Home Products Technology
Contact Remote Work
Infrastructure V3.0 Ready

System Engineering
Behind AI Intelligence

We prioritize system-level innovation across Data, Training, Optimization, and Inference to build truly deployable AI at scale.

Architecture Pipeline

A complete end-to-end flow from raw data to production inference.

Data

Engineering

Training

Distributed System

Optimization

Acceleration Lab

Inference

Hybrid Runtime

Core Engine

Model Training System

Engineered for stability at scale. We support training models with hundreds of billions of parameters across thousands of GPUs with automated fault tolerance.

3D Parallelism

Data (DP) + Tensor (TP) + Pipeline (PP) Parallelism mixed strategy.

Self-Healing Cluster

Auto-detection of slow nodes and seamless task migration without restart.

SYSTEM ONLINE
ID: CLUSTER-A100-09

Active GPUs

1,024

Throughput

145 TFLOPS

Node Topology Status

Rack 01 Rack 08

> init_process_group(backend='nccl')

> Rank 0-1023 synchronized

> DeepSpeed Zero-3 Config loaded...

> Node-784 slow link detected. Auto-migrating...

Performance Lab

Optimization & Compression

We don't just train models; we make them usable. Our quantization and graph optimization techniques drastically reduce resource requirements.

Quantization

INT8 / INT4 / Mixed Precision with QAT & PTQ.

W4A8 GPTQ

Distillation

Compressing giant teacher models into agile student models.

Graph Ops

Kernel fusion and memory access pattern optimization.

Inference Performance Comparison

Latency (ms) - Lower is better -75%
Baseline (FP16)
Optimized (INT4)
VRAM Usage (GB) - Lower is better -60%
Baseline
Optimized

Hybrid AI Runtime

Heavy

Cloud AI

Huge Models / Training

Smart
Router
Lite

Edge AI

Real-time / Privacy

Intelligent Offloading Logic

The runtime automatically profiles network conditions and device capabilities. Simple inference stays local (Edge) for <10ms latency; complex reasoning routes to Cloud for max accuracy.

Security & Reliability

Data Security

Enterprise Data Security

We implement enterprise-grade security policies throughout the entire lifecycle of data collection, transmission, storage, and usage to ensure control and isolation of data assets.

  • Strict data isolation in multi-tenant and multi-project environments
  • Industry-standard encryption for data transmission and storage
  • Role-based access control (RBAC) and least privilege management
  • Comprehensive operation logs, access records, and security audits
  • Customer data is never used for unauthorized training or analysis

Model Security

Enterprise Model Security

We provide end-to-end security protection covering model training, deployment, and inference scenarios.

  • Isolation of model weights, inference instances, and runtime environments
  • Access control, rate limiting, and anomaly detection for model calls
  • Integrity verification for model versions and deployment processes
  • Traceable key model behaviors to meet risk control requirements

Private Deployment

Private & Dedicated Deployment

Flexible private and dedicated deployment solutions for enterprises with high data sovereignty and compliance requirements.

  • Support for on-premise, private cloud, and dedicated cloud environments
  • Operational capability within intranets or restricted networks
  • Customizable security policies, access rules, and log systems
  • Data and models always remain within customer-designated environments

Compliance Support

Enterprise Compliance Support

We align our platform design and operations with major security and compliance standards to support our enterprise customers.

  • Architecture designed according to major data security and AI governance frameworks
  • Assistance with technical documentation and security disclosures
  • Infrastructure-level compliance; business-specific compliance is customer responsibility
  • Continuous optimization as regulations and industry standards evolve

Our Engineering Philosophy

We build AI like infrastructure—reliable, efficient, and designed for real-world deployment.

Architecture
System First

AI is not just a model, it's a complete system engineering challenge.

Runtime
Performance

Speed and efficiency determine deployability.

Efficiency
Cost Aware

Compute power is cost. We optimize for every FLOP.

Durability
Long-Term

Designed for the scale of the next 5-10 years.

Connect With Us

Ready to see how our true full-stack solution can help drive meaningful growth for you?