AI Infrastructure Solutions
AI infrastructure solutions provide the foundational hardware, software, and low-latency networking required to train, deploy, and scale enterprise-grade machine learning models. Optimized for compute-intensive workloads like Large Language Model (LLM) pre-training and real-time inference, our architectures combine high-density GPU servers with high-bandwidth interconnects and scalable NVMe storage.
High-Density Compute:
Next-generation hardware accelerated by GPUs (e.g., NVIDIA Blackwell architecture) and specialized TPUs. To sustain peak performance and mitigate thermal throttling, these high-density clusters utilize advanced direct-to-chip liquid cooling or hybrid thermal management.
Ultra-Low Latency Networking
High-bandwidth fabrics, including InfiniBand and high-speed Ethernet, engineered to eliminate communication bottlenecks during distributed training and accelerate data transfers between nodes.
High-Throughput Storage
Scalable, enterprise-grade storage clusters designed for rapid data ingestion, parallel preprocessing, and real-time retrieval at scale.
Software Orchestration & MLOps
Containerized management frameworks (Kubernetes), automated MLOps pipelines, and advanced AI observability suites to streamline model lifecycles and proactively detect data drift.
✦ Flexible Consumption
Models
AI Cloud & Specialized IaaS
Access on-demand, non-virtualized bare-metal GPU clusters and specialized AI cloud resources to eliminate massive upfront capital expenditures (CapEx).
On-Premises & Hybrid AI Factories
Tailored for enterprises operating under strict data sovereignty and localized compliance frameworks (such as Singapore’s PDPA, Malaysia’s PDPA, Thailand’s PDPA, and Indonesia’s PDP Law).
Managed Platforms
Pre-configured environments that abstract complex underlying hardware layer logistics, empowering engineering teams to focus exclusively on model tuning, deployment, and rapid innovation.
✦ STRATEGIC PAN-ASEAN EDGE & CORE CLUSTERS
PAN-ASEAN AI DATA CENTER FOOTPRINT
To maximize the efficiency of your distributed training and real-time inference, our infrastructure is strategically anchored across premier, high-density data centers in Singapore, Malaysia, Thailand, and Indonesia:
🇸🇬
Singapore
(Core Hub)
Low-latency sovereign cloud gateway. Acts as the primary orchestrator for regional LLM inference pipelines, connected via ultra-high-speed subsea cables.
🇲🇾
Malaysia
(Johor/KL Clusters)
High-density, liquid-cooled “AI Factories.” Positioned to leverage scalable power infrastructure, perfect for cost-effective LLM
pre-training and heavy checkpoint storage.
🇮🇩
Indonesia
(Jakarta Edge)
High-throughput, on-shore nodes designed for Indonesia’s massive digital consumer market, guaranteeing data residency under the PDP Law.
🇹🇭
Thailand
(Bangkok Edge)
Localized data ingestion and localized real-time inference. Ensures strict compliance with Thailand’s PDPA while minimizing latency for enterprise banking and retail AI applications.
✦ Technical Specifications
Optimizing for NVIDIA Blackwell B200
The NVIDIA Blackwell B200 GPU delivers up to 20 petaflops of FP4 AI performance. However, architecting a cluster of this caliber demands sophisticated power delivery, liquid cooling, and networking fabrics to unlock maximum hardware utilization.
|
Infrastructure Layer |
Operational Requirement |
Technical Specification |
|---|---|---|
|
Cooling Systems
|
High-density thermal dissipation
|
Direct-to-chip liquid cooling or advanced hybrid loops
to sustain 1,200W per GPU. |
|
Power Density
|
High-density power distribution
|
Scalable PDUs capable of supporting 120kW+ per rack
(e.g., GB200 NVL72). |
|
Networking Fabric
|
High-speed, non-blocking interconnects
|
800Gbps networking leveraging NVIDIA Quantum-X800 InfiniBand or Spectrum-X800 Ethernet.
|
|
Storage Throughput
|
Ultra-low latency data pipelines
|
NVMe storage arrays with native GPUDirect Storage (GDS)
support to maximize GPU feed rates. |
✦ Recommended Partner
Ecosystem & Deployment Pathways
Cloud & Hosted
Clusters:
On-Premises &
Private Cloud
Data Management & Pipelines
Maximize training efficiency and pipeline throughput utilizing enterprise-grade storage suites from NetApp or WEKA, custom-engineered for NVIDIA Blackwell workloads.
