Linear Capital Research
Investment Thesis
Linear Capital is a Frontier Tech fund founded in 2014 by Harry Wang, Facebook's first Chinese R&D manager. The firm takes a technology-driven approach to early-stage investing, identifying startups that excel at applying advanced technologies to solve real-world problems — which they call "Real Problems." The core investment thesis is built around three primary verticals: AI Software & Applications, AI Hardware & Embodied Intelligence, and AI for Science & Manufacturing (spanning energy, materials, and biotech).
Linear Capital's philosophy is captured in the phrase "See them as ourselves" — reflecting a deep partnership approach with founders. The firm is not just a capital provider; it actively provides hands-on operational support including hiring, customer acquisition, supply chain management, and investor relations. Linear is known for leading investments from the angel or seed stage and maintaining long-term conviction in portfolio companies, frequently making follow-on investments across multiple rounds. As one founder noted: "Entrepreneurs can call Linear team at midnight and spend hours discussing problems."
Sector Focus
Linear Capital's core investment sectors include:
- AI Software & Applications: Enterprise AI platforms, data analytics, LLM applications, agentic AI, marketing tech, productivity tools
- AI Hardware & Embodied Intelligence: General-purpose and humanoid robotics, autonomous vehicles, AR/VR hardware, GPU/AI chips, ADAS systems
- AI for Science & Manufacturing: AI-driven materials discovery, synthetic biology, biotech, drug discovery, industrial simulation, AI chemistry
- Energy & Climate: Sustainable aviation fuel, hydrogen fuel cells, solid-state batteries, clean energy technology
- Autonomous Vehicles & Logistics: L4 autonomous trucks and last-mile delivery robots, eVTOL urban air mobility
Stage Focus
Linear Capital primarily invests at the earliest stages of a company's life:
- Angel / Pre-Seed: Often the first and only institutional check
- Seed: Standard institutional entry
- Series A: Follow-on or initial investment in breakout companies
The firm explicitly focuses on being the first institutional investor and says it "typically leads investments from angel to Series A stage." Exceptional projects may receive larger checks beyond the standard range.
Check Size
- Standard range: $1M–$10M per project
- Larger commitments possible for exceptional cases
- Maintains follow-on reserves; frequently doubles down across multiple rounds in portfolio companies
Lead Tendency
Linear Capital is a lead investor. The firm states it "typically leads investments with a significant proportion" and joins the board of directors. Their goal is to provide guidance at critical decision points without disruption, fully aligning interests with portfolio companies' long-term success.
Recent Activity (2024-2026)
Linear Capital is actively deploying from its 10 funds. Key recent investments and milestones include:
- TARS: Led / participated in Pre-A ($455M) and Angel+ ($122M) rounds; defining portfolio company in embodied AI
- D-Robotics: Continued backing across $100M Series A, $120M Series B1, and $150M subsequent rounds
- Rino.ai: Multiple rounds including Series B and C1, totaling over $100M+; 20x YoY business growth
- Manycore Tech: Listed on Hong Kong Stock Exchange (HKEX) in 2025 — Linear's angel investment went public
- RIVR: Seed-round portfolio company acquired by Amazon
- AnyVerse: Co-led 300M CNY first round alongside Sequoia Capital
- Deep Principle: Series A and A2 funding; selected as 2025 Technology Pioneer by World Economic Forum
- Metaphotons: Pre-A and Pre-A+ funding (Micro-LED industrialization)
- Asterra: Exclusive angel investment in astrophotography robot camera
Portfolio Highlights
Linear Capital has invested in 170+ technology startups with a combined portfolio valuation of approximately $30 billion.
Notable portfolio companies include:
- Horizon Robotics (9660.HK): Market-leading ADAS supplier; Linear was its first institutional investor; IPO'd on HKEX
- EHang (NASDAQ: EH): World's first eVTOL to receive type certificate; Nasdaq IPO
- Manycore Tech: Spatial intelligence platform (Kujiale/Coohom); HKEX IPO in 2025
- Agile Robots: Global leader in intelligent robotics; strategic partnership with Google DeepMind
- TARS: Embodied intelligence company; $455M Pre-A round (2025); pioneered Human-Centric Embodied Data Engine
- Rokid: Leading AR glasses developer; partnered with Alipay for smart glasses payments
- Tezign: AI content platform unicorn; serves 200+ major corporations; featured in People's Daily
- Rino.ai: L4 autonomous driving; first firm backed by both logistics leader (SF Express) and OEM; 20x YoY growth
- Sensors Data: Data & AI infrastructure for global gaming industry; serves 8,000+ games
- D-Robotics: Universal hardware-software foundation for robotics; spun out of Horizon Robotics
- Whale: Enterprise AI for consumer brands; $60M+ Series C1/C2; expanding globally from Singapore
- RIVR: Last-mile delivery robots (Zurich); acquired by Amazon
- FinalRound AI: AI interview assistant; helped 1M candidates from 100+ countries
- Notta: Leading AI note-taking tool; 2021
- Cobo: Digital asset custody platform for exchanges and institutions
Team
Investment Team:
- Harry Wang — Founder and CEO. Facebook's second Chinese engineer and first R&D manager. Earliest investor in Horizon Robotics, Agile Robots, Manycore Tech, Rokid, and Tezign. Author of bestseller "Building up Facebook". Stanford MS&E, Zhejiang University CS. WEF Young Global Leader 2018, Aspen Global Leadership Network member.
- Neil Zeng — Partner. Led investments in DeepPrinciple, SynMetabio, Green Synenergy, WONSOR. Former Partner at Future Capital Discovery Fund. Ex-Goldman Sachs London, ex-VP ChinaCache (NSDQ: CCIH). Master's from University of Surrey.
- Jun Yang — Partner (joined full-time 2025). Former engineer/R&D director at Google, Facebook, and Square. Co-founder and CTO of Dada Group (Nasdaq IPO 2020). Ph.D. in CS from Carnegie Mellon University.
- Can Zheng — Managing Director. Ex-Morgan Stanley China IT team founding member. Ex-TCS Accelerated Leadership Program. MBA University of Chicago. Named "Top 20 technology investors" by JazzYear.
- Zeren Bai — Executive Director. Focuses on AGI applications. Ex-Tencent Cloud & Smart Industry Group. MS Columbia University. IBM Data & Analytics Challenge champion.
- Dunmin Dong — Senior Principal. 14 years asset management. Focuses on AI hardware, consumer tech, globalization. Contributed to Li Auto and NIO investments.
- Tianyi Zhou — Principal. Focuses on AI for chemistry, new materials, and biology. Cambridge University first-class honors in Natural Sciences; honorary Master's from Cambridge.
- Sean Xiang — Principal. Focuses on energy transition and climate tech. Ph.D. Nanjing University; UCLA full scholarship research fellow.
- Haitao Hu — Data Analyst. Joined 2024; focuses on AI products and vertical industry applications.
Operations Team:
- Ben Li — COO & CFO (ex-Ernst & Young, 8 years transaction advisory)
- Michael Ling — Managing Director, International (ex-Bear Stearns, JPMorgan, CDH Investments, Jeneration Group)
- Grace Zou — Legal Director (ex-leading law firm, PE & investment funds)
- Cherie Qian — Legal Director (ex-Global Law Office, Shihui Partners)
- Franny Zhong — Finance Manager (ex-CICC Capital, PwC)
- Kalyn Lu — Senior Finance Specialist (joined 2022; ex-YF Capital, Ernst & Young)
- Han Fang — Head of Marketing (ex-ZhenFund, Hongshan, BAI Capital)
- Joseph Zhang — Investor Relations Manager (ex-DUMAC Duke University Investment Office)
Geographic Focus
Linear Capital is headquartered in China (Shanghai primary, Hong Kong secondary) but actively seeks investments globally. The firm states it is "based in China, seeking out and investing in high-quality projects worldwide." Portfolio companies span China, Germany (Agile Robots, Munich), Switzerland (RIVR, Zurich), Canada (Momentum Materials), and the US (FinalRound AI, Vozo AI, Bot Auto). The firm has been expanding its international business through Managing Director Michael Ling since 2023.
Decision Process
Partnership-based decision-making led by Founder/CEO Harry Wang and the investment team. The firm joins boards of portfolio companies and takes significant ownership stakes. The team's deep technical backgrounds (Harry Wang — ex-Facebook; Jun Yang — ex-Google, CMU PhD; Zeren Bai — ex-Tencent; Can Zheng — ex-Morgan Stanley) enable rigorous technology evaluation. Investment decisions appear relatively fast — the firm is known for acting at the earliest stages before others recognize value.
LP Base
Linear Capital's LP base includes top global university endowments, the largest sovereign wealth funds, professional investment institutions/FoFs, leading enterprises from multiple business sectors, founders of well-known technology startups, and prestigious family offices worldwide.
Awards and Recognition
Linear Capital has received numerous industry accolades:
- "Top 10 Early-Stage Investment Firm in China" by Zero2IPO (multiple years)
- "Best Early-Stage Venture Capital Institution" by ChinaVenture
- "China's Most Influential Early-Stage Investment Firm" by 36Kr
- "China's Most LP-Approved Early-Stage Investment Firm" by 36Kr
- "Most Admired Early-Stage Investment Firm" by CYZone
- "Best Return on Early-Stage Funds" recognition
- Harry Wang named Top 50 Chinese Global Venture Capitalists by Caijing
Notable Exits
- Horizon Robotics — IPO on Hong Kong Stock Exchange (9660.HK)
- EHang — IPO on NASDAQ (EH)
- Manycore Tech — IPO on Hong Kong Stock Exchange (2025)
- RIVR — Acquired by Amazon (2025)