INFRASTRUCTURE LATENCY: 12.4ms AVG

Distributed Compute & High-Efficiency 3D AI

Pristren designs high-throughput open-weights inference clusters, GPU scheduling meshes, and real-time WebGL spatial applications.

High-Density Compute Services

Maximizing FLOPS utilization and cutting token inference costs by up to 80%.

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Open-Weights Inference

Deploying quantized DeepSeek, Llama, and Qwen weights on private cloud clusters with continuous tensor parallel routing.

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3D WebGL Compute Visuals

High-frame-rate spatial interfaces rendering real-time network graphs and tensor pipeline execution.

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Token Routing Optimization

Dynamic query routing caching deterministic responses and routing complex reasoning to cost-effective endpoints.

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GPU Cluster Orchestration

Bare-metal H100 and A100 orchestration meshes with automated vLLM instance scaling and health watchdogs.

Verified Client Deployments

Engineered for maximum cost efficiency and continuous reliability.

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GPU CLUSTERING

DeepCluster 8xH100

Private multi-node tensor parallel inference mesh maintaining 94% GPU utilization at 450 tokens/sec.

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COST OPTIMIZATION

TokenRoute Hybrid

Dynamic LLM gateway trimming monthly API spend from $140,000 to $28,000 without quality loss.

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WEBGL SPATIAL

TensorFlow 3D Visualizer

Interactive spatial debugger visualizing 500,000 tensor operations during transformer training runs.

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Technical Directors

Engineers with deep roots in kernel optimization, compilers, and graphics.

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Mahmudul Haque

Chief Executive Officer
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Sarah Reynolds

VP of Compute Systems
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Alexey Kozlov

Graphics & Shaders Director
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Elena Laurent

Principal Neural Architect

Request Infrastructure Consultation

Let our architects evaluate your inference load and GPU requirements.