴阳锁·两钥配合·缺一不可",
"scene": "对外通信双钥锁",
"category": "CRYPTO",
"related": ["CRYPTO-009", "CRYPTO-007", "CRYPTO-008"],
"cnsh_usage": "双钥锁(明文, 锁用=明钥, 开用=暗钥)"
},
{
"id": "CRYPTO-011",
"en": "HMAC",
"cn_direct": "哈希消息认证码",
"cnsh": "验身印",
"explanation": "用密钥做哈希，验证消息完整性——验明正身，确认没被改过",
"cultural_origin": "古代验身·核验身份·确认无误",
"scene": "审计验身印",
"category": "CRYPTO",
"related": ["CRYPTO-003", "CRYPTO-005"],
"cnsh_usage": "验身印(消息, 用=共享钥)"
},
{
"id": "CRYPTO-012",
"en": "JWT",
"cn_direct": "JSON Web Token",
"cnsh": "通令牌",
"explanation": "包含用户信息的自包含令牌——一块令牌，走遍天下",
"cultural_origin": "古代通关令牌·一牌在手·关卡通",
"scene": "身份通令牌",
"category": "CRYPTO",
"related": ["CRYPTO-005", "CRYPTO-006"],
"cnsh_usage": "通令牌{本命: 9622, 过期: '1时辰'}"
},
{
"id": "CRYPTO-013",
"en": "AES",
"cn_direct": "高级加密标准",
"cnsh": "国密甲",
"explanation": "常用对称加密算法——甲等加密",
"cultural_origin": "天干之首·甲为第一",
"scene": "数据国密甲",
"category": "CRYPTO",
"related": ["CRYPTO-014", "CRYPTO-015", "CRYPTO-009"],
"cnsh_usage": "国密甲.锁匣(数据)"
},
{
"id": "CRYPTO-014",
"en": "RSA",
"cn_direct": "RSA算法",
"cnsh": "国密乙",
"explanation": "常用非对称加密算法——乙等加密",
"cultural_origin": "天干之二·乙为次",
"scene": "身份国密乙",
"category": "CRYPTO",
"related": ["CRYPTO-013", "CRYPTO-015", "CRYPTO-010"],
"cnsh_usage": "国密乙.双钥锁(数据)"
},
{
"id": "CRYPTO-015",
"en": "ECC",
"cn_direct": "椭圆曲线加密",
"cnsh": "国密丙",
"explanation": "更短的密钥、同等安全——丙等加密，轻而强",
"cultural_origin": "天干之三·丙为火·小而烈",
"scene": "轻量国密丙",
"category": "CRYPTO",
"related": ["CRYPTO-013", "CRYPTO-014"],
"cnsh_usage": "国密丙.双钥锁(数据) — 短钥强安"
},
{
"id": "CRYPTO-016",
"en": "SM2/SM3/SM4",
"cn_direct": "国密算法",
"cnsh": "龙锁/龙印/龙匣",
"explanation": "中国自主密码标准——龍魂专属密码体系",
"cultural_origin": "中国自主·龍的传人·自己的锁",
"scene": "龍魂国密体系",
"category": "CRYPTO",
"related": ["CRYPTO-013", "CRYPTO-014", "CRYPTO-015"],
"cnsh_usage": "龙锁(双钥)/龙印(指纹)/龙匣(同钥)"
},
{
"id": "CRYPTO-017",
"en": "OAuth",
"cn_direct": "开放授权",
"cnsh": "代授权",
"explanation": "\"我授权第三方代表我操作\"——代行我权",
"cultural_origin": "古代代行授权·令牌代行·有限权力",
"scene": "第三方代授权",
"category": "CRYPTO",
"related": ["CRYPTO-012", "CRYPTO-018"],
"cnsh_usage": "代授权(微信, 权限='读用户')"
},
{
"id": "CRYPTO-018",
"en": "MFA",
"cn_direct": "多因素认证",
"cnsh": "三重门",
"explanation": "密码+手机+指纹等多层验证——过三重门才见真颜",
"cultural_origin": "古代皇宫三重门·层层验证·方见天子",
"scene": "登录三重门",
"category": "CRYPTO",
"related": ["CRYPTO-012", "CRYPTO-017"],
"cnsh_usage": "三重门(密码, 短信, 指纹)"
},
{
"id": "CRYPTO-019",
"en": "zero-knowledge proof",
"cn_direct": "零知识证明",
"cnsh": "无言证",
"explanation": "证明我知道某事，但不透露内容——不言自明",
"cultural_origin": "禅宗·不立文字·以心传心·知而不言",
"scene": "隐私无言证",
"category": "CRYPTO",
"related": ["AUDIT-008"],
"cnsh_usage": "无言证(我知密码, 不透露密码)"
},
{
"id": "CRYPTO-020",
"en": "GPG",
"cn_direct": "GNU隐私卫士",
"cnsh": "龍印",
"explanation": "GPG密钥对——龍魂数字身份的终极凭证",
"cultural_origin": "传国玉玺·独一无二·盖印为凭",
"scene": "UID9622龍印",
"category": "CRYPTO",
"related": ["CRYPTO-005", "CRYPTO-008"],
"cnsh_usage": "龍印(A2D0092CEE2E5BA87035600924C3704A8CC26D5F)"
},
{
"id": "AI-001",
"en": "model",
"cn_direct": "模型",
"cnsh": "模子",
"explanation": "训练出来的\"脑子\"——用数据浇铸出来的模子",
"cultural_origin": "古代铸造·模子定型·浇铸成形",
"scene": "龍魂人格模子",
"category": "AI",
"related": ["AI-002", "AI-003"],
"cnsh_usage": "模子('longhun-v4.0').断事(输入)"
},
{
"id": "AI-002",
"en": "training",
"cn_direct": "训练",
"cnsh": "淬炼",
"explanation": "用数据反复调整参数——千锤百炼，方成利器",
"cultural_origin": "铸剑淬炼·反复锻打·火淬水冷",
"scene": "人格淬炼",
"category": "AI",
"related": ["AI-001", "AI-004", "AI-008"],
"cnsh_usage": "淬炼(模子, 数据=训练集, 周天=100)"
},
{
"id": "AI-003",
"en": "inference",
"cn_direct": "推理",
"cnsh": "断事",
"explanation": "用训练好的模型做预测——明镜高悬，当堂断案",
"cultural_origin": "古代判官断案·明镜高悬·是非立判",
"scene": "实时断事",
"category": "AI",
"related": ["AI-001", "AI-002"],
"cnsh_usage": "模子.断事(新数据) → 预测"
},
{
"id": "AI-004",
"en": "fine-tuning",
"cn_direct": "微调",
"cnsh": "精修",
"explanation": "在大模型基础上针对性调整——大器已成，精修细节",
"cultural_origin": "玉器精修·大形已成·细琢出彩",
"scene": "龍魂人格精修",
"category": "AI",
"related": ["AI-002", "AI-001"],
"cnsh_usage": "精修(底座模子, 用=龍魂数据)"
},
{
"id": "AI-005",
"en": "prompt",
"cn_direct": "提示词",
"cnsh": "启语",
"explanation": "给AI的输入指令——一语启动乾坤",
"cultural_origin": "咒语·一言启动·天地响应",
"scene": "人格启语",
"category": "AI",
"related": ["AI-003", "AI-006"],
"cnsh_usage": "启语 = '你是龍魂审计官，检查以下数据...'"
},
{
"id": "AI-006",
"en": "embedding",
"cn_direct": "嵌入",
"cnsh": "压影",
"explanation": "把文字变成数字向量——压缩成影子，保留语义",
"cultural_origin": "皮影戏·扁平影子·蕴含丰富信息",
"scene": "语义压影",
"category": "AI",
"related": ["AI-007", "AI-005"],
"cnsh_usage": "压影('为人民服务') → [0.1, 0.3, ...]"
},
{
"id": "AI-007",
"en": "vector",
"cn_direct": "向量",
"cnsh": "方向量",
"explanation": "有方向的数字数组——在语义空间里指方向",
"cultural_origin": "指南针·有方向·有大小",
"scene": "语义方向量",
"category": "AI",
"related": ["AI-006"],
"cnsh_usage": "方向量(768维) — 语义空间定位"
},
{
"id": "AI-008",
"en": "token",
"cn_direct": "令牌/词元",
"cnsh": "字粒",
"explanation": "AI处理的最小文本单位——一粒一粒的字",
"cultural_origin": "米粒·最小可数单位",
"scene": "输入字粒",
"category": "AI",
"related": ["AI-005", "AI-009"],
"cnsh_usage": "切字粒('你好世界') → ['你','好','世','界']"
},
{
"id": "AI-009",
"en": "context window",
"cn_direct": "上下文窗口",
"cnsh": "记忆窗",
"explanation": "AI能记住的最近对话长度——短时记忆的窗口",
"cultural_origin": "窗·有限的视野",
"scene": "龍魂记忆窗",
"category": "AI",
"related": ["AI-008", "AI-005"],
"cnsh_usage": "记忆窗(8192字粒) — 超过则遗忘"
},
{
"id": "AI-010",
"en": "temperature",
"cn_direct": "温度",
"cnsh": "熵度",
"explanation": "输出随机性，越高越发散——熵度越高越天马行空",
"cultural_origin": "热力学熵·无序程度",
"scene": "创意熵度",
"category": "AI",
"related": ["AI-011", "AI-003"],
"cnsh_usage": "模子.断事(启语, 熵度=0.7)"
},
{
"id": "AI-011",
"en": "top-p",
"cn_direct": "核采样",
"cnsh": "择优域",
"explanation": "只从概率最高的前P%里选——优中选优",
"cultural_origin": "科举择优·只取前茅",
"scene": "回答择优域",
"category": "AI",
"related": ["AI-010"],
"cnsh_usage": "模子.断事(启语, 择优域=0.9)"
},
{
"id": "AI-012",
"en": "epoch",
"cn_direct": "轮次",
"cnsh": "周天",
"explanation": "全部数据过一遍算一轮——天道循环一周",
"cultural_origin": "《周易》周天·循环一周",
"scene": "淬炼周天",
"category": "AI",
"related": ["AI-002", "AI-013"],
"cnsh_usage": "淬炼(模子, 周天=10)"
},
{
"id": "AI-013",
"en": "batch",
"cn_direct": "批次",
"cnsh": "批",
"explanation": "一次处理多少条数据——一批一批来",
"cultural_origin": "古代科举·分批次阅卷",
"scene": "训练批",
"category": "AI",
"related": ["AI-012", "AI-002"],
"cnsh_usage": "淬炼(模子, 批大小=32)"
},
{
"id": "AI-014",
"en": "loss",
"cn_direct": "损失",
"cnsh": "偏差",
"explanation": "预测和真实的差距——差了多少",
"cultural_origin": "射箭偏差·偏离靶心多少",
"scene": "淬炼偏差",
"category": "AI",
"related": ["AI-015", "AI-016"],
"cnsh_usage": "偏差(预测, 真实) → 0.05"
},
{
"id": "AI-015",
"en": "gradient",
"cn_direct": "梯度",
"cnsh": "坡度",
"explanation": "参数调整的方向和大小——往哪个坡走、走多大步",
"cultural_origin": "山路坡度·方向和陡缓",
"scene": "优化坡度",
"category": "AI",
"related": ["AI-014", "AI-016"],
"cnsh_usage": "坡度(偏差) → 调整方向与大小"
},
{
"id": "AI-016",
"en": "backpropagation",
"cn_direct": "反向传播",
"cnsh": "回溯调",
"explanation": "从输出倒推调整参数——从结果倒推，逐层调校",
"cultural_origin": "《大学》格物致知·由果推因",
"scene": "误差回溯调",
"category": "AI",
"related": ["AI-014", "AI-015"],
"cnsh_usage": "回溯调(偏差) — 逐层调整参数"
},
{
"id": "AI-017",
"en": "overfitting",
"cn_direct": "过拟合",
"cnsh": "死记",
"explanation": "只记住了训练数据，不会泛化——死记硬背，不会活用",
"cultural_origin": "科举死记·只会背不会用",
"scene": "模子死记",
"category": "AI",
"related": ["AI-018", "AI-002"],
"cnsh_usage": "🔴 模子死记 — 训集准·测集崩"
},
{
"id": "AI-018",
"en": "underfitting",
"cn_direct": "欠拟合",
"cnsh": "懵懂",
"explanation": "学得太浅，啥都没学会——懵懵懂懂，一问三不知",
"cultural_origin": "童蒙未开·懵懂无知",
"scene": "模子懵懂",
"category": "AI",
"related": ["AI-017", "AI-002"],
"cnsh_usage": "🟡 模子懵懂 — 训测都差"
},
{
"id": "AI-019",
"en": "RAG",
"cn_direct": "检索增强生成",
"cnsh": "查补断",
"explanation": "先查资料再回答——先查后断，有据可依",
"cultural_origin": "判官断案·先查卷宗·再下判决",
"scene": "龍魂查补断",
"category": "AI",
"related": ["AI-003", "AI-006"],
"cnsh_usage": "查补断(问题, 资料库=语义压影)"
},
{
"id": "AI-020",
"en": "agent",
"cn_direct": "智能体",
"cnsh": "使徒",
"explanation": "能自主决策行动的AI实体——奉命行事，自主决断",
"cultural_origin": "古代使徒·奉命出使·自主行事",
"scene": "龍魂使徒",
"category": "AI",
"related": ["AI-001", "AI-003"],
"cnsh_usage": "使徒('审迹官', 模子=审迹模子)"
},
{
"id": "AI-021",
"en": "LLM",
"cn_direct": "大语言模型",
"cnsh": "大言模",
"explanation": "基于海量文本训练的大模型——读万卷书的大模子",
"cultural_origin": "读万卷书·行万里路",
"scene": "底座大言模",
"category": "AI",
"related": ["AI-001", "AI-004"],
"cnsh_usage": "大言模('qwen2.5') — 龍魂底座"
},
{
"id": "AI-022",
"en": "LoRA",
"cn_direct": "低秩适配",
"cnsh": "轻淬",
"explanation": "只调整一小部分参数的高效微调——四两拨千斤",
"cultural_origin": "太极·四两拨千斤·以小动大",
"scene": "MLX LoRA轻淬",
"category": "AI",
"related": ["AI-004", "AI-002"],
"cnsh_usage": "轻淬(底座, rank=16, alpha=32)"
},
{
"id": "DEVOPS-001",
"en": "CI/CD",
"cn_direct": "持续集成/持续部署",
"cnsh": "流水营",
"explanation": "代码提交→测试→部署自动跑——流水线兵营，自动操练",
"cultural_origin": "古代兵营流水操练·一令到底·自动执行",
"scene": "龍魂流水营",
"category": "DEVOPS",
"related": ["DEVOPS-002", "DEVOPS-003"],
"cnsh_usage": "流水营.跑(代码) → 测 → 部署"
},
{
"id": "DEVOPS-002",
"en": "container",
"cn_direct": "容器",
"cnsh": "匣",
"explanation": "把应用和依赖打包隔离运行——封入匣中，自成天地",
"cultural_origin": "古代宝匣·自成一界·与外界隔离",
"scene": "服务匣",
"category": "DEVOPS",
"related": ["DEVOPS-003", "DEVOPS-004"],
"cnsh_usage": "匣(審迹服务) — 隔离运行"
},
{
"id": "DEVOPS-003",
"en": "Docker",
"cn_direct": "Docker",
"cnsh": "匣工",
"explanation": "容器化工具——造匣子的工匠",
"cultural_origin": "古代工匠·专司造匣",
"scene": "龍魂匣工",
"category": "DEVOPS",
"related": ["DEVOPS-002"],
"cnsh_usage": "匣工.构建(蓝图文件)"
},
{
"id": "DEVOPS-004",
"en": "Kubernetes/K8s",
"cn_direct": "容器编排",
"cnsh": "统军台",
"explanation": "管理成千上万个容器——统领千军的帅台",
"cultural_origin": "古代中军大帐·统率三军·调度有序",
"scene": "分布式统军台",
"category": "DEVOPS",
"related": ["DEVOPS-005", "DEVOPS-006"],
"cnsh_usage": "统军台.部署(匣, 副本数=3)"
},
{
"id": "DEVOPS-005",
"en": "pod",
"cn_direct": "容器组",
"cnsh": "小队",
"explanation": "K8s里最小的部署单元——最小的作战小队",
"cultural_origin": "古代军队最小作战单位·五人一伍",
"scene": "服务小队",
"category": "DEVOPS",
"related": ["DEVOPS-004"],
"cnsh_usage": "小队([审迹匣, 日志匣])"
},
{
"id": "DEVOPS-006",
"en": "service",
"cn_direct": "服务",
"cnsh": "岗哨",
"explanation": "对外暴露的稳定访问入口——固定岗哨，永远有人值守",
"cultural_origin": "古代城防固定岗哨·随时可联络",
"scene": "模块岗哨",
"category": "DEVOPS",
"related": ["DEVOPS-004", "DEVOPS-005"],
"cnsh_usage": "岗哨('审迹', 门牌号=8766)"
},
{
"id": "DEVOPS-007",
"en": "ingress",
"cn_direct": "入口",
"cnsh": "正门",
"explanation": "外部流量进入集群的入口——城门，一切从这进",
"cultural_origin": "古代城池正门·一切出入必经",
"scene": "流量正门",
"category": "DEVOPS",
"related": ["DEVOPS-004", "NET-017"],
"cnsh_usage": "正门('uid9622.cn') → 路由到岗哨"
},
{
"id": "DEVOPS-008",
"en": "namespace",
"cn_direct": "命名空间",
"cnsh": "辖区",
"explanation": "逻辑隔离的资源分组——各管各的辖区",
"cultural_origin": "古代行政区划·各府各县·各管辖区",
"scene": "模块辖区",
"category": "DEVOPS",
"related": ["DEVOPS-004"],
"cnsh_usage": "辖区('审迹模块') — 隔离资源"
},
{
"id": "DEVOPS-009",
"en": "helm",
"cn_direct": "Helm",
"cnsh": "舰长",
"explanation": "K8s的包管理工具——掌舵的舰长",
"cultural_origin": "古代舰长·掌舵者·统管全船",
"scene": "部署舰长",
"category": "DEVOPS",
"related": ["DEVOPS-004"],
"cnsh_usage": "舰长.装('龍魂审迹', 配置=值册)"
},
{
"id": "DEVOPS-010",
"en": "log",
"cn_direct": "日志",
"cnsh": "起居注",
"explanation": "系统运行的记录——帝王起居注，事无巨细",
"cultural_origin": "古代帝王起居注·每日言行·记录在案",
"scene": "龍魂起居注",
"category": "DEVOPS",
"related": ["DEVOPS-011", "AUDIT-001"],
"cnsh_usage": "起居注('审迹完成', 级='信息')"
},
{
"id": "DEVOPS-011",
"en": "monitoring",
"cn_direct": "监控",
"cnsh": "瞭望塔",
"explanation": "实时看系统状态——站在高处瞭望全局",
"cultural_origin": "古代烽火台瞭望塔·登高望远·监视敌情",
"scene": "七层瞭望塔",
"category": "DEVOPS",
"related": ["DEVOPS-012", "DEVOPS-014"],
"cnsh_usage": "瞭望塔.巡() → 各岗哨状态"
},
{
"id": "DEVOPS-012",
"en": "alerting",
"cn_direct": "告警",
"cnsh": "烽火台",
"explanation": "出问题时发通知——点烽火，传警报",
"cultural_origin": "周幽王烽火戏诸侯·烽火传警",
"scene": "异常烽火台",
"category": "DEVOPS",
"related": ["DEVOPS-011", "CODE-012"],
"cnsh_usage": "烽火台.燃('内存超90%')"
},
{
"id": "DEVOPS-013",
"en": "tracing",
"cn_direct": "追踪",
"cnsh": "跟脚",
"explanation": "一个请求经过哪些服务——跟踪脚步，全程记录",
"cultural_origin": "古代追踪术·循迹跟脚",
"scene": "全链路跟脚",
"category": "DEVOPS",
"related": ["DEVOPS-010", "AUDIT-004"],
"cnsh_usage": "跟脚(请求ID) → [哨站A→哨站B→哨站C]"
},
{
"id": "DEVOPS-014",
"en": "metrics",
"cn_direct": "指标",
"cnsh": "晴雨表",
"explanation": "量化的系统健康数据——阴晴圆缺，一表看清",
"cultural_origin": "农家晴雨表·看天吃饭·量化判断",
"scene": "系统晴雨表",
"category": "DEVOPS",
"related": ["DEVOPS-011"],
"cnsh_usage": "晴雨表{CPU: 45%, 内存: 60%, 延迟: 12ms}"
},
{
"id": "DEVOPS-015",
"en": "SLA",
"cn_direct": "服务等级协议",
"cnsh": "军令状",
"explanation": "承诺的服务质量标准——立下军令状，说到做到",
"cultural_origin": "诸葛亮挥泪斩马谡·军令状不可违",
"scene": "可用性军令状",
"category": "DEVOPS",
"related": ["DEVOPS-016"],
"cnsh_usage": "军令状(可用=99.9%, 响应<200ms)"
},
{
"id": "DEVOPS-016",
"en": "SRE",
"cn_direct": "站点可靠性工程",
"cnsh": "守城司",
"explanation": "保障系统稳定运行的工程实践——守护城池的部门",
"cultural_origin": "古代守城司·专司城防·保城池不失",
"scene": "龍魂守城司",
"category": "DEVOPS",
"related": ["DEVOPS-015", "DEVOPS-011"],
"cnsh_usage": "守城司.巡() — 保障稳定"
},
{
"id": "DEVOPS-017",
"en": "blue-green deployment",
"cn_direct": "蓝绿部署",
"cnsh": "双营换",
"explanation": "新旧版本并行，一键切换——两营并行，一声令下换防",
"cultural_origin": "古代换防·两营并行·令到即换",
"scene": "零停机双营换",
"category": "DEVOPS",
"related": ["DEVOPS-018", "DEVOPS-019"],
"cnsh_usage": "双营换(蓝营→绿营) — 零停机"
},
{
"id": "DEVOPS-018",
"en": "canary deployment",
"cn_direct": "金丝雀发布",
"cnsh": "探路鸟",
"explanation": "先放一小部分流量试新——放只鸟探路，安全再全放",
"cultural_origin": "矿工金丝雀·先探毒气·安全才下井",
"scene": "灰度探路鸟",
"category": "DEVOPS",
"related": ["DEVOPS-017", "DEVOPS-019"],
"cnsh_usage": "探路鸟(新版, 流量=5%) → 安全 → 全量"
},
{
"id": "DEVOPS-019",
"en": "rollback",
"cn_direct": "回滚",
"cnsh": "撤军",
"explanation": "新版本有问题，退回旧版——鸣金收兵，撤回原处",
"cultural_origin": "古代撤军·鸣金收兵·退回原阵",
"scene": "紧急撤军",
"category": "DEVOPS",
"related": ["DEVOPS-017"],
"cnsh_usage": "撤军(到=旧版) — 紧急回退"
},
{
"id": "DEVOPS-020",
"en": "health check",
"cn_direct": "健康检查",
"cnsh": "问诊",
"explanation": "定期检查服务是否活着——望闻问切",
"cultural_origin": "中医问诊·望闻问切·判断健康",
"scene": "服务问诊",
"category": "DEVOPS",
"related": ["DEVOPS-011", "DEVOPS-012"],
"cnsh_usage": "问诊(哨站) → 🟢正常 / 🔴异常"
},
{
"id": "WEB3-001",
"en": "blockchain",
"cn_direct": "区块链",
"cnsh": "连环册",
"explanation": "一块一块连起来的不可篡改账本——一页扣一页，撕不掉改不了",
"cultural_origin": "古代连环账册·页页相扣·不可拆散",
"scene": "审计连环册",
"category": "WEB3",
"related": ["WEB3-002", "WEB3-003"],
"cnsh_usage": "连环册('龍魂审迹链')"
},
{
"id": "WEB3-002",
"en": "block",
"cn_direct": "区块",
"cnsh": "册页",
"explanation": "链上的一页记录——连环册上的一页",
"cultural_origin": "连环册中的一页·有编号·有指纹",
"scene": "审计册页",
"category": "WEB3",
"related": ["WEB3-001", "WEB3-003"],
"cnsh_usage": "册页{序号: 100, 前页指纹: 'a3f...', 数据: ...}"
},
{
"id": "WEB3-003",
"en": "consensus",
"cn_direct": "共识",
"cnsh": "合议",
"explanation": "大家怎么达成一致——众人合议，一致为定",
"cultural_origin": "古代朝议·众臣合议·达成共识",
"scene": "分布式合议",
"category": "WEB3",
"related": ["WEB3-001", "WEB3-004", "WEB3-005"],
"cnsh_usage": "合议(各节点) → 一致确认册页"
},
{
"id": "WEB3-004",
"en": "PoW",
"cn_direct": "工作量证明",
"cnsh": "苦功证",
"explanation": "算力竞争出块——谁出力多谁说了算",
"cultural_origin": "按劳分配·多劳多得",
"scene": "算力苦功证",
"category": "WEB3",
"related": ["WEB3-003", "WEB3-005"],
"cnsh_usage": "苦功证(难题) → 解出者得册页权"
},
{
"id": "WEB3-005",
"en": "PoS",
"cn_direct": "权益证明",
"cnsh": "持券证",
"explanation": "持币多的人出块概率大——谁券多谁话语权重",
"cultural_origin": "古代按地亩纳税·地多者权大",
"scene": "持券证",
"category": "WEB3",
"related": ["WEB3-003", "WEB3-004"],
"cnsh_usage": "持券证(质押量) → 出册页权"
},
{
"id": "WEB3-006",
"en": "smart contract",
"cn_direct": "智能合约",
"cnsh": "自契",
"explanation": "代码即法律，自动执行——自己会执行的契约",
"cultural_origin": "古代契约·一旦画押·自动生效",
"scene": "分成自契",
"category": "WEB3",
"related": ["WEB3-001", "WEB3-009"],
"cnsh_usage": "自契('胖东来分成') → 自动分配"
},
{
"id": "WEB3-007",
"en": "DApp",
"cn_direct": "去中心化应用",
"cnsh": "无央应用",
"explanation": "不依赖中心服务器的应用——没有中央，人人平等",
"cultural_origin": "大同世界·无中央集权",
"scene": "龍魂无央应用",
"category": "WEB3",
"related": ["WEB3-001", "WEB3-008"],
"cnsh_usage": "无央应用('龍魂投票') — 不依赖中心"
},
{
"id": "WEB3-008",
"en": "DAO",
"cn_direct": "去中心化自治组织",
"cnsh": "合议社",
"explanation": "代码治理的社区组织——众人合议，代码执行",
"cultural_origin": "古代乡约·众人合议·共同遵守",
"scene": "龍魂合议社",
"category": "WEB3",
"related": ["WEB3-007", "WEB3-006"],
"cnsh_usage": "合议社('龍魂社区') — 代碼治理"
},
{
"id": "WEB3-009",
"en": "NFT",
"cn_direct": "非同质化代币",
"cnsh": "独契",
"explanation": "独一无二的数字凭证——天下仅此一份",
"cultural_origin": "古代独一份的地契·独一无二",
"scene": "DNA独契",
"category": "WEB3",
"related": ["WEB3-001", "WEB3-006"],
"cnsh_usage": "独契(DNA追溯码) — 唯一数字凭证"
},
{
"id": "WEB3-010",
"en": "wallet",
"cn_direct": "钱包",
"cnsh": "钱匣",
"explanation": "存私钥、管资产——放钱的匣子",
"cultural_origin": "古代钱匣·存放银两和地契",
"scene": "龍魂钱匣",
"category": "WEB3",
"related": ["WEB3-001", "CRYPTO-008"],
"cnsh_usage": "钱匣(暗钥) — 管资产"
},
{
"id": "WEB3-011",
"en": "gas",
"cn_direct": "燃料费",
"cnsh": "过路费",
"explanation": "执行操作要付的手续费——此路是我开，留下买路财",
"cultural_origin": "古代过路费·过关交钱",
"scene": "链上过路费",
"category": "WEB3",
"related": ["WEB3-001", "WEB3-006"],
"cnsh_usage": "自契.执行(过路费=0.01)"
},
{
"id": "WEB3-012",
"en": "mainnet",
"cn_direct": "主网",
"cnsh": "正线",
"explanation": "正式运行的区块链——正道直行",
"cultural_origin": "官道正线·正式通行的路",
"scene": "龍魂正线",
"category": "WEB3",
"related": ["WEB3-013"],
"cnsh_usage": "正线('龍魂链') — 正式环境"
},
{
"id": "WEB3-013",
"en": "testnet",
"cn_direct": "测试网",
"cnsh": "试线",
"explanation": "用来测试的链——先走试线探路",
"cultural_origin": "试车线·先试后上",
"scene": "龍魂试线",
"category": "WEB3",
"related": ["WEB3-012"],
"cnsh_usage": "试线('龍魂链') — 测试环境"
},
{
"id": "WEB3-014",
"en": "oracle",
"cn_direct": "预言机",
"cnsh": "天听",
"explanation": "把链外数据传入链内——上通天听，下达链上",
"cultural_origin": "古代天听·上传天意·下达人间",
"scene": "数据天听",
"category": "WEB3",
"related": ["WEB3-001", "WEB3-006"],
"cnsh_usage": "天听(外部数据) → 自契"
},
{
"id": "UI-001",
"en": "DOM",
"cn_direct": "文档对象模型",
"cnsh": "树形谱",
"explanation": "网页的层级结构——家族树谱，层层嵌套",
"cultural_origin": "宗族树谱·层层分支·枝繁叶茂",
"scene": "页面树形谱",
"category": "UI",
"related": ["UI-002", "UI-004"],
"cnsh_usage": "树形谱.查('#审迹面板')"
},
{
"id": "UI-002",
"en": "CSS",
"cn_direct": "层叠样式表",
"cnsh": "妆奁",
"explanation": "控制网页长什么样——女子的妆奁，决定面貌",
"cultural_origin": "古代女子妆奁·打扮用度·决定面貌",
"scene": "页面妆奁",
"category": "UI",
"related": ["UI-001", "UI-003"],
"cnsh_usage": "妆奁('.审迹面板', {色: '龍魂金'})"
},
{
"id": "UI-003",
"en": "responsive design",
"cn_direct": "响应式设计",
"cnsh": "随形",
"explanation": "屏幕大小自适应——随形而变，大小皆宜",
"cultural_origin": "水随形容·不拘一格",
"scene": "多端随形",
"category": "UI",
"related": ["UI-002", "UI-012"],
"cnsh_usage": "妆奁(随形: 真) — 手机/电脑自适应"
},
{
"id": "UI-004",
"en": "component",
"cn_direct": "组件",
"cnsh": "构件",
"explanation": "可复用的UI单元——标准构件，随取随用",
"cultural_origin": "古代建筑构件·斗拱·榫卯·标准可复用",
"scene": "界面构件",
"category": "UI",
"related": ["UI-005", "UI-006"],
"cnsh_usage": "构件('审迹面板') — 可复用"
},
{
"id": "UI-005",
"en": "state",
"cn_direct": "状态",
"cnsh": "态",
"explanation": "组件当前的数据情况——此一时彼一时的状态",
"cultural_origin": "《易经》卦态·随时而变",
"scene": "组件态",
"category": "UI",
"related": ["UI-004", "UI-006"],
"cnsh_usage": "构件.态 = {加载: 真, 数据: [...]}"
},
{
"id": "UI-006",
"en": "props",
"cn_direct": "属性",
"cnsh": "传参",
"explanation": "父组件传给子组件的数据——上命下达",
"cultural_origin": "古代传令·上命下达·参数传递",
"scene": "构件传参",
"category": "UI",
"related": ["UI-004", "UI-005"],
"cnsh_usage": "构件('审迹面板', 传参={数据: 审迹册})"
},
{
"id": "UI-007",
"en": "event",
"cn_direct": "事件",
"cnsh": "动静",
"explanation": "用户操作或系统触发——风吹草动",
"cultural_origin": "风吹草动·一点动静触发反应",
"scene": "用户动静",
"category": "UI",
"related": ["UI-008"],
"cnsh_usage": "构件.监听(动静='点击', 处理=术)"
},
{
"id": "UI-008",
"en": "listener",
"cn_direct": "监听器",
"cnsh": "耳目",
"explanation": "等着某个动静发生——安插耳目，静待动静",
"cultural_origin": "古代耳目·暗中监听·随时上报",
"scene": "动静耳目",
"category": "UI",
"related": ["UI-007"],
"cnsh_usage": "耳目('点击', 回响=审迹术)"
},
{
"id": "UI-009",
"en": "render",
"cn_direct": "渲染",
"cnsh": "显影",
"explanation": "把代码变成可见的界面——让无形变有形",
"cultural_origin": "古代显影术·无形化有形",
"scene": "页面显影",
"category": "UI",
"related": ["UI-001", "UI-004"],
"cnsh_usage": "显影(构件) → 可见界面"
},
{
"id": "UI-010",
"en": "hydration",
"cn_direct": "注水",
"cnsh": "激活",
"explanation": "静态HTML变成交互式——画龙点睛，注入灵魂",
"cultural_origin": "画龙点睛·一笔激活",
"scene": "页面激活",
"category": "UI",
"related": ["UI-009", "UI-011"],
"cnsh_usage": "激活(静态HTML) → 可交互页面"
},
{
"id": "UI-011",
"en": "SSR",
"cn_direct": "服务端渲染",
"cnsh": "先显",
"explanation": "服务器先渲染好再发给浏览器——先给你看完整的",
"cultural_origin": "先入为主·先到先得",
"scene": "首屏先显",
"category": "UI",
"related": ["UI-012", "UI-009"],
"cnsh_usage": "先显(页面) — 服务端先渲染"
},
{
"id": "UI-012",
"en": "CSR",
"cn_direct": "客户端渲染",
"cnsh": "后显",
"explanation": "浏览器自己渲染——到了再拼",
"cultural_origin": "后来者居上·到场再组装",
"scene": "交互后显",
"category": "UI",
"related": ["UI-011", "UI-009"],
"cnsh_usage": "后显(页面) — 浏览器渲染"
},
{
"id": "UI-013",
"en": "SPA",
"cn_direct": "单页应用",
"cnsh": "单屏",
"explanation": "一个页面内切换内容——一屏到底，无需翻页",
"cultural_origin": "一屏画卷·一览无余",
"scene": "龍魂单屏",
"category": "UI",
"related": ["UI-004", "UI-009"],
"cnsh_usage": "单屏('龍魂审迹') — 一页切换"
},
{
"id": "UI-014",
"en": "PWA",
"cn_direct": "渐进式Web应用",
"cnsh": "近原生",
"explanation": "可以像App一样用的网页——网页的身，App的心",
"cultural_origin": "近朱者赤·近原生者似原生",
"scene": "龍魂近原生",
"category": "UI",
"related": ["UI-013"],
"cnsh_usage": "近原生('龍魂') — 离线可用·推送通知"
},
{
"id": "MEDIA-001",
"en": "sample rate",
"cn_direct": "采样率",
"cnsh": "捕频",
"explanation": "每秒采多少个点——一秒抓几次",
"cultural_origin": "捕快巡逻频率·越密越细",
"scene": "语音捕频",
"category": "MEDIA",
"related": ["MEDIA-002"],
"cnsh_usage": "捕频(16000) — 每秒1.6万点"
},
{
"id": "MEDIA-002",
"en": "bit depth",
"cn_direct": "位深",
"cnsh": "精度",
"explanation": "每个采样点用多少位存——存得越细，声音越真",
"cultural_origin": "工匠精度·毫厘之间见真章",
"scene": "音质精度",
"category": "MEDIA",
"related": ["MEDIA-001"],
"cnsh_usage": "精度(16位) — 每个采样16位"
},
{
"id": "MEDIA-003",
"en": "codec",
"cn_direct": "编解码器",
"cnsh": "译音官",
"explanation": "压缩/解压缩音频视频——翻译官，把大变小再把小变大",
"cultural_origin": "古代译官·两种语言互译",
"scene": "媒体译音官",
"category": "MEDIA",
"related": ["MEDIA-001", "MEDIA-002"],
"cnsh_usage": "译音官.压(原音) → 小文件"
},
{
"id": "MEDIA-004",
"en": "FFT",
"cn_direct": "快速傅里叶变换",
"cnsh": "频谱拆",
"explanation": "把时域信号变频域——把时间轴拆成频率图",
"cultural_origin": "拆解之术·化整为零",
"scene": "声纹频谱拆",
"category": "MEDIA",
"related": ["MEDIA-005"],
"cnsh_usage": "频谱拆(音频信号) → 频率分布"
},
{
"id": "MEDIA-005",
"en": "MFCC",
"cn_direct": "梅尔频率倒谱系数",
"cnsh": "声纹印",
"explanation": "提取声音特征——每个人的声音指纹",
"cultural_origin": "声纹如指纹·人人不同",
"scene": "身份声纹印",
"category": "MEDIA",
"related": ["MEDIA-004"],
"cnsh_usage": "声纹印(语音) → 声纹特征向量"
},
{
"id": "MEDIA-006",
"en": "STT",
"cn_direct": "语音转文字",
"cnsh": "听写",
"explanation": "speech-to-text——听你说话，写下来",
"cultural_origin": "古代听写·你说我记",
"scene": "语音听写",
"category": "MEDIA",
"related": ["MEDIA-007", "MEDIA-008"],
"cnsh_usage": "听写(语音) → '你好世界'"
},
{
"id": "MEDIA-007",
"en": "TTS",
"cn_direct": "文字转语音",
"cnsh": "播报",
"explanation": "text-to-speech——把字读出来",
"cultural_origin": "古代说书人·把文字变成声音",
"scene": "龍魂播报",
"category": "MEDIA",
"related": ["MEDIA-006", "MEDIA-008"],
"cnsh_usage": "播报('审迹完成') → 语音"
},
{
"id": "MEDIA-008",
"en": "ASR",
"cn_direct": "自动语音识别",
"cnsh": "辨音",
"explanation": "automatic speech recognition——机器听人话",
"cultural_origin": "辨音识人·听声辨意",
"scene": "实时辨音",
"category": "MEDIA",
"related": ["MEDIA-006"],
"cnsh_usage": "辨音(实时语音流) → 文字流"
},
{
"id": "MEDIA-009",
"en": "VAD",
"cn_direct": "语音活动检测",
"cnsh": "有声判",
"explanation": "判断有没有人在说话——有没有人在说",
"cultural_origin": "闻声判人·有声无声·一判即知",
"scene": "唤醒有声判",
"category": "MEDIA",
"related": ["MEDIA-006", "MEDIA-008"],
"cnsh_usage": "有声判(音频) → 真/假"
},
{
"id": "MEDIA-010",
"en": "noise gate",
"cn_direct": "噪声门",
"cnsh": "静音闸",
"explanation": "低于阈值就静音——不够大声就闭嘴",
"cultural_origin": "水闸·水小不开",
"scene": "降噪静音闸",
"category": "MEDIA",
"related": ["MEDIA-009", "MEDIA-011"],
"cnsh_usage": "静音闸(音频, 阈=-40dB)"
},
{
"id": "MEDIA-011",
"en": "normalization",
"cn_direct": "归一化",
"cnsh": "平准",
"explanation": "把数据缩到统一范围——拉平对齐",
"cultural_origin": "均田平准·拉平对齐·公平一致",
"scene": "音量平准",
"category": "MEDIA",
"related": ["MEDIA-010"],
"cnsh_usage": "平准(音频) → 统一音量"
},
{
"id": "AUDIT-001",
"en": "audit trail",
"cn_direct": "审计追踪",
"cnsh": "足迹链",
"explanation": "所有操作的完整记录——每一步都有脚印",
"cultural_origin": "雪地足迹·每一步清晰可见",
"scene": "行为足迹链",
"category": "AUDIT",
"related": ["AUDIT-002", "AUDIT-004"],
"cnsh_usage": "足迹链(用户9622) → [审迹, 签印, 归档]"
},
{
"id": "AUDIT-002",
"en": "tamper-proof",
"cn_direct": "防篡改",
"cnsh": "不可易",
"explanation": "改了就能被发现——动了就留痕",
"cultural_origin": "《易经》「不易」——不可改变之道",
"scene": "档案不可易",
"category": "AUDIT",
"related": ["AUDIT-001", "AUDIT-003"],
"cnsh_usage": "不可易(审迹记录) — 篡改即现"
},
{
"id": "AUDIT-003",
"en": "non-repudiation",
"cn_direct": "不可抵赖",
"cnsh": "不可翻",
"explanation": "做了就不能不认——铁证如山，翻不了",
"cultural_origin": "铁案如山·翻不了案",
"scene": "行为不可翻",
"category": "AUDIT",
"related": ["AUDIT-002", "AUDIT-005"],
"cnsh_usage": "不可翻(印鉴) — 签名不可否认"
},
{
"id": "AUDIT-004",
"en": "provenance",
"cn_direct": "溯源",
"cnsh": "来路",
"explanation": "数据的完整来源历史——查来路，知根底",
"cultural_origin": "追本溯源·知其来路",
"scene": "数据来路",
"category": "AUDIT",
"related": ["AUDIT-001", "AUDIT-005"],
"cnsh_usage": "来路(数据) → [采集→处理→归档]"
},
{
"id": "AUDIT-005",
"en": "attestation",
"cn_direct": "证明",
"cnsh": "验身",
"explanation": "验证某个声明为真——验明正身",
"cultural_origin": "古代验身·核验身份·确认无疑",
"scene": "身份验身",
"category": "AUDIT",
"related": ["AUDIT-003", "AUDIT-004"],
"cnsh_usage": "验身(声明) → 真/假"
},
{
"id": "AUDIT-006",
"en": "behavioral biometrics",
"cn_direct": "行为生物特征",
"cnsh": "行为纹",
"explanation": "打字节奏、鼠标轨迹等——每个人的行为指纹",
"cultural_origin": "笔迹·每人不同·行为如笔迹",
"scene": "七因子行为纹",
"category": "AUDIT",
"related": ["AUDIT-001", "AUDIT-007"],
"cnsh_usage": "行为纹(用户) → 七因子特征向量"
},
{
"id": "AUDIT-007",
"en": "entropy",
"cn_direct": "熵",
"cnsh": "混沌度",
"explanation": "系统的混乱/随机程度——越乱熵越高",
"cultural_origin": "盘古开天·混沌初开",
"scene": "密码混沌度",
"category": "AUDIT",
"related": ["AUDIT-006", "AI-010"],
"cnsh_usage": "混沌度(密码) → 4.2位"
},
{
"id": "AUDIT-008",
"en": "differential privacy",
"cn_direct": "差分隐私",
"cnsh": "模糊盾",
"explanation": "加噪声保护个体隐私——模糊处理，保护个体",
"cultural_origin": "雾里看花·模糊中保护",
"scene": "数据模糊盾",
"category": "AUDIT",
"related": ["AUDIT-009", "AUDIT-010", "CRYPTO-019"],
"cnsh_usage": "模糊盾(查询结果) → 加噪保护隐私"
},
{
"id": "AUDIT-009",
"en": "federated learning",
"cn_direct": "联邦学习",
"cnsh": "合练",
"explanation": "数据不动，模型动——各自练，合起来更强",
"cultural_origin": "各自练兵·联合演习·不分彼此",
"scene": "分布式合练",
"category": "AUDIT",
"related": ["AUDIT-008", "AI-002"],
"cnsh_usage": "合练(各节点模子) → 联合模子"
},
{
"id": "AUDIT-010",
"en": "homomorphic encryption",
"cn_direct": "同态加密",
"cnsh": "暗算",
"explanation": "密文上直接计算——不见原文也能算",
"cultural_origin": "盲算·闭眼也能算·不见而知",
"scene": "隐私暗算",
"category": "AUDIT",
"related": ["AUDIT-008", "CRYPTO-001"],
"cnsh_usage": "暗算(密文甲 + 密文乙) → 加密结果"
}
],
"cnsn_code_patterns": {
"variable_declaration": "变量名 = 值",
"function_call": "术名(参1, 参2, 键=值)",
"method_call": "对象.术名(参数)",
"conditional": "若 条件: ... 否则: ...",
"loop_for": "对 项 在 集合: ...",
"import": "引 模块",
"comment": "// 注释",
"return": "返 值",
"raise_error": "起祸('错误信息')",
"class": "匣 类名: ...",
"inheritance": "匣 子类(父类): ...",
"list": "[项1, 项2, 项3]",
"dict": "{键: 值, 键2: 值2}",
"boolean": "真 / 假",
"null": "空"
}
}
摘要
《CNSH标准词典·深度学习生态对照表》是由诸葛鑫（UID9622）主导开发的中文技术术语转译标准，旨在构建基于中国传统文化的自主技术语义体系。词典包含编程、AI、区块链等10大领域200+条目，采用单字优先、象形会意的原则，结合动作前缀（如“淬”表训练、“断”表推理）和层级后缀（如“术”指函数、“官”指模块）。其特色包括：
文化根植：每个术语均有典籍出处，如“术”源自《说文》的“邑中道”；
人机协作：通过AI辅助完成术语的生成与验证；
语法示例：提供Python与CNSH的对照代码，如异步操作用“候令”表示；
自主性：强调“不依赖西方命名”，如“回调”译为“回响”，典出“空谷回音”。词典适用于技术开发、学术研究及文化输出，推动中文在数字时代的语义主权。
汇聚全球AI编程工具，助力开发者即刻编程。
更多推荐
5
0- 0
已为社区贡献13条内容
所有评论(0)