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。
Transforming manufacturing expertise from tribal knowledge into scalable digital assets. AI-powered knowledge systems, quality control, and process optimization for advanced materials manufacturing. 将制造业经验从"老师傅的脑子"转化为可复制、可优化的数字资产。为先进材料制造提供 AI 知识系统、质量控制和工艺优化方案。
In Progress进行中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。
16 specialized AI agents working in concert — each with deep domain expertise, structured prompts, and quality validation built in.16 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 can't 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——形成竞争对手无法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 BSc, Notre Dame MSc. 25+ years in Silicon Valley — VC investing (early Zoom investor), enterprise architecture, quantitative engineering. 3 US patents. Serial entrepreneur.清华大学学士、美国圣母大学硕士。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。
20+ years in advanced materials manufacturing. Deep expertise in production process optimization, quality control systems, and industrial digitalization.20+ 年先进材料制造经验。在生产工艺优化、质量管控体系和工业数字化方面具有深厚积累。
Veteran of new energy materials supply chain. Bridges the gap between manufacturing know-how and AI-driven process intelligence.新能源材料供应链资深从业者。连接制造业经验与 AI 驱动的工艺智能化。
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。