How It Works

Your Hardware. Frontier AI Performance.

How We Optimize Your Hardware

01
Your hardware specs as input

Compute units, memory hierarchy, cache topology, ISA, and bandwidth characteristics feed directly into our optimization system.

02
Reverse-engineer SOTA kernels

Every kernel in our 1,000+ registry is reverse-engineered — its optimization strategies extracted and re-targeted to respect your hardware's unique features.

03
Test-driven inference library generation

We define a comprehensive test suite covering every required function and operation. A generative model fills in every implementation, producing a complete, verified inference library for your hardware.

04
Any language. Any hardware. Automatic.

The generated library can target any language your stack requires — all driven by your hardware specs. No manual porting needed.

What Your Hardware Team Gets

K
Kernel Optimization Suite

Every kernel from our registry, reverse-engineered for your hardware's features. Attention, GEMM, quantization, speculative decoding — all optimized.

L
Auto-Generated Inference Library

A complete inference library for your hardware, in any language, generated automatically from a comprehensive test suite and your hardware specs.

B
Benchmark-Ready Performance

Publish industry-leading inference benchmarks that prove your hardware's true AI capabilities to enterprise customers.

M
Day-One Multi-Modal Model Enablement

Every new model — text, vision, video, audio — is enabled on your hardware immediately. No waiting for manual kernel work.

1,000+

Optimized kernels in registry

10x

Faster time-to-market

vs. manual kernel development

Day 1

New model support

Llama, Qwen, DeepSeek, GLM...

All

Modalities supported

Text · Vision · Video · Audio

Production Inference Libraries, Generated for Any Hardware

Our generative coding agent builds a complete, test-backed inference library targeting your specific silicon — no manual porting, no language constraints. Including CUDA (H100) and MLX (Apple Silicon) today.

NVIDIA H100
NVIDIA H200
NVIDIA B200
NVIDIA GB200
AMD MI300X
AMD MI355
Intel Gaudi 3
AWS Trainium 2
Google TPU v5e
Google TPU v6
Microsoft Maia 200
d-Matrix Corsair
Qualcomm Snapdragon
Apple MLX
Apple A-series
MediaTek Dimensity
Samsung Exynos NPU
Cerebras WSE-3
Groq LPU
SambaNova SN40L
Tenstorrent Wormhole
NVIDIA RTX 5090
Graphcore Bow
Esperanto ET-SoC
Your Silicon
...

Partner with Us

Tell us about your hardware. We'll follow up within one business day to discuss how Infinity can bring frontier AI inference to your silicon.

Start a Conversation