We bring artificial intelligence to traditional industries — turning domain expertise into scalable, intelligent solutions that deliver measurable business value. 我们将人工智能技术落地到传统行业，把行业经验转化为可规模化、可量化的智能解决方案。
We bring artificial intelligence to traditional industries — turning domain expertise into scalable, intelligent solutions that deliver measurable business value. 我们将人工智能技术落地到传统行业，把行业经验转化为可规模化、可量化的智能解决方案。
Explore Our Services 了解我们的服务 →From consumer brands to deep-tech startups to industrial manufacturing — each vertical we enter validates and strengthens our core AI methodology. 从消费品牌到硬科技创业公司再到工业制造——每进入一个新垂直领域，都是对核心 AI 方法论的验证和强化。
AI-powered knowledge systems for new energy materials manufacturing — yield optimization, process quality control, R&D experiment tracking, operational efficiency, cost analytics, and customer segmentation. Digitizing deep manufacturing know-how built over decades of precision production. Currently being developed and deployed at a composite current collector production facility, with expansion planned to additional product lines. 面向新能源材料制造的 AI 知识系统——良率优化、工艺质量管控、研发实验追踪、运营提效、成本分析与客户细分。将精密制造领域数十年积累的深厚工艺经验数字化。目前已在复合集流体生产基地开发部署，后续将拓展至更多产品线。
In Development正在开发部署AI-powered brand infrastructure and marketing execution for Chinese consumer brands going global — e-commerce sellers, consumer electronics, lifestyle products. From brand diagnosis and SEO/GEO optimization to content production and performance marketing. We go beyond strategy into hands-on execution, with performance-based pricing available. AI 驱动的品牌基建与营销执行，服务中国消费品牌出海——跨境电商、消费电子、生活方式品牌。从品牌诊断、SEO/GEO 优化到内容生产与效果营销，不止于策略，更深入执行落地。支持按效果付费合作模式。
Live Client & Growing已签约，持续拓展中Helping ambitious Chinese AI and deep-tech startups enter the US market — companies in spatial AI, robotics, and frontier technology. From market intelligence and strategic partnerships to overseas entity setup, foreign investment facilitation, and operational footprint establishment. Backed by 25+ years of Silicon Valley network. 帮助有雄心的中国 AI 与硬科技创业公司进入美国市场——空间智能、机器人、前沿科技等领域。从市场情报、战略合作伙伴开发，到海外主体设立、外资引入与海外运营体系搭建。依托 25+ 年硅谷人脉网络。
Proposals Delivered方案已交付Most companies use AI as a chatbot. We've built a systematic methodology that turns AI into a strategic partner — producing consistent, high-quality output at scale. 大多数公司把 AI 当聊天机器人。我们构建了一套系统化方法论，让 AI 成为战略合伙人——稳定、高质量、可规模化地产出。
A suite of specialized AI agents working in concert — each with deep domain expertise, structured prompts, and quality validation built in.多个专业 AI 智能体协同工作——每个都具备深度领域知识、结构化提示和内置质量校验。
Proprietary knowledge base with structured ontology. Every project deepens the knowledge graph — a compounding data moat competitors find difficult to replicate.自研知识库与结构化本体论。每个项目都在加深知识图谱——形成竞争对手难以复制的数据飞轮壁垒。
Every deliverable is scored on professionalism, completeness, specificity, and actionability. No vague advice — only concrete, measurable output.每项交付物在专业性、完整性、具体性和可执行性四个维度进行量化评分。拒绝模糊建议——只交付具体、可衡量的成果。
Not locked to a single AI provider. Our system intelligently routes tasks across multiple models for optimal cost-performance balance.不锁定单一 AI 供应商。系统智能路由任务至多个模型，实现最优成本-性能平衡。
Our core AI methodology — multi-agent orchestration, knowledge engineering, quality scoring — carries across industries. Each new vertical only requires domain-specific adaptation, not rebuilding from scratch.我们的核心 AI 方法论——多智能体协同、知识工程、质量评分——天然跨行业适用。每进入一个新垂直领域，只需针对行业特性做适配，而非从零开始。
A compact, senior team with decades of cross-border experience. Backed by established industry resources and a stable capital foundation. 一支精干的资深团队，拥有数十年跨境经验。依托成熟的产业资源和稳健的资金基础。
Tsinghua EE BSc, Notre Dame EE MSc. 25+ years in Silicon Valley — VC investing (early Zoom investor), enterprise architecture, quantitative engineering. 3 US patents. Serial entrepreneur.清华大学电子工程学士、美国圣母大学电子工程硕士。25+ 年硅谷经验——风险投资（Zoom 早期投资人）、企业架构、量化工程。3 项美国专利。连续创业者。
10+ years leading teams of 150+ at international organizations. Now driving cross-border brand consulting delivery and multi-project coordination.10+ 年国际机构高管经验，曾管理 150 人团队。现负责跨境品牌咨询交付与多项目统筹。
6 years in the US. Trilingual (English, Cantonese, Mandarin). 10 years building North America sales channels from zero to scale.留美 6 年，英粤普三语。10 年从零搭建北美市场销售网络经验。
3 years AI engineering (Tencent, Blue Origin). Expert in RAG/Agent systems, LLM fine-tuning, LangChain/LangGraph multi-agent development, and MCP protocols.3 年 AI 算法工程经验（腾讯、蓝色起源）。精通 RAG/Agent 系统、大模型微调、LangChain/LangGraph 多智能体开发与 MCP 协议。
AI application development, system integration, and MCP data pipeline engineering. Supports both manufacturing AI and Brand OS platform delivery.AI 应用开发、系统集成与 MCP 数据管道工程。支撑制造业 AI 与 Brand OS 平台交付。
Embedded specialists from our parent group's manufacturing operations, providing real-world industrial context and domain expertise for AI deployment. 来自母公司产业集团制造业务的嵌入式专家团队，为 AI 落地提供真实工业场景与领域知识支撑。
Coordinates between AI team and manufacturing operations. Manages requirements gathering and deployment alignment.协调 AI 团队与制造业务对接，统筹需求梳理与落地协同。
Composite current collector process expertise. Provides core manufacturing knowledge and data for AI model training.复合集流体工艺研发专家，为 AI 模型训练提供核心制造知识与数据。
Hardware systems, network infrastructure, and on-site IT support for AI deployment in manufacturing environments.硬件系统、网络基础设施搭建，支撑 AI 在制造环境中的部署落地。
Internal systems management, cloud storage, and document infrastructure supporting AI knowledge base operations.内部系统管理、云盘与文档基础设施，支撑 AI 知识库运营。
Has guided multiple billion-dollar-valuation Chinese AI companies on US market entry — from regulatory strategy to channel partnerships and go-to-market execution.已帮助多家估值数十亿的中国 AI 企业制定美国市场进入策略——从合规规划到渠道合作和 GTM 执行。
Extensive VC network across Silicon Valley and China. Connects portfolio companies with strategic partners and facilitates cross-border deal flow.横跨硅谷与中国的广泛风投网络。为被投企业对接战略合作伙伴，促进跨境项目对接。
Purpose-built multi-agent system with structured knowledge bases, quality scoring, and industry-specific ontology. Real engineering, not prompt templates.专门构建的多智能体系统，配备结构化知识库、质量评分和行业本体论。真正的工程化，而非提示词模板。
Backed by established industry resources with real production environments, real data, and real customers from day one. No "searching for product-market fit" anxiety.依托成熟产业资源，自第一天起便拥有真实生产环境、真实数据和真实客户。无需为"寻找产品市场契合"而焦虑。
Not just bilingual — bicultural. Our team lives and works across the US and China, bridging the gap that kills 80% of cross-border ventures.不只是双语——而是双文化。团队横跨中美两地，跨越 80% 跨境项目失败的文化鸿沟。
Every client engagement deepens our knowledge base and sharpens our methodology. The data flywheel means we get better — and harder to compete with — over time.每一次客户服务都在加深知识库、打磨方法论。数据飞轮意味着我们随时间推移越来越强——竞争对手越来越难追赶。
Whether you're a brand looking to go global, a tech company entering the US market, or a talented individual who wants to shape the future of AI — let's talk.无论你是希望出海的品牌、进入美国市场的科技企业，还是想参与定义 AI 未来的优秀人才——让我们聊聊。