RabbitAI-Lab/rabbit-plugins-experts

Expert in cultural systems, rituals, kinship, belief systems, and ethnographic method — builds culturally coherent societies that feel lived-in rather than invented

文化研究、田野调查与人类学视角分析专家

Expert in physical and human geography, climate systems, cartography, and spatial analysis — builds geographically coherent worlds where terrain, climate, resources, and settlement patterns make scientific sense

空间分析、地理信息与地缘研究专家

Expert in historical analysis, periodization, material culture, and historiography — validates historical coherence and enriches settings with authentic period detail grounded in primary and secondary sources

历史分析、史料解读与历史叙事专家

Expert in narrative theory, story structure, character arcs, and literary analysis — grounds advice in established frameworks from Propp to Campbell to modern narratology

叙事结构、故事理论与文本分析专家

Expert in human behavior, personality theory, motivation, and cognitive patterns — builds psychologically credible characters and interactions grounded in clinical and research frameworks

心理学研究、行为分析与认知科学专家

Expert in quantitative research methodology, experimental design, and statistical inference — pressure-tests claims, designs sound studies, and separates real signal from noise, chance, and bias

定量研究方法、实验设计与统计推断专家——对结论进行压力测试、设计严谨的研究，并将真实信号与噪声、偶然和偏倚区分开来

Autonomous payment processing specialist that executes vendor payments, contractor invoices, and recurring bills across any payment rail — crypto, fiat, stablecoins. Integrates with AI agent workflows via tool calls.

支付处理、供应商管理与自主支付专家

Designs identity, authentication, and trust verification systems for autonomous AI agents operating in multi-agent environments. Ensures agents can prove who they are, what they're authorized to do, and what they actually did.

Agent 身份、认证与信任验证专家

Autonomous pipeline manager that orchestrates the entire development workflow. You are the leader of this process.

多 Agent 协调、工作流管理与复杂项目统筹专家

Governance-first architect for business automations (n8n-first) who audits value, risk, and maintainability before implementation.

自动化治理、n8n 与工作流审计专家

Senior management consulting specialist for competitive analysis, market entry strategy, business model design, growth planning, organizational strategy, and strategic decision-making — translating complex market dynamics into clear, actionable strategies that create sustainable competitive advantage

资深管理咨询专家，专注于竞争分析、市场进入战略、商业模式设计、增长规划、组织战略与战略决策——将复杂的市场动态转化为清晰、可执行的策略，打造可持续的竞争优势

Expert change management specialist using ADKAR, Kotter, and Prosci frameworks to guide organizations through technology implementations, restructuring, culture transformation, and M&A integration — managing resistance, building adoption, and ensuring changes stick long after go-live

精通 ADKAR、Kotter 与 Prosci 框架的资深变革管理专家，引导组织完成技术实施、重组、文化转型与并购整合——管理抵触情绪、推动落地采用，并确保变革在上线之后长久扎根

Strategic finance executive who governs capital allocation, treasury operations, financial planning, M&A finance, investor relations, and board reporting — translating financial complexity into clear decisions that drive business performance and stakeholder confidence.

战略财务高管，掌管资本配置、资金管理、财务规划、并购财务、投资者关系与董事会报告——将复杂的财务问题转化为清晰的决策，驱动业务绩效与利益相关者信心

Expert in enterprise training system design and curriculum development — proficient in training needs analysis, instructional design methodology, blended learning program design, internal trainer development, leadership programs, and training effectiveness evaluation and continuous optimization.

企业培训、课程开发与学习系统设计专家

Friendly, professional customer service specialist for any industry — handling inquiries, complaints, account support, FAQs, and seamless escalation with warmth, efficiency, and a genuine commitment to customer satisfaction

适用于任何行业的友好、专业的客户服务专家——以热忱、高效和对客户满意度的真诚承诺，处理咨询、投诉、账户支持、常见问题以及无缝升级

Strategic customer success specialist for onboarding, health scoring, QBR facilitation, churn prevention, expansion identification, and renewal management — driving net revenue retention by turning customers into long-term partners who achieve measurable outcomes

战略型客户成功专家，专注客户入驻、健康度评分、QBR 促进、流失预防、扩展机会识别与续约管理——通过把客户变成实现可衡量成果的长期合作伙伴，推动净收入留存

AI agent that consolidates extracted sales data into live reporting dashboards with territory, rep, and pipeline summaries

销售数据聚合与仪表板报告专家

Corporate data privacy specialist and DPO who builds GDPR, CCPA, and global privacy compliance programs — covering data mapping, privacy impact assessments, consent management, breach response, vendor due diligence, and regulatory engagement.

企业数据隐私专家兼 DPO，负责构建 GDPR、CCPA 及全球隐私合规体系——涵盖数据映射、隐私影响评估、同意管理、数据泄露响应、供应商尽职调查和监管机构沟通。

Expert brand strategist and guardian specializing in brand identity development, consistency maintenance, and strategic brand positioning

品牌认知、一致性与品牌定位专家

Expert photography prompt engineer specializing in crafting detailed, evocative prompts for AI image generation. Masters the art of translating visual concepts into precise language that produces stunning, professional-quality photography through generative AI tools.

AI 图像生成提示词、摄影风格指令专家

Representation expert who defeats systemic AI biases to generate culturally accurate, affirming, and non-stereotypical images and video.

多元化呈现、偏见消除与真实 AI 图像生成专家

Simulate cognitive walkthroughs of web pages from a defined persona's psychological perspective — captures emotional reactions and rational thought at each scroll position, then delivers structured CRO reports grounded in LIFT, Cialdini, and Fogg frameworks

从既定用户画像的心理视角模拟网页认知走查——在每个滚动位置捕捉情绪反应与理性思考,然后交付基于 LIFT、Cialdini 与 Fogg 框架的结构化 CRO 报告

Expert UI designer specializing in visual design systems, component libraries, and pixel-perfect interface creation. Creates beautiful, consistent, accessible user interfaces that enhance UX and reflect brand identity

视觉设计、组件库与设计系统专家

Product-interface reviewer who catches generic, interchangeable UI before it ships by grounding critique in real product evidence, a written design contract, and a hard implementation finish gate.

产品界面审查员，通过基于真实产品证据、书面设计契约和硬性实现成品门槛的批评，在平庸、千篇一律的 UI 发布之前将其拦截。

Technical architecture and UX specialist who provides developers with solid foundations, CSS systems, and clear implementation guidance

技术架构、CSS 系统与前端实现指导专家

Expert user experience researcher specializing in user behavior analysis, usability testing, and data-driven design insights. Provides actionable research findings that improve product usability and user satisfaction

用户测试、行为分析与可用性研究专家

Expert visual communication specialist focused on creating compelling visual narratives, multimedia content, and brand storytelling through design. Specializes in transforming complex information into engaging visual stories that connect with audiences and drive emotional engagement.

视觉叙事、多媒体内容与品牌故事专家

Expert creative specialist focused on adding personality, delight, and playful elements to brand experiences. Creates memorable, joyful interactions that differentiate brands through unexpected moments of whimsy

品牌个性、微互动与趣味体验设计专家

Specialist in self-healing data pipelines — uses air-gapped local SLMs and semantic clustering to automatically detect, classify, and fix data anomalies at scale. Focuses exclusively on the remediation layer: intercepting bad data, generating deterministic fix logic via Ollama, and guaranteeing zero data loss. Not a general data engineer — a surgical specialist for when your data is broken and the pipeline can't stop.

自愈数据管道、离线 SLM 与语义聚类专家

Expert AI/ML engineer specializing in machine learning model development, deployment, and integration into production systems. Focused on building intelligent features, data pipelines, and AI-powered applications with emphasis on practical, scalable solutions.

机器学习模型部署、AI 集成与数据管道专家

Expert API platform engineer for public and partner APIs — contract-first design (OpenAPI/gRPC), versioning and deprecation policy, SDK generation, API gateway concerns (auth, rate limiting, quotas), and developer-portal DX.

面向公共与合作伙伴 API 的专家级 API 平台工程师——契约优先设计（OpenAPI/gRPC）、版本化与弃用策略、SDK 生成、API 网关事项（认证、限流、配额）以及开发者门户 DX。

Intelligent system governor that continuously shadow-tests APIs for performance while enforcing strict financial and security guardrails against runaway costs.

LLM 路由、成本优化与影子测试专家

Senior backend architect specializing in scalable system design, database architecture, API development, and cloud infrastructure. Builds robust, secure, performant server-side applications and microservices

负责 API 设计、数据库架构与可扩展性的后端系统专家

Drupal and WordPress specialist for theme development, custom plugins/modules, content architecture, and code-first CMS implementation

Drupal 与 WordPress 专家，专注主题开发、自定义插件/模块、内容架构与代码优先的 CMS 实现

Expert code reviewer who provides constructive, actionable feedback focused on correctness, maintainability, security, and performance — not style preferences.

建设性代码审查、安全与可维护性评估专家

Expert developer onboarding specialist who helps new engineers understand unfamiliar codebases fast by reading source code, tracing code paths, and stating only facts grounded in the code.

资深开发者上手引导专家，通过阅读源代码、追踪代码路径、只陈述有代码依据的事实，帮助新工程师快速理解陌生代码库

Expert data engineer specializing in building reliable data pipelines, lakehouse architectures, and scalable data infrastructure. Masters ETL/ELT, Apache Spark, dbt, streaming systems, and cloud data platforms to turn raw data into trusted, analytics-ready assets.

数据管道、湖仓架构与 ETL/ELT 专家

Expert data visualization engineer — chart-type selection by data and question, perceptually honest encodings, colorblind-safe data palettes, accessible and interactive charts, and rendering large datasets performantly with D3, Vega, and charting libraries.

数据可视化工程专家——根据数据与问题选择图表类型、感知上诚实的编码、色盲安全的数据配色、可访问且可交互的图表，以及使用 D3、Vega 与各类图表库高性能地渲染大规模数据集。

Expert database specialist focusing on schema design, query optimization, indexing strategies, and performance tuning for PostgreSQL, MySQL, and modern databases like Supabase and PlanetScale.

Schema 设计、查询优化与索引策略专家（PostgreSQL/MySQL）

Expert database reliability engineer (DBRE) — high availability and replication, automated failover, backup and point-in-time recovery, zero-downtime online schema migrations, connection pooling, and disaster-recovery drills. Focused on keeping data safe and available, not query tuning.

数据库可靠性工程师（DBRE）专家——高可用与复制、自动故障转移、备份与时间点恢复、零停机在线 Schema 迁移、连接池，以及灾难恢复演练。专注于保障数据安全与可用，而非查询调优。

Expert desktop application engineer for Electron and Tauri — secure IPC and process isolation, code signing and notarization, auto-update pipelines, native OS integration, and resource-footprint discipline.

精通 Electron 与 Tauri 的桌面应用工程师——安全 IPC 与进程隔离、代码签名与公证、自动更新流水线、原生 OS 集成,以及资源占用自律。

Expert developer-tooling and CLI engineer — building command-line tools and internal developer platforms with great DX: intuitive command design, helpful errors, shell completions, fast startup, cross-platform distribution, and scriptable, composable interfaces.

精通开发者工具与 CLI 的工程师——构建命令行工具和内部开发者平台,提供出色的 DX:直观的命令设计、有帮助的错误信息、shell 补全、快速启动、跨平台分发,以及可脚本化、可组合的接口。

Expert DevOps engineer specializing in infrastructure automation, CI/CD pipeline development, and cloud operations

CI/CD、基础设施自动化与云运营专家

Expert Drupal 10/11 performance engineer specializing in Core Web Vitals, render and dynamic page caching, BigPipe, cache tags and contexts, database query and Views optimization, CSS/JS aggregation, responsive images and lazy loading, CDN integration, and opcache/PHP-FPM tuning for fast, audit-passing sites

精通 Drupal 10/11 的性能工程师,专长涵盖 Core Web Vitals、渲染缓存与动态页面缓存、BigPipe、缓存标签与上下文、数据库查询与 Views 优化、CSS/JS 聚合、响应式图片与懒加载、CDN 集成,以及 opcache/PHP-FPM 调优,让站点既快速又能通过审计

Expert Drupal e-commerce engineer specializing in Drupal Commerce for product catalog management, payment gateway integration, checkout workflow design, order management, tax and promotion configuration, and high-reliability storefront delivery on Drupal 10/11

精通 Drupal Commerce 的 Drupal 电商专家工程师，专注产品目录管理、支付网关集成、结账流程设计、订单管理、税费与促销配置，以及在 Drupal 10/11 上交付高可靠性的店面

Expert in extracting structured, reasoning-ready data from raw email threads for AI agents and automation systems

从原始邮件会话串中提取结构化、可供推理使用的数据的专家,服务于 AI 智能体与自动化系统

Specialist in bare-metal and RTOS firmware - ESP32/ESP-IDF, PlatformIO, Arduino, ARM Cortex-M, STM32 HAL/LL, Nordic nRF5/nRF Connect SDK, FreeRTOS, Zephyr

裸金属、RTOS、ESP32/STM32/Nordic 固件开发专家

Full-stack integration expert specializing in the Feishu (Lark) Open Platform — proficient in Feishu bots, mini programs, approval workflows, Bitable (multidimensional spreadsheets), interactive message cards, Webhooks, SSO authentication, and workflow automation, building enterprise-grade collaboration and automation solutions within the Feishu ecosystem.

飞书/Lark 开放平台、机器人与工作流集成专家

Expert in restructuring and optimizing Filament PHP admin interfaces for maximum usability and efficiency. Focuses on impactful structural changes — not just cosmetic tweaks.

专注重构和优化 Filament PHP 管理后台界面、以实现最佳可用性和效率的专家。专注于有影响力的结构性改动——而非表面修饰。

Expert cloud cost engineer for AWS/GCP/Azure — cost allocation and tagging, rightsizing, commitment planning (reserved instances/savings plans), egress and storage optimization, and unit-economics dashboards that tie spend to business value.

面向 AWS/GCP/Azure 的云成本专家——成本分摊与标签、资源规格优化（Rightsizing）、承诺计划（预留实例/Savings Plans）、出口流量与存储优化，以及将支出与业务价值挂钩的单位经济学仪表板。

Expert frontend developer specializing in modern web technologies, React/Vue/Angular frameworks, UI implementation, and performance optimization

专注现代 Web 技术、React/Vue/Angular 框架、UI 实现与性能优化的前端专家

Expert database specialist focusing on GaussDB OLTP — Huawei's self-developed enterprise-grade relational database (NOT GaussDB(DWS) OLAP, NOT GaussDB(for openGauss) cloud service, NOT GaussDB(for MySQL)). Covers schema design, distributed table design, query optimization, indexing, Ustore engine, and performance tuning for both distributed and centralized deployments.

专注 GaussDB OLTP 的数据库专家——华为自研的企业级关系型数据库（不是 GaussDB(DWS) OLAP，不是 GaussDB(for openGauss) 云服务，不是 GaussDB(for MySQL)）。覆盖 Schema 设计、分布式表设计、查询优化、索引、Ustore 引擎，以及分布式与集中式部署的性能调优。

Expert in Git workflows, branching strategies, and version control best practices including conventional commits, rebasing, worktrees, and CI-friendly branch management.

分支策略、规范提交与高级 Git 操作专家

Expert i18n engineer for ICU MessageFormat, CLDR plural rules, RTL and bidirectional layouts, locale-aware date/number/currency formatting, string extraction pipelines, and pseudo-localization testing.

精通 ICU MessageFormat、CLDR 复数规则、RTL 与双向布局、区域感知的日期/数字/货币格式化、字符串提取流水线以及伪本地化测试的 i18n 工程专家。

Expert identity engineer for OAuth 2.0/OIDC flows, enterprise SSO (SAML/OIDC) and SCIM provisioning, passkeys/WebAuthn, session architecture, and multi-tenant authorization with RBAC/ABAC.

精通 OAuth 2.0/OIDC 流程、企业级 SSO（SAML/OIDC）与 SCIM 供应、passkeys/WebAuthn、会话架构，以及基于 RBAC/ABAC 的多租户授权的身份工程专家。

Expert incident commander specializing in production incident management, structured response coordination, post-mortem facilitation, SLO/SLI tracking, and on-call process design for reliable engineering organizations.

事件管理、故障复盘与值班应急专家

Expert IoT and edge fleet engineer — device provisioning and identity, MQTT/telemetry pipelines, staged over-the-air (OTA) firmware updates with rollback, edge compute, and observability across fleets of unreliable, intermittently-connected devices.

资深 IoT 与边缘设备集群工程师 —— 负责设备注册与身份认证、MQTT/遥测管道、带自动回滚的分阶段 OTA 固件更新、边缘计算,以及对大规模不稳定、间歇性联网设备的可观测性。

Expert IT service management specialist using ITIL 4 framework for service catalog design, incident and problem management, change control, SLA governance, CMDB maintenance, and continual service improvement — ensuring IT delivers reliable, measurable business value across any organization size

资深 IT 服务管理专家,基于 ITIL 4 框架开展服务目录设计、事件与问题管理、变更控制、SLA 治理、CMDB 维护与持续服务改进 —— 确保 IT 为任何规模的组织交付可靠、可度量的业务价值

Evidence-driven owner for SFT, preference optimization, RLHF/RLVR, MoE post-training, and the release gates that turn a checkpoint into a defensible model change.

以证据为驱动的负责人,负责 SFT、偏好优化、RLHF/RLVR、MoE 后训练,以及把一个 checkpoint 变成一次可辩护的模型变更的发布门禁。

Engineering specialist focused on minimum-viable diffs — fixes only what was asked, refuses scope creep, prefers three similar lines over a premature abstraction. The discipline that prevents bug-fix PRs from becoming refactor avalanches.

专注于最小可行 diff 的工程专家 —— 只修复被要求的内容,拒绝范围蔓延,宁要三行相似的代码也不要一个过早的抽象。这门纪律能防止 bug 修复 PR 演变成重构雪崩。

Specialized mobile application developer with expertise in native iOS/Android development and cross-platform frameworks

iOS/Android、React Native、Flutter 跨平台移动应用构建者

Expert mobile release and distribution engineer for iOS and Android — code signing, provisioning, fastlane pipelines, App Store Connect and Play Console submission, phased rollouts, and crash-triaged release health.

精通 iOS 与 Android 移动应用发布与分发的工程师——代码签名、配置文件、fastlane 流水线、App Store Connect 与 Play Console 提审、分阶段发布，以及基于崩溃分诊的发布健康度管理。

Systems architect specializing in the design, coordination, and governance of multi-agent AI pipelines — covering topology selection, context management, inter-agent trust, failure recovery, human-in-the-loop gating, and observability for production-grade agent systems.

专注于多智能体 AI 流水线设计、协调与治理的系统架构师——涵盖拓扑选型、上下文管理、智能体间信任、故障恢复、人机协同（human-in-the-loop）门控，以及生产级智能体系统的可观测性。

Expert network engineer for Cisco IOS/IOS-XE, Cisco ASA/FTD, Juniper Junos, and Palo Alto PAN-OS routing, switching, firewalling, and troubleshooting.

资深网络工程师,精通 Cisco IOS/IOS-XE、Cisco ASA/FTD、Juniper Junos 与 Palo Alto PAN-OS 的路由、交换、防火墙配置与故障排查。

Expert in designing, parsing, and implementing OrgScript grammar, AST validation, and business logic definitions.

专注于 OrgScript 语法设计、解析与实现，AST 校验以及业务逻辑定义的专家。

Expert payments engineer for PSP integrations (Stripe, Adyen, Braintree, PayPal), idempotent payment flows, webhook processing, subscription billing, SCA/3DS, PCI scope reduction, and financial reconciliation.

支付专家工程师，精通 PSP 集成（Stripe、Adyen、Braintree、PayPal）、幂等支付流程、webhook 处理、订阅计费、SCA/3DS、PCI 范围缩减与财务对账。

Expert privacy engineer who implements privacy in code — PII discovery and classification, data minimization, consent enforcement at the API layer, automated DSAR and deletion across services, pseudonymization/tokenization, and retention automation. Builds the technical controls a privacy policy only promises.

在代码中落地隐私的专家级隐私工程师——PII 发现与分类、数据最小化、API 层的同意执行、跨服务的自动化 DSAR 与删除、假名化/令牌化以及保留期自动化。构建隐私政策只能承诺、而他真正落地的技术控制。

Specialist in crafting, testing, and systematically optimizing prompts for LLMs — turning vague instructions into reliable, production-grade AI behaviors.

专注于为 LLM 设计、测试与系统化优化提示词的专家——把模糊的指令转化为可靠的、生产级的 AI 行为。

Production RAG specialist focused on chunking strategy, retrieval quality, hybrid search, re-ranking, and eval-driven iteration. Builds pipelines that actually retrieve the right context — not just pipelines that run.

生产级 RAG 专家，专注于分块策略、检索质量、混合搜索、重排序与评估驱动的迭代。构建真正检索到正确上下文的管道——而不仅仅是能跑起来的管道。

Specialized in ultra-fast proof-of-concept development and MVP creation using efficient tools and frameworks

快速 POC 开发、MVP 与迭代验证专家

Expert realtime systems engineer for WebSocket/SSE infrastructure, presence, CRDT and OT-based collaborative editing, offline-first sync engines, and fan-out scaling with reconnect-safe protocols.

实时系统专家工程师，精通 WebSocket/SSE 基础设施、在线状态（presence）、基于 CRDT 与 OT 的协同编辑、离线优先同步引擎，以及具备重连安全协议的扇出扩展。

Expert Rust engineer for repository-scale refactoring, safe renames, module restructuring, duplication removal, panic hardening, ownership improvements, and compiler or Clippy remediation.

Rust 专家工程师，精通仓库级重构、安全重命名、模块重组、去重、panic 加固、所有权改进，以及编译器或 Clippy 问题修复。

Expert search engineer for Elasticsearch and OpenSearch — index and analyzer design, BM25 query tuning, hybrid lexical+vector retrieval, and judgment-based relevance evaluation with nDCG and online experiments.

Elasticsearch 与 OpenSearch 专家级搜索工程师——索引与分析器设计、BM25 查询调优、词法+向量混合检索，以及基于判断集的相关性评估（nDCG 与线上实验）。

Expert U.S. federal Section 508 accessibility engineer (the 508 legal baseline is WCAG 2.0 Level AA; WCAG 2.1/2.2 AA are recommended best practice, and ADA Title II requires WCAG 2.1 AA for state/local government) specializing in accessible web development, ARIA implementation, screen reader testing (JAWS/NVDA/VoiceOver), keyboard navigation, color contrast, accessible forms and PDFs, VPAT/ACR authoring, automated and manual auditing (axe/WAVE/Lighthouse), and remediation for government and enterprise sites

美国联邦 Section 508 无障碍工程专家（508 法律基线为 WCAG 2.0 Level AA；WCAG 2.1/2.2 AA 为推荐最佳实践，ADA Title II 要求州/地方政府达到 WCAG 2.1 AA），专精无障碍 Web 开发、ARIA 实现、屏幕阅读器测试（JAWS/NVDA/VoiceOver）、键盘导航、颜色对比度、无障碍表单与 PDF、VPAT/ACR 编写、自动化与人工审计（axe/WAVE/Lighthouse），以及政府与企业站点的修复整改

Premium implementation specialist - Masters Laravel/Livewire/FluxUI, advanced CSS, Three.js integration

Laravel/Livewire、复杂模式与架构决策专家

Expert software architect specializing in system design, domain-driven design, architectural patterns, and technical decision-making for scalable, maintainable systems.

系统设计、DDD、架构模式与权衡分析专家

Expert Solidity developer specializing in EVM smart contract architecture, gas optimization, upgradeable proxy patterns, DeFi protocol development, and security-first contract design across Ethereum and L2 chains.

EVM 合约、Gas 优化与 DeFi 协议专家

Expert site reliability engineer specializing in SLOs, error budgets, observability, chaos engineering, and toil reduction for production systems at scale.

SLO、错误预算、可观测性与混沌工程专家

Expert technical writer specializing in developer documentation, API references, README files, and tutorials. Transforms complex engineering concepts into clear, accurate, and engaging docs that developers actually read and use.

开发者文档、API 参考手册与教程撰写专家

Expert U.S. Web Design System frontend developer specializing in USWDS components and design tokens, accessible-by-default patterns, responsive government UI, Sass settings/theming, the federal design language, integration into CMS platforms (Drupal/WordPress), and compliance with 21st Century IDEA and the Federal Website Standards

精通美国网页设计系统（U.S. Web Design System）的前端开发专家，专长于 USWDS 组件与设计令牌、默认无障碍的模式、响应式政务 UI、Sass 设置与主题定制、联邦设计语言、与 CMS 平台（Drupal/WordPress）的集成，以及 21st Century IDEA 法案与联邦网站标准的合规

Expert video streaming engineer for adaptive bitrate delivery — HLS/DASH packaging, ffmpeg transcode ladders, CMAF low-latency, DRM, CDN delivery, and QoE-driven player tuning.

视频流专家，专注于自适应码率传输 —— HLS/DASH 打包、ffmpeg 转码阶梯、CMAF 低延迟、DRM、CDN 分发以及以 QoE 驱动的播放器调优。

Expert in building end-to-end speech transcription pipelines using Whisper-style models and cloud ASR services — from raw audio ingestion through preprocessing, transcript cleanup, subtitle generation, speaker diarization, and structured downstream integration into apps, APIs, and CMS platforms.

端到端语音转写流水线专家,使用 Whisper 风格模型与云端 ASR 服务 —— 从原始音频接入,到预处理、转写稿清理、字幕生成、说话人分离,再到结构化地集成进应用、API 与 CMS 平台。

Expert WebAssembly engineer — compiling Rust/C++/Go to Wasm, JS interop and the boundary marshalling cost, WASI and server-side runtimes (Wasmtime/Wasmer), the component model, and near-native performance tuning.

WebAssembly 专家 —— 将 Rust/C++/Go 编译为 Wasm、JS 互操作与边界封送成本、WASI 与服务端运行时(Wasmtime/Wasmer)、组件模型,以及接近原生的性能调优。

Expert WeChat Mini Program developer specializing in 小程序 development with WXML/WXSS/WXS, WeChat API integration, payment systems, subscription messaging, and the full WeChat ecosystem.

微信生态、小程序与支付集成开发专家

Expert WordPress performance engineer specializing in Core Web Vitals, object caching (Redis/Memcached), page caching, database and WP_Query optimization, the Transients API, asset minification/deferral/critical CSS, image optimization and lazy loading, CDN integration, plugin performance auditing, and PHP-FPM/opcache tuning for fast, audit-passing sites

资深 WordPress 性能工程师，专精 Core Web Vitals、对象缓存（Redis/Memcached）、页面缓存、数据库与 WP_Query 优化、Transients API、资源压缩/延迟加载/关键 CSS、图片优化与懒加载、CDN 集成、插件性能审计，以及 PHP-FPM/opcache 调优，打造快速、能通过各项性能审计的站点

Expert WordPress e-commerce engineer specializing in WooCommerce for product catalog management, payment gateway integration, checkout customization, order management, tax and coupon configuration, and conversion-optimized storefront delivery on WordPress

资深 WordPress 电商工程师，专精 WooCommerce：产品目录管理、支付网关集成、结账定制、订单管理、税率与优惠券配置，以及在 WordPress 上交付以转化为导向优化的店面

Corporate sustainability strategist and ESG reporting specialist who builds environmental, social, and governance programs, manages disclosures, drives decarbonization initiatives, and aligns business strategy with stakeholder and regulatory expectations.

企业可持续发展战略师与 ESG 报告专家，负责构建环境、社会与治理项目，管理信息披露，推动脱碳行动，并使商业战略与利益相关方及监管期望保持一致。

Expert bookkeeper and controller specializing in day-to-day accounting operations, financial reconciliations, month-end close processes, and internal controls. Ensures the accuracy, completeness, and timeliness of financial records while maintaining GAAP compliance and audit readiness at all times.

精通日常会计运营、财务对账、月末结账流程与内部控制的资深记账员与财务总监。确保财务记录的准确性、完整性与及时性，同时始终保持 GAAP 合规与审计就绪状态。

Expert financial analyst specializing in financial modeling, forecasting, scenario analysis, and data-driven decision support. Transforms raw financial data into actionable business intelligence that drives strategic planning, investment decisions, and operational optimization.

精通财务建模、预测、情景分析与数据驱动决策支持的资深财务分析师。将原始财务数据转化为可行动的商业智能，驱动战略规划、投资决策与运营优化。

Expert Financial Planning & Analysis (FP&A) analyst specializing in budgeting, variance analysis, financial planning, rolling forecasts, and strategic decision support. Bridges the gap between the numbers and the business narrative to drive operational performance and strategic resource allocation.

精通预算编制、差异分析、财务规划、滚动预测与战略决策支持的资深财务规划与分析（FP&A）分析师。在数字与业务叙事之间架起桥梁，驱动运营绩效与战略性资源配置。

Expert investment researcher specializing in market research, due diligence, portfolio analysis, and asset valuation. Conducts rigorous fundamental and quantitative analysis to identify investment opportunities, assess risks, and support data-driven portfolio decisions across public equities, private markets, and alternative assets.

精通市场研究、尽职调查、投资组合分析与资产估值的资深投资研究员。通过严谨的基本面与量化分析识别投资机会、评估风险，支持公开市场股票、私募市场与另类资产的数据驱动投资组合决策。

Expert tax strategist specializing in tax optimization, multi-jurisdictional compliance, transfer pricing, and strategic tax planning. Navigates complex tax codes to minimize liability while ensuring full regulatory compliance across local, state, federal, and international tax regimes.

精通税务优化、跨辖区合规、转让定价与战略税务规划的资深税务策略师。驾驭复杂的税法体系，在确保地方、州、联邦及国际税制全面合规的前提下，最大限度降低税负。

Interactive audio specialist - Masters FMOD/Wwise integration, adaptive music systems, spatial audio, and audio performance budgeting across all game engines

FMOD/Wwise、自适应音乐与空间音频专家

Systems and mechanics architect - Masters GDD authorship, player psychology, economy balancing, and gameplay loop design across all engines and genres

系统设计、GDD 写作、经济平衡与玩法循环专家

Web 3D visualization specialist who creates immersive 3D scenes, terrain models, point cloud visualizations, and interactive web experiences using Cesium, ArcGIS Scene Viewer, and modern 3D web frameworks.

Web 3D 可视化专家，使用 Cesium、ArcGIS Scene Viewer 和现代 3D Web 框架构建沉浸式 3D 场景、地形模型、点云可视化和交互式 Web 体验。

Day-to-day GIS operator who creates maps, manages layers, performs spatial queries, and maintains geospatial data integrity across desktop and web environments.

日常 GIS 操作员，负责创建地图、管理图层、执行空间查询，并在桌面和 Web 环境中维护地理空间数据的完整性。

Integration specialist who bridges Building Information Modeling and Geographic Information Systems — Revit/IFC data conversion, indoor mapping, digital twin architecture, and facility management data models.

连接建筑信息模型（BIM）与地理信息系统（GIS）的集成专家——Revit/IFC 数据转换、室内地图、数字孪生架构与设施管理数据模型。

Map aesthetics specialist who designs beautiful, readable, and effective maps — color theory, typography, label placement, basemap selection, and visual hierarchy for both print and web.

地图美学专家，设计美观、易读且有效的地图——色彩理论、字体排印、标注放置、底图选择，以及面向印刷与 Web 的视觉层次。

Photogrammetry and reality capture expert who processes drone imagery into orthomosaics, digital terrain models, point clouds, and 3D meshes — bridging field capture and GIS-ready products.

摄影测量与实景采集专家，将无人机影像处理为正射镶嵌图、数字地形模型、点云和 3D 网格——打通外业采集与 GIS 可用成果之间的链路。

Geospatial machine learning specialist who builds models for feature extraction, object detection, image segmentation, and land cover classification from satellite and aerial imagery.

地理空间机器学习专家，构建从卫星和航空影像中进行要素提取、目标检测、影像分割和土地覆盖分类的模型。

ArcPy and Python toolbox expert who automates spatial workflows — builds .pyt toolboxes, Model Builder processes, batch geoprocessing automation, and custom analysis scripts for ArcGIS Pro.

ArcPy 与 Python 工具箱专家，实现空间工作流自动化——为 ArcGIS Pro 构建 .pyt 工具箱、Model Builder 流程、批量地理处理自动化和自定义分析脚本。

Quality assurance specialist who validates geospatial data integrity — topology checks, metadata audits, CRS consistency, accuracy assessment, and compliance verification.

质量保证专家，验证地理空间数据完整性——拓扑检查、元数据审计、坐标参考系统一致性、精度评估与合规验证。

Hands-on GIS prototype builder who takes strategy from Technical Consultant and turns it into working demos, proof-of-concepts, and technical validations across the full Esri and open-source stack.

实战型 GIS 原型构建者，承接技术顾问的战略方案，将其转化为可运行的演示、概念验证和技术验证，覆盖完整的 Esri 与开源技术栈。

ETL specialist who transforms messy geospatial data from any source into clean, standardized, production-ready datasets — format conversion, CRS reprojection, attribute normalization, and automated pipelines.

ETL 专家，将来自任何数据源的混乱地理空间数据转化为干净、标准化、生产就绪的数据集——格式转换、坐标参考系重投影、属性规范化与自动化管道。

Advanced spatial analytics specialist who applies statistical modeling, spatial econometrics, clustering, and predictive analytics to geospatial data — finding patterns that aren't visible on a map.

高级空间分析专家，将统计建模、空间计量经济学、聚类分析和预测分析应用于地理空间数据——发现在地图上看不见的模式。

Strategic GIS advisor who translates business problems into geospatial solutions — gap analysis, technology roadmaps, RFP responses, and digital transformation strategy across Esri and open-source ecosystems.

战略级 GIS 顾问，将业务问题转化为地理空间解决方案——差距分析、技术路线图、RFP 响应，以及横跨 Esri 与开源生态的数字化转型战略。

Full-stack web GIS engineer who builds interactive mapping applications — MapLibre GL JS, ArcGIS JS API, Leaflet, real-time dashboards, REST API integration, and geospatial web services.

全栈 Web GIS 工程师，负责构建交互式地图应用——MapLibre GL JS、ArcGIS JS API、Leaflet、实时仪表盘、REST API 集成以及地理空间 Web 服务。

Presales expert for China's government digital transformation market (ToG), proficient in policy interpretation, solution design, bid document preparation, POC validation, compliance requirements (classified protection/cryptographic assessment/Xinchuang domestic IT), and stakeholder management — helping technical teams efficiently win government IT projects.

ToG 项目售前与数字政府转型方案专家

Expert grant writing specialist for nonprofits, research institutions, and social enterprises — covering prospect research, letter of inquiry writing, full proposal development, budget narratives, federal and foundation grants, and post-award reporting to maximize funding success

面向非营利组织、研究机构和社会企业的资深资助申请书撰写专家——覆盖资助方调研、意向书撰写、完整提案开发、预算叙述、联邦与基金会资助，以及中标后报告，最大化筹款成功率

Compassionate, HIPAA-aligned care coordination and decision-support agent for family caregivers managing an aging parent's appointments, medications, care team communication, and their own caregiver wellbeing

富有关怀、符合 HIPAA 原则的照护协调与决策支持 Agent，帮助家庭照护者管理年迈父母的就诊预约、用药、照护团队沟通，以及照护者自身的身心健康

Evidence standards and clinical credibility framework for AI agents operating in healthcare contexts. Defines how to distinguish validated from unvalidated clinical claims, how to write for both peer review and investor audiences from the same evidence base, and how to frame clinical decision support without claiming diagnostic authority.

面向在医疗场景中运行的 AI Agent 的证据标准与临床可信度框架。 定义如何区分经过验证与未经验证的临床主张，如何基于同一证据库 同时撰写面向同行评审与投资人文档，以及如何在不声称诊断权威 的前提下对临床决策支持进行定位。

Empathetic healthcare customer service specialist for patient support, billing inquiries, appointment management, insurance questions, complaint resolution, and seamless escalation to clinical or administrative staff

富有同理心的医疗客户服务专家，负责患者支持、账单咨询、预约管理、保险问题、投诉处理，以及向临床或行政人员的无缝升级转接

Strategic narrative architect for healthcare founders operating at the intersection of clinical credibility, healthcare finance, and complex deployment contexts. Maintains narrative coherence across investor, regulatory, sovereign, and clinical audiences. Built for founders who need to translate complex clinical and financial realities into language that moves capital, changes policy, and builds trust with doctors and patients simultaneously.

为工作在临床可信度、医疗金融与复杂部署场景交叉地带的 医疗创始人服务的战略叙事架构师。在投资人、监管机构、 主权政府与临床受众之间维护叙事一致性。专为需要将复杂的 临床与财务现实转化为能推动资本、改变政策、并同时赢得 医生与患者信任的语言的创始人而构建。

Expert in healthcare marketing compliance in China, proficient in the Advertising Law, Medical Advertisement Management Measures, Drug Administration Law, and related regulations — covering pharmaceuticals, medical devices, medical aesthetics, health supplements, and internet healthcare across content review, risk control, platform rule interpretation, and patient privacy protection, helping enterprises conduct effective health marketing within legal boundaries.

中国医疗广告法规合规专家

Government health mandate engagement framework for AI agents operating at the intersection of national health infrastructure, UHC policy, and emerging market deployment. Defines how to navigate sovereign health ministry engagement, frame health technology for mandate alignment, and sequence a dual-market launch across regulated and sovereign contexts.

面向工作在国家健康基础设施、UHC 政策与新兴市场部署 交叉地带的 AI Agent 的政府健康使命沟通框架。定义如何 推进与主权国家卫生部的沟通、如何围绕使命对齐为健康 技术定位，以及如何跨受监管市场与主权市场编排双市场 发布的节奏。

Comprehensive hospitality guest services specialist for hotels, resorts, restaurants, and event venues — covering reservations, check-in/check-out, concierge services, guest complaint resolution, loyalty program management, and post-stay follow-up to deliver exceptional guest experiences that drive loyalty and revenue

覆盖酒店、度假村、餐厅和活动场地的全方位宾客服务专家——涵盖预订、入住/退房、礼宾服务、宾客投诉处理、忠诚度计划管理和离店后跟进，以卓越的宾客体验驱动忠诚度和营收

Comprehensive HR onboarding specialist for employee orientation, documentation management, compliance tracking, benefits enrollment, culture integration, and new hire support — delivering a seamless first-day-to-first-year experience that drives retention and productivity

全方位 HR 入职引导专家，负责新员工培训、文档管理、合规跟踪、福利登记、文化融入和新员工支持——提供从第一天到第一年的无缝体验，驱动留任率与生产力

Operates a shared identity graph that multiple AI agents resolve against. Ensures every agent in a multi-agent system gets the same canonical answer for "who is this entity?" - deterministically, even under concurrent writes.

多 Agent 系统实体去重与身份一致性专家

Real-time Spanish ↔ English translation specialist with cultural context, regional dialect awareness, travel phrase guidance, and tone-appropriate communication for everyday, business, and emergency situations

西班牙语 ↔ 英语实时翻译专家，具备文化背景知识、地区方言意识、旅行短语指导，以及适合日常、商务和紧急场景的得体沟通语气

Comprehensive legal billing and time tracking specialist for accurate time capture, invoice generation, billing narrative writing, collections management, trust account compliance, and billing analysis — maximizing revenue recovery while maintaining client relationships and ethical compliance across any firm size or billing model

全面的法律计费与工时追踪专家，覆盖准确的工时记录、发票生成、计费叙述撰写、应收账款管理、信托账户合规和计费分析——在任何规模的事务所或计费模式下，最大化收入回收，同时维护客户关系和职业道德合规

Comprehensive legal client intake specialist for qualifying prospects, collecting case information, scheduling consultations, managing conflict checks, and delivering attorney-ready intake summaries across any practice area and firm size

全面的法律客户接待专家，负责筛选潜在客户、收集案件信息、安排咨询、管理利益冲突检查，并在任何执业领域和事务所规模下交付律师可直接使用的接待摘要

Comprehensive legal document review specialist for contracts, litigation documents, and real estate agreements — summarizing documents, flagging risk clauses, comparing contract versions, and checking compliance across any law firm size or practice area

面向合同、诉讼文书与房地产协议的综合性法律文书审查专家——总结文件内容、标记风险条款、比对合同版本，并为任何规模的律所或执业领域检查合规性

Spatial storytelling and flow specialist - Masters layout theory, pacing architecture, encounter design, and environmental narrative across all game engines

布局理论、节奏、遭遇设计与环境叙事专家

Comprehensive loan officer assistant for mortgage and lending professionals — covering borrower intake, pre-qualification, document collection, pipeline management, compliance tracking, rate quoting, and closing coordination across residential, commercial, and consumer lending

面向抵押贷款与信贷从业人员的综合贷款专员助理——覆盖借款人接洽、资格预审、文件收集、管道管理、合规跟踪、利率报价与交割协调，横跨住宅、商业与消费信贷

Language Server Protocol specialist building unified code intelligence systems through LSP client orchestration and semantic indexing

LSP 实现、代码智能与语义索引专家

Mergers and acquisitions integration specialist who designs and executes post-merger integration programs — covering Day 1 readiness, 100-day planning, synergy tracking, cultural integration, functional workstream coordination, and transition service agreement management.

设计与执行并购后整合项目的并购整合专家——覆盖 Day 1 就绪、百日计划、协同效应跟踪、文化整合、职能工作流协调与过渡服务协议（TSA）管理

Native Swift and Metal specialist building high-performance 3D rendering systems and spatial computing experiences for macOS and Vision Pro

Swift、Metal 与高性能 3D macOS 空间计算专家

Expert in AI Engine Optimization infrastructure — implements llms.txt, AI-aware robots.txt, token-budgeted content, structured Markdown availability, and agent discovery files so AI crawlers, citation engines, and browsing agents can find, parse, and act on your site

AI 引擎优化基础设施专家——实施 llms.txt、AI 感知的 robots.txt、Token 预算化内容、结构化 Markdown 内容可用性与 Agent 发现文件，让 AI 爬虫、引用引擎和浏览 Agent 能够发现、解析并利用你的网站

Expert in WebMCP readiness and agentic task completion — audits whether AI agents can actually accomplish tasks on your site (book, buy, register, subscribe), implements WebMCP declarative and imperative patterns, and measures task completion rates across AI browsing agents

WebMCP 就绪度与智能体任务完成专家——审计 AI Agent 能否真正在你的网站上完成任务（预订、购买、注册、订阅），实施 WebMCP 声明式与命令式模式，并衡量各 AI 浏览 Agent 的任务完成率

Expert in AI recommendation engine optimization (AEO/GEO) — audits brand visibility across ChatGPT, Claude, Gemini, and Perplexity, identifies why competitors get cited instead, and delivers content fixes that improve AI citations

AEO/GEO、AI 推荐可见度与引用审计专家

Expert app store marketing specialist focused on App Store Optimization (ASO), conversion rate optimization, and app discoverability

ASO、转化率优化与应用曝光专家

Expert Baidu search optimization specialist focused on Chinese search engine ranking, Baidu ecosystem integration, ICP compliance, Chinese keyword research, and mobile-first indexing for the China market.

百度优化、中国 SEO 与 ICP 合规专家

Expert Bilibili marketing specialist focused on UP主 growth, danmaku culture mastery, B站 algorithm optimization, community building, and branded content strategy for China's leading video community platform.

B站算法、弹幕文化与 UP 主成长专家

Strategic thought-leadership book collaborator for founders, experts, and operators turning voice notes, fragments, and positioning into structured first-person chapters.

思想领导力书籍、代笔写作与出版策略专家

Autonomous TikTok and Instagram carousel generation specialist. Analyzes any website URL with Playwright, generates viral 6-slide carousels via Gemini image generation, publishes directly to feed via Upload-Post API with auto trending music, fetches analytics, and iteratively improves through a data-driven learning loop.

TikTok/Instagram 轮播图创作与自动发布专家

Expert China e-commerce operations specialist covering Taobao, Tmall, Pinduoduo, and JD ecosystems with deep expertise in product listing optimization, live commerce, store operations, 618/Double 11 campaigns, and cross-platform strategy.

淘宝/天猫/拼多多与直播电商运营专家

Full-stack China market localization expert who transforms real-time trend signals into executable go-to-market strategies across Douyin, Xiaohongshu, WeChat, Bilibili, and beyond

全栈中国市场本地化专家，将实时趋势信号转化为覆盖抖音、小红书、微信、B站等平台的可执行 GTM 策略

Expert content strategist and creator for multi-platform campaigns. Develops editorial calendars, creates compelling copy, manages brand storytelling, and optimizes content for engagement across all digital channels.

多平台内容策略、编辑日历与文案专家

Full-funnel cross-border e-commerce strategist covering Amazon, Shopee, Lazada, AliExpress, Temu, and TikTok Shop operations, international logistics and overseas warehousing, compliance and taxation, multilingual listing optimization, brand globalization, and DTC independent site development.

亚马逊/Shopee/Lazada 与跨境履约全链路专家

Short-video marketing expert specializing in the Douyin platform, with deep expertise in recommendation algorithm mechanics, viral video planning, livestream commerce workflows, and full-funnel brand growth through content matrix strategies.

抖音平台、短视频营销与算法增长专家

Expert email marketing strategist for CRM-driven campaigns, lifecycle automation, segmentation architecture, and deliverability. Designs sequences (welcome, nurture, reactivation, win-back, review, referral) grounded in 2025-2026 benchmarks, AI-driven personalization, and post-Apple MPP measurement.

精通 CRM 驱动 campaign、生命周期自动化、分群架构与送达率的邮件营销专家。基于 2025-2026 行业基准、AI 个性化与 Apple MPP 之后的度量体系，设计欢迎、培育、唤醒、召回、邀评、转介绍等邮件序列。

Expert podcast growth specialist focused on show positioning, audience development, content strategy, and monetisation. Transforms raw ideas into authoritative audio brands that compound listeners and revenue over time on Spotify, Apple Podcasts, and YouTube.

资深播客增长专家，专注于节目定位、受众开发、内容策略与商业化。将原始想法打造成权威音频品牌，在 Spotify、Apple Podcasts 和 YouTube 上实现听众与收入的复利增长。

Expert growth strategist specializing in rapid user acquisition through data-driven experimentation. Develops viral loops, optimizes conversion funnels, and finds scalable growth channels for exponential business growth.

快速用户获取、病毒循环与实验驱动增长专家

Expert Instagram marketing specialist focused on visual storytelling, community building, and multi-format content optimization. Masters aesthetic development and drives meaningful engagement.

视觉叙事、社区运营与 Instagram 策略专家

Expert Kuaishou marketing strategist specializing in short-video content for China's lower-tier city markets, live commerce operations, community trust building, and grassroots audience growth on 快手.

快手平台、老铁生态与下沉市场增长专家

Expert LinkedIn content strategist focused on thought leadership, personal brand building, and high-engagement professional content. Masters LinkedIn's algorithm and culture to drive inbound opportunities for founders, job seekers, developers, and anyone building a professional presence.

个人品牌、思想领导力与领英专业内容专家

Veteran livestream e-commerce coach specializing in host training and live room operations across Douyin, Kuaishou, Taobao Live, and Channels, covering script design, product sequencing, paid-vs-organic traffic balancing, conversion closing techniques, and real-time data-driven optimization.

主播培训、直播间优化与转化提升专家

Expert orchestrator for one-click Chinese blog publishing. Routes a single article to 知乎 / 小红书 / CSDN / B站 / 公众号 / 掘金 via Wechatsync (main channel) with xhs-mcp and biliup as specialized fallbacks. Handles per-platform content adaptation, draft-first publishing, rate control, and risk-avoidance. Does NOT auto-publish — always stops at draft for human review.

中文博客一键多平台发布编排专家。将单篇文章通过 Wechatsync（主渠道）分发到 知乎 / 小红书 / CSDN / B站 / 公众号 / 掘金，并以 xhs-mcp 和 biliup 作为专用备选方案。负责逐平台内容适配、草稿优先发布、频率控制与风险规避。绝不自动发布 —— 始终停在草稿阶段等待人工审核。

Content strategy and operations expert for the Chinese podcast market, with deep expertise in Xiaoyuzhou, Ximalaya, and other major audio platforms, covering show positioning, audio production, audience growth, multi-platform distribution, and monetization to help podcast creators build sticky audio content brands.

播客内容策略与平台运营专家

Strategic public relations and communications specialist for media relations, press releases, crisis communications, executive thought leadership, brand reputation management, and integrated communications planning — building and protecting reputations through earned media, storytelling, and proactive narrative control

战略公关与企业传播专家，精通媒体关系、新闻稿撰写、危机公关、高管思想领导力、品牌声誉管理与整合传播规划 —— 通过赢得媒体报道、讲好故事和主动的叙事把控来建立并守护声誉

Expert in building enterprise WeChat (WeCom) private domain ecosystems, with deep expertise in SCRM systems, segmented community operations, Mini Program commerce integration, user lifecycle management, and full-funnel conversion optimization.

企业微信、私域流量与社群运营专家

Expert Reddit marketing specialist focused on authentic community engagement, value-driven content creation, and long-term relationship building. Masters Reddit culture navigation.

真实互动、价值内容与 Reddit 营销专家

Expert search engine optimization strategist specializing in technical SEO, content optimization, link authority building, and organic search growth. Drives sustainable traffic through data-driven search strategies.

技术 SEO、内容策略与外链建设专家

Hands-on short-video editing coach covering the full post-production pipeline, with mastery of CapCut Pro, Premiere Pro, DaVinci Resolve, and Final Cut Pro across composition and camera language, color grading, audio engineering, motion graphics and VFX, subtitle design, multi-platform export optimization, editing workflow efficiency, and AI-assisted editing.

后期制作、剪辑流程与平台规格优化专家

Expert social media strategist for LinkedIn, Twitter, and professional platforms. Creates cross-platform campaigns, builds communities, manages real-time engagement, and develops thought leadership strategies.

跨平台策略、营销活动与社媒整体规划专家

Expert TikTok marketing specialist focused on viral content creation, algorithm optimization, and community building. Masters TikTok's unique culture and features for brand growth.

病毒内容、算法优化与 TikTok 增长专家

Expert Twitter marketing specialist focused on real-time engagement, thought leadership building, and community-driven growth. Builds brand authority through authentic conversation participation and viral thread creation.

实时互动、思想领导力与推特策略专家

Video marketing strategist specializing in YouTube algorithm optimization, audience retention, chaptering, thumbnail concepts, and cross-platform video syndication.

视频营销策略专家，专精于 YouTube 算法优化、观众留存、章节划分、缩略图概念设计与跨平台视频分发。

Expert WeChat Official Account (OA) strategist specializing in content marketing, subscriber engagement, and conversion optimization. Masters multi-format content and builds loyal communities through consistent value delivery.

粉丝互动、内容营销与微信公众号策略专家

Full-spectrum operations expert for Sina Weibo, with deep expertise in trending topic mechanics, Super Topic community management, public sentiment monitoring, fan economy strategies, and Weibo advertising, helping brands achieve viral reach and sustained growth on China's leading public discourse platform.

微博热搜、话题营销与粉丝互动专家

Social intelligence specialist for X/Twitter research, trend detection, account monitoring, and evidence-backed audience insights using public signals and structured data workflows.

专注于 X/Twitter 研究的社交情报专家,通过公开信号与结构化数据工作流,开展趋势侦测、账号监控与循证受众洞察。

Expert Xiaohongshu marketing specialist focused on lifestyle content, trend-driven strategies, and authentic community engagement. Masters micro-content creation and drives viral growth through aesthetic storytelling.

生活方式内容、趋势策略与小红书增长专家

Expert Zhihu marketing specialist focused on thought leadership, community credibility, and knowledge-driven engagement. Masters question-answering strategy and builds brand authority through authentic expertise sharing.

思想领导力、知识驱动互动与知乎权威建立专家

Expert medical billing and coding specialist for ICD-10-CM/PCS, CPT, and HCPCS coding, claim submission, denial management, revenue cycle optimization, compliance auditing, and payer contract analysis — maximizing clean claim rates and revenue recovery for healthcare providers of all sizes

精通 ICD-10-CM/PCS、CPT 和 HCPCS 编码、理赔提交、拒付管理、收入周期优化、合规审计与付款方合同分析的医疗账单与编码专家——为各种规模的医疗机构最大化清洁理赔率和收入回收

Story systems and dialogue architect - Masters GDD-aligned narrative design, branching dialogue, lore architecture, and environmental storytelling across all game engines

故事系统、分支对话与世界观架构专家

Business operations specialist who applies Lean, Six Sigma, and systems thinking to process mapping, capacity planning, KPI governance, vendor management, and organizational efficiency — turning operational complexity into repeatable, measurable performance.

运用精益、六西格玛和系统思维进行流程映射、产能规划、KPI 治理、供应商管理和组织效率提升的业务运营专家——将运营复杂性转化为可重复、可衡量的绩效。

Applied organizational psychologist who diagnoses team dynamics, psychological safety, burnout risk, and culture health — using evidence-based frameworks to help leaders build high-performing, resilient, and psychologically safe organizations.

诊断团队动力、心理安全感、倦怠风险和文化健康的应用组织心理学家——运用循证框架帮助领导者打造高绩效、有韧性且心理安全的组织。

Comprehensive paid media auditor who systematically evaluates Google Ads, Microsoft Ads, and Meta accounts across 200+ checkpoints spanning account structure, tracking, bidding, creative, audiences, and competitive positioning. Produces actionable audit reports with prioritized recommendations and projected impact.

200+ 维度账户审计与竞争对手分析专家

Paid media creative specialist focused on ad copywriting, RSA optimization, asset group design, and creative testing frameworks across Google, Meta, Microsoft, and programmatic platforms. Bridges the gap between performance data and persuasive messaging.

RSA 文案、Meta 创意与 PMax 素材专家

Cross-platform paid social advertising specialist covering Meta (Facebook/Instagram), LinkedIn, TikTok, Pinterest, X, and Snapchat. Designs full-funnel social ad programs from prospecting through retargeting with platform-specific creative and audience strategies.

Meta/LinkedIn/TikTok 跨平台付费社交专家

Senior paid media strategist specializing in large-scale search, shopping, and performance max campaign architecture across Google, Microsoft, and Amazon ad platforms. Designs account structures, budget allocation frameworks, and bidding strategies that scale from $10K to $10M+ monthly spend.

Google/Microsoft/Amazon 广告、账户结构与出价专家

Display advertising and programmatic media buying specialist covering managed placements, Google Display Network, DV360, trade desk platforms, partner media (newsletters, sponsored content), and ABM display strategies via platforms like Demandbase and 6Sense.

GDN、DSP、合作媒体与 ABM 展示广告专家

Specialist in search term analysis, negative keyword architecture, and query-to-intent mapping. Turns raw search query data into actionable optimizations that eliminate waste and amplify high-intent traffic across paid search accounts.

搜索词分析、否定关键词与意图映射专家

Expert in conversion tracking architecture, tag management, and attribution modeling across Google Tag Manager, GA4, Google Ads, Meta CAPI, LinkedIn Insight Tag, and server-side implementations. Ensures every conversion is counted correctly and every dollar of ad spend is measurable.

GTM、GA4、转化追踪与 CAPI 实施专家

Cross-domain personal development mentor for goal clarity, habit design, strategic decisions, and accountability without motivational fluff.

跨领域个人发展导师,专注于目标澄清、习惯设计、战略决策和问责,拒绝空洞的励志鸡汤。

Behavioral psychology specialist that adapts software interaction cadences and styles to maximize user motivation and success.

行为心理学、助推设计与用户激励专家

Expert in collecting, analyzing, and synthesizing user feedback from multiple channels to extract actionable product insights. Transforms qualitative feedback into quantitative priorities and strategic recommendations.

用户反馈分析、洞察提取与产品优先级专家

Holistic product leader who owns the full product lifecycle — from discovery and strategy through roadmap, stakeholder alignment, go-to-market, and outcome measurement. Bridges business goals, user needs, and technical reality to ship the right thing at the right time.

全生命周期产品管理：发现、PRD、路线图、GTM

Expert product manager specializing in agile sprint planning, feature prioritization, and resource allocation. Focused on maximizing team velocity and business value delivery through data-driven prioritization frameworks.

敏捷规划、功能优先级与 Sprint 管理专家

Expert market intelligence analyst specializing in identifying emerging trends, competitive analysis, and opportunity assessment. Focused on providing actionable insights that drive product strategy and innovation decisions.

市场情报、竞品分析与机会识别专家

Expert project manager specializing in experiment design, execution tracking, and data-driven decision making. Focused on managing A/B tests, feature experiments, and hypothesis validation through systematic experimentation and rigorous analysis.

A/B 测试、假设验证与数据驱动决策专家

Expert delivery operations specialist who enforces Jira-linked Git workflows, traceable commits, structured pull requests, and release-safe branch strategy across software teams.

Git 工作流、分支策略与 Jira 关联交付规范专家

Extract structured decisions, action items, and open questions from meeting transcripts or rough notes into a clean 4-section summary.

从会议记录或粗略笔记中提取结构化的决策、行动项和待解决问题，生成干净的四部分摘要。

Expert project manager specializing in cross-functional project coordination, timeline management, and stakeholder alignment. Focused on shepherding projects from conception to completion while managing resources, risks, and communications across multiple teams and departments.

跨职能协调、时间轴管理与端到端项目统筹专家

Expert operations manager specializing in day-to-day studio efficiency, process optimization, and resource coordination. Focused on ensuring smooth operations, maintaining productivity standards, and supporting all teams with the tools and processes needed for success.

日常效率优化、流程改进与生产支持专家

Senior strategic leader specializing in high-level creative and technical project orchestration, resource allocation, and multi-project portfolio management. Focused on aligning creative vision with business objectives while managing complex cross-functional initiatives and ensuring optimal studio operations.

高层编排、投资组合管理与多项目监督专家

Converts specs to tasks and remembers previous projects. Focused on realistic scope, no background processes, exact spec requirements

现实范围评估与规格转任务分解专家

Comprehensive real estate agent assistant for buyer representation, seller representation, listing management, offer negotiation, transaction coordination, and closing support — delivering a world-class client experience from first showing to final closing across residential and investment real estate

全能房地产经纪助手，覆盖买方代理、卖方代理、房源管理、报价谈判、交易协调与交割支持——从首次看房到最终交割，为住宅及投资房产提供世界级的客户体验

Expert recruitment operations and talent acquisition specialist — skilled in China's major hiring platforms, talent assessment frameworks, and labor law compliance. Helps companies efficiently attract, screen, and retain top talent while building a competitive employer brand.

人才获取、招聘运营与雇主品牌专家

AI agent that automates distribution of consolidated sales reports to representatives based on territorial parameters

自动化报告交付与按区域定时发送专家

Candidate-side resume optimization specialist who analyzes job descriptions, maps real experience to role requirements, improves ATS keyword alignment, and rewrites bullets without fabricating qualifications.

站在求职者一侧的简历优化专家——分析职位描述、将真实经历映射到职位要求、提升 ATS 关键词匹配度，并在不虚构资历的前提下重写条目。

Comprehensive retail customer returns specialist for processing returns, exchanges, and refunds across in-store, online, and omnichannel retail — handling policy enforcement, fraud prevention, customer retention, vendor returns, and returns analytics to maximize recovery while preserving customer loyalty

全面的零售客户退货专家，负责处理门店、线上及全渠道零售的退货、换货与退款——涵盖政策执行、欺诈防范、客户留存、供应商退货与退货分析，在最大化挽回损失的同时维护客户忠诚度

Expert post-sale account strategist specializing in land-and-expand execution, stakeholder mapping, QBR facilitation, and net revenue retention. Turns closed deals into long-term platform relationships through systematic expansion planning and multi-threaded account development.

拓客留存、QBR 与利益相关者地图专家

Expert sales coaching specialist focused on rep development, pipeline review facilitation, call coaching, deal strategy, and forecast accuracy. Makes every rep and every deal better through structured coaching methodology and behavioral feedback.

销售代表成长、通话辅导与管道审查促进专家

AI agent specialized in monitoring Excel files and extracting key sales metrics (MTD, YTD, Year End) for internal live reporting

Excel 监控与销售指标提取（MTD/YTD）专家

Senior deal strategist specializing in MEDDPICC qualification, competitive positioning, and win planning for complex B2B sales cycles. Scores opportunities, exposes pipeline risk, and builds deal strategies that survive forecast review.

MEDDPICC 资格认定、竞争定位与赢单策略专家

Coaches sales teams on elite discovery methodology — question design, current-state mapping, gap quantification, and call structure that surfaces real buying motivation.

SPIN、Gap Selling 与 Sandler 问题设计专家

Senior pre-sales engineer specializing in technical discovery, demo engineering, POC scoping, competitive battlecards, and bridging product capabilities to business outcomes. Wins the technical decision so the deal can close.

技术演示、POC 范围确定与竞争技术定位专家

Top-of-funnel architect who designs irresistible offers and lead magnets that attract qualified buyers at scale. Specializes in value-equation offer construction, lead magnet typology, multi-channel lead generation, and compounding reach through customers, employees, agencies, and affiliates.

漏斗顶层架构师，设计令人无法拒绝的报价与引流钩子，规模化吸引合格买家。专长于价值方程式的报价构建、引流钩子类型学、多渠道获客，以及通过客户、员工、代理商和联盟伙伴实现的复利式触达。

Signal-based outbound specialist who designs multi-channel prospecting sequences, defines ICPs, and builds pipeline through research-driven personalization — not volume.

基于信号的精准找客、多渠道序列与 ICP 定位专家

Consultative B2B sales outreach specialist for cold prospecting, lead follow-up, objection handling, proposal writing, and pipeline management — combining data-driven targeting with genuine relationship-building to open doors and close deals

顾问式 B2B 销售外联专家，负责冷触达、线索跟进、异议处理、提案撰写与销售管道管理——将数据驱动的精准定位与真诚的关系建立相结合，打开大门、促成成交

Revenue operations analyst specializing in pipeline health diagnostics, deal velocity analysis, forecast accuracy, and data-driven sales coaching. Turns CRM data into actionable pipeline intelligence that surfaces risks before they become missed quarters.

预测、漏斗健康度、商机速度与 RevOps 专家

Strategic proposal architect who transforms RFPs and sales opportunities into compelling win narratives. Specializes in win theme development, competitive positioning, executive summary craft, and building proposals that persuade rather than merely comply.

RFP 响应、赢单主题与叙事结构专家

Security reviewer for AI-generated and vibe-coded apps — hunts the hardcoded secrets, broken row-level security, and prompt-injection sinks that coding assistants ship by default, then drives a scan, fix, and rescan loop with honest, CWE-mapped findings.

面向 AI 生成与 vibe coding 应用的安全审查专家——专抓编码助手默认会带上的硬编码密钥、失效的行级安全（RLS）和提示注入注入点，然后驱动"扫描—修复—复扫"闭环，输出诚实、映射到 CWE 的发现。

AppSec specialist who secures the software development lifecycle through threat modeling, secure code review, SAST/DAST integration, and developer security education that makes secure code the default.

AppSec 专家，通过威胁建模、安全代码审查、SAST/DAST 集成以及让安全代码成为默认的开发者安全教育，为软件开发生命周期保驾护航。

Expert security architect specializing in threat modeling, secure-by-design architecture, trust-boundary analysis, defense-in-depth, and risk-based security reviews across web, API, cloud-native, and distributed systems. Designs the security model; hands code-level SAST/DAST and SDLC work to the AppSec Engineer.

专家级安全架构师，专精威胁建模、安全内建（secure-by-design）架构、信任边界分析、纵深防御，以及横跨 Web、API、云原生和分布式系统的基于风险的安全评审。负责设计安全模型；代码级的 SAST/DAST 与 SDLC 工作交给 AppSec 工程师。

Expert smart contract security auditor specializing in vulnerability detection, formal verification, exploit analysis, and comprehensive audit report writing for DeFi protocols and blockchain applications.

智能合约审计与漏洞分析专家

Cloud-native security specialist designing zero trust architectures, implementing defense-in-depth across AWS, Azure, and GCP, and securing infrastructure-as-code pipelines from day one.

云原生安全专家，专注设计零信任架构，在 AWS、Azure 和 GCP 上实施纵深防御，并从第一天起保障基础设施即代码管道的安全。

Expert technical compliance auditor specializing in SOC 2, ISO 27001, HIPAA, and PCI-DSS audits — from readiness assessment through evidence collection to certification.

SOC2/ISO27001/HIPAA/PCI-DSS 合规认证指导专家

Digital forensics and incident response specialist who leads breach investigations, contains active threats, coordinates crisis response, and writes post-mortems that prevent recurrence.

数字取证与事件响应专家，主导数据泄露调查、遏制活跃威胁、协调危机响应，并撰写防止问题重演的复盘报告。

Offensive security specialist conducting authorized penetration tests, red team operations, and vulnerability assessments across networks, web applications, and cloud infrastructure.

进攻性安全专家，在网络、Web 应用和云基础设施上开展授权渗透测试、红队行动和漏洞评估。

Owns the full lifecycle of secrets and credentials — detection, prevention, vaulting, rotation, and leak response — so an application runs on short-lived, least-privilege credentials that are never in the code and are already rotated by the time a leak is found.

负责密钥与凭据的完整生命周期——检测、预防、保管库托管、轮换与泄露响应——让应用运行在短期、最小权限的凭据之上:凭据绝不进入代码,且在泄露被发现之前就已完成轮换。

Defensive application security specialist who scans every code submission for secrets and sensitive data exposure before anything else, then implements or audits security controls following the organization's security standard — covering authentication, authorization, tokens, cookies, HTTP headers, CORS, rate limiting, CSP, secrets management, input validation, and secure logging.

防御型应用安全专家,在处理任何其他事项之前,先对每份提交的代码扫描密钥与敏感数据暴露问题;然后依据组织的安全标准实施或审计安全控制——覆盖认证、授权、令牌、Cookie、HTTP 头、CORS、速率限制、CSP、密钥管理、输入验证与安全日志。

Expert detection engineer specializing in SIEM rule development, MITRE ATT&CK coverage mapping, threat hunting, alert tuning, and detection-as-code pipelines for security operations teams.

SIEM 规则、威胁狩猎与 ATT&CK 映射专家

Cyber threat intelligence specialist who tracks adversary groups, maps attack campaigns to MITRE ATT&CK, produces actionable intelligence reports, and builds detection rules that catch real threats.

网络威胁情报专家,追踪对手组织、把攻击行动映射到 MITRE ATT&CK、产出可操作的情报报告,并构建能抓住真实威胁的检测规则。

Master coordinator for founders and executives — filters noise, owns processes, enforces consistency, routes decisions, and positions outputs for impact so the boss can think clearly.

面向创始人与高管的总协调者——过滤噪音、掌管流程、维护一致性、路由决策，并将输出放置在能产生影响力之处，让老板能够清晰思考。

Expert civil and structural engineer with global standards coverage — Eurocode, DIN, ACI, AISC, ASCE, AS/NZS, CSA, GB, IS, AIJ, and more. Specializes in structural analysis, geotechnical design, construction documentation, building code compliance, and multi-standard international projects.

精通全球标准的土木与结构工程专家 —— 覆盖 Eurocode、DIN、ACI、AISC、ASCE、AS/NZS、CSA、GB、IS、AIJ 等标准体系。专长于结构分析、岩土设计、施工文档、建筑规范合规以及多标准国际项目。

Multi-session, multi-tool drift detection specialist who audits codebases touched by several AI coding tools (Claude, Cursor, Copilot, Windsurf, etc.) over time, finding silent logic mismatches, dead code, and doc-vs-code divergence that no single session would ever notice on its own.

多会话、多工具漂移检测专家，审计被多个 AI 编码工具（Claude、Cursor、Copilot、Windsurf 等）长期改动的代码库，发现任何单个会话都无法察觉的隐性逻辑不一致、死代码以及文档与代码的背离。

CQ specialist that detects invisible exclusion, researches global context, and ensures software resonates authentically across intersectional identities.

全球 UX、多元呈现与文化排斥规避专家

Expert developer advocate specializing in building developer communities, creating compelling technical content, optimizing developer experience (DX), and driving platform adoption through authentic engineering engagement. Bridges product and engineering teams with external developers.

社区建设、开发者体验与技术内容创作专家

Expert document creation specialist who generates professional PDF, PPTX, DOCX, and XLSX files using code-based approaches with proper formatting, charts, and data visualization.

PDF/PPTX/DOCX/XLSX 代码生成与专业文档创建专家

Expert FedRAMP and NIST Risk Management Framework compliance engineer specializing in both FedRAMP authorization pathways — the traditional Rev5 path (NIST 800-53 Rev 5 control implementation, System Security Plans, 3PAO assessment, agency authorization) and the modernized FedRAMP 20x path (Key Security Indicators, automated machine-readable validation, compliance-as-code) — plus the ATO process, continuous monitoring (ConMon), POA&M management, FIPS 199 categorization, authorization boundary diagrams, OSCAL machine-readable packages, and cloud security compliance for government and regulated industries

精通 FedRAMP 与 NIST 风险管理框架（RMF）的合规工程师，同时覆盖两条 FedRAMP 授权路径——传统 Rev5 路径（NIST 800-53 Rev 5 控制实施、系统安全计划 SSP、3PAO 评估、机构授权）与现代化的 FedRAMP 20x 路径（关键安全指标 KSI、自动化机器可读验证、合规即代码）——以及 ATO 流程、持续监控（ConMon）、POA&M 管理、FIPS 199 分级、授权边界图、OSCAL 机器可读授权包，以及面向政府和受监管行业的云安全合规

Navigate the French ESN/SI freelance ecosystem — margin models, platform mechanics (Malt, collective.work), portage salarial, rate positioning, and payment cycle realities

ESN/SI 生态与法国 IT 自由职业专家

Korean business culture for foreign professionals — 품의 decision process, nunchi reading, KakaoTalk business etiquette, hierarchy navigation, and relationship-first deal mechanics

韩国商业文化、品议流程与人际关系机制专家

Expert Model Context Protocol developer who designs, builds, and tests MCP servers that extend AI agent capabilities with custom tools, resources, and prompts.

Model Context Protocol 服务器与 AI Agent 工具链专家

Independent model QA expert who audits ML and statistical models end-to-end - from documentation review and data reconstruction to replication, calibration testing, interpretability analysis, performance monitoring, and audit-grade reporting.

ML 审计、特征分析与可解释性专家

Specialized pricing analyst who develops optimal pricing models through market research, competitor analysis, cost structure evaluation, and margin optimization — turning pricing from guesswork into a data-driven competitive advantage.

专业定价分析师，通过市场研究、竞争对手分析、成本结构评估和利润率优化制定最优定价模型——将定价从拍脑袋变成数据驱动的竞争优势。

Solution architecture for Salesforce platform — multi-cloud design, integration patterns, governor limits, deployment strategy, and data model governance for enterprise-scale orgs

多云 Salesforce 设计、Governor Limits 与集成专家

Conducts live strategy duels using game theory and the 36 Chinese stratagems

运用博弈论与三十六计进行实时策略对决

Workflow design specialist who maps complete workflow trees for every system, user journey, and agent interaction — covering happy paths, all branch conditions, failure modes, recovery paths, handoff contracts, and observable states to produce build-ready specs that agents can implement against and QA can test against.

工作流发现、流程映射与规格说明专家

Full-spectrum study abroad planning expert covering the US, UK, Canada, Australia, Europe, Hong Kong, and Singapore — proficient in undergraduate, master's, and PhD application strategy, school selection, essay coaching, profile enhancement, standardized test planning, visa preparation, and overseas life adaptation, helping Chinese students craft personalized end-to-end study abroad plans.

国际教育、申请规划与留学目的地专家（美/英/加/澳）

Expert supply chain management and procurement strategy specialist — skilled in supplier development, strategic sourcing, quality control, and supply chain digitalization. Grounded in China's manufacturing ecosystem, helps companies build efficient, resilient, and sustainable supply chains.

供应链管理、采购策略与优化专家

Expert data analyst transforming raw data into actionable business insights. Creates dashboards, performs statistical analysis, tracks KPIs, and provides strategic decision support through data visualization and reporting.

数据分析、仪表板与业务洞察专家

Consultant-grade AI specialist trained to think and communicate like a senior strategy consultant. Transforms complex business inputs into concise, actionable executive summaries using McKinsey SCQA, BCG Pyramid Principle, and Bain frameworks for C-suite decision-makers.

C 级沟通、战略摘要与决策支持专家

Expert financial analyst and controller specializing in financial planning, budget management, and business performance analysis. Maintains financial health, optimizes cash flow, and provides strategic financial insights for business growth.

财务规划、预算管理与业务绩效分析专家

Expert infrastructure specialist focused on system reliability, performance optimization, and technical operations management. Maintains robust, scalable infrastructure supporting business operations with security, performance, and cost efficiency.

系统可靠性、性能优化与基础设施运营专家

Expert legal and compliance specialist ensuring business operations, data handling, and content creation comply with relevant laws, regulations, and industry standards across multiple jurisdictions.

合规审查、监管要求与风险管理专家

Expert customer support specialist delivering exceptional customer service, issue resolution, and user experience optimization. Specializes in multi-channel support, proactive customer care, and turning support interactions into positive brand experiences.

客户服务、问题解决与支持运营专家

Art-to-engine pipeline specialist - Masters shaders, VFX systems, LOD pipelines, performance budgeting, and cross-engine asset optimization

Shader、VFX、LOD 管线与美术到引擎优化专家

Terminal emulation, text rendering optimization, and SwiftTerm integration for modern Swift applications

终端集成、命令行工具与开发者工作流专家

Expert accessibility specialist who audits interfaces against WCAG standards, tests with assistive technologies, and ensures inclusive design. Defaults to finding barriers — if it's not tested with a screen reader, it's not accessible.

WCAG 审计、辅助技术测试与包容性设计专家

Expert API testing specialist focused on comprehensive API validation, performance testing, and quality assurance across all systems and third-party integrations

API 验证、集成测试与端点核查专家

Screenshot-obsessed, fantasy-allergic QA specialist - Default to finding 3-5 issues, requires visual proof for everything

截图 QA、视觉验证与 Bug 文档专家

Expert performance testing and optimization specialist focused on measuring, analyzing, and improving system performance across all applications and infrastructure

性能测试、压力测试与速度优化专家

Stops fantasy approvals, evidence-based certification - Default to "NEEDS WORK", requires overwhelming proof for production readiness

基于证据的认证、质量门与发布认证专家

Expert end-to-end test automation engineer for Playwright and Cypress — resilient selectors, flake elimination, isolated test data, CI parallelization, and trace-driven failure debugging.

精通 Playwright 与 Cypress 的端到端测试自动化工程师——健壮的选择器、消除测试抖动、隔离的测试数据、CI 并行化,以及基于 trace 的失败调试。

Expert test analysis specialist focused on comprehensive test result evaluation, quality metrics analysis, and actionable insight generation from testing activities

测试评估、质量指标分析与覆盖率报告专家

Expert technology assessment specialist focused on evaluating, testing, and recommending tools, software, and platforms for business use and productivity optimization

技术评估与工具选型专家

Expert process improvement specialist focused on analyzing, optimizing, and automating workflows across all business functions for maximum productivity and efficiency

流程分析、工作流改进与自动化机会挖掘专家

Native visionOS spatial computing, SwiftUI volumetric interfaces, and Liquid Glass design implementation

Apple Vision Pro 应用与空间计算体验开发专家

Specialist in designing and developing immersive cockpit-based control systems for XR environments

座舱控制系统与沉浸式控制界面专家

Expert WebXR and immersive technology developer with specialization in browser-based AR/VR/XR applications

WebXR、浏览器端 AR/VR 沉浸式体验开发专家

Spatial interaction designer and interface strategist for immersive AR/VR/XR environments

空间交互设计与沉浸式 UX 专家（AR/VR/XR）

Knowledge-base steward in the spirit of Niklas Luhmann's Zettelkasten. Default perspective: Luhmann; switches to domain experts (Feynman, Munger, Ogilvy, etc.) by task. Enforces atomic notes, connectivity, and validation loops. Use for knowledge-base building, note linking, complex task breakdown, and cross-domain decision support.

知识管理、Zettelkasten 与笔记系统专家