Qingxing Heterogeneous
Category: Foundation Models / LLMs
Tsinghua-spinout building quantum-inspired AI models (QGP technology) that use simulated quantum computation during training but run efficient inference on standard classical GPUs. Qingxing Heterogeneous was founded in 2021. The company is led by Yu Teng (余腾). Based in Beijing, China (R&D center in Shanghai). Team size: 11-50. Total funding raised: $14M. Latest round: Series A. Key investors include Jingkai Capital (晶凯资本), Anhui Hi-tech Investment (安徽高新投), Daode Investment (道得投资), Lishi Investment (励石投资), Zhongzi Fund (中咨基金), Xuhui Capital (徐汇资本), Senlan Group (森蓝集团), Zhuoyuan Capital (卓源资本), Miracle Plus / MiraclePlus (奇绩创坛), Shuimu Tsinghua Alumni Fund (水木清华校友基金), INNOANGEL Fund (英诺天使基金), SEE Fund (无限基金).
- Founded
- 2021
- Headquarters
- Beijing, China (R&D center in Shanghai)
- Team size
- 11-50
- Total funding
- $14M
Value proposition
Uses quantum-inspired parameter generation (QGP) to reconstruct AI models from parameters to architecture, dramatically improving token/parameter efficiency and knowledge density versus Transformer baselines — while requiring no real-time quantum hardware, only existing GPU infrastructure.
Products and solutions
QGP (Quantum Generated Parameter) core technology, RiverONE quantum-inspired vision-language model (for quantum calibration chart understanding), Thewake-QL (quantum language), Thewake-QC (quantum operator/compute), Thewake-QM (quantum model) product lines, private deployment + cloud MaaS service (internal beta from Sept 2026)
Unique value
RiverONE matches ≥95% of NVIDIA's Ising Calibration benchmark using less than 1/10th the parameters (1.9B vs. benchmark model), proven via third-party testing — enabling lightweight, high-efficiency models deployable on existing classical hardware without waiting for mature general-purpose quantum computers.
Target customer
Precision industrial manufacturing, embodied robotics/humanoid robotics, AI chip/GPU vendors, gaming hardware companies, quantum computing software ecosystem partners
Industries served
Precision industrial manufacturing, embodied/humanoid robotics, semiconductor & GPU ecosystem, quantum computing software, gaming hardware
Technology advantage
Proprietary QGP methodology mathematically claimed to exceed Transformer-based context representation capacity; hardware-agnostic engineering validated across multiple domestic AI chips (BiRen/壁仞, MetaX/沐曦, Zhongke Taichu paired with Loongson/龙芯) via 48-hour stability testing on quantum frameworks (Cirq, PennyLane, Qiskit) with no disruptive anomalies.
How they differentiate
Unlike Multiverse Computing, which primarily compresses existing large models (Compact AI) for broad enterprise deployment and has scaled to $570M+ raised, Qingxing Heterogeneous focuses on full model reconstruction (parameters to architecture) using simulated quantum computation, is far earlier-stage (~$14M raised), and is pursuing deep hardware co-design partnerships with China's domestic GPU/chip vendors (BiRen, MetaX, Loongson) rather than a broad multi-market compression SaaS play.
Main competitors
Multiverse Computing (Spain — quantum-inspired tensor-network model compression platform, raised $570M Series C at $1.7B pre-money valuation as of July 2026, far larger and more capitalized global peer), Origin Quantum / 本源量子 (China quantum computing + AI integration), Boson Quantum / 玻色量子 (China quantum computing hardware + AI models, PyTorch quantum neural network open-source)
Key partnerships
AMD (official AI system supplier since 2023), BiRen Technology (壁仞科技) — GPU quantum-framework adaptation, MetaX (沐曦科技) — Ising quantum calibration multimodal model adaptation on vLLM, passed QCalEval benchmark, Zhongke Taichu (太初电子/太初元碁) with Loongson (龙芯) — domestic compute stack Day-0 adaptation, Qianheyibang (谦合益邦, NetEase-incubated gaming chip firm) — game acceleration adaptation agreement, Huayi Quantum (华翊量子) and Xuanwo Technology (漩涡科技) listed as supply chain partners
Major milestones
2021-01: Founded in Beijing by Yu Teng, initially focused on classical heterogeneous-compute AI systems and 'program factory' compiler tooling, 2021-11 to 2022-08: three funding rounds in ~9 months (Angel, Angel+, Strategic), 2023: became official AI system supplier partner to AMD, 2025: pivoted R&D focus to quantum-inspired AI, established Shanghai (Xuhui) presence to access quantum computing ecosystem, 2026-03: CEO Yu Teng publicly reaffirmed as leader at Beijing quantum industry forum, proposing 'Quantum-driven Heterogeneous System (QHS)' concept, 2026-06: launched Shanghai subsidiary and released China's first quantum-inspired vision-language model, RiverONE, 2026 Aug-Sep: adaptation partnerships announced with BiRen, MetaX, Zhongke Taichu/Loongson, and NetEase-incubated Qianheyibang
Market positioning
Positioning as China's leading quantum-inspired AI model company, bridging the nascent domestic quantum computing supply chain (chips, algorithms, frameworks) with real-world AI compute demand ahead of general-purpose quantum hardware maturity; industry commentary describes it as opening a 'no-man's-land' (无人区) engineering frontier between quantum theory and AI production, distinct from and much earlier-stage than global category leader Multiverse Computing.
Geographic focus
China (Beijing/Shanghai/Anhui/Sichuan ecosystem) competing domestically with Origin Quantum and Boson Quantum, with Spain's Multiverse Computing as the dominant global reference competitor in quantum-inspired AI efficiency
About Yu Teng (余腾)
PhD from Imperial College London and University of St Andrews; Tsinghua University postdoctoral researcher selected for China's National Postdoctoral Program and Tsinghua 'Shuimu Scholar' program; guest speaker at Huawei Computing Product Line Chief Expert Forum; prior academic collaboration with Alibaba, Huawei, SenseTime on heterogeneous computing projects.
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