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Product

Product

Infrastructure for your workload.

  • Gateway platformOne compatible endpoint for your models.
  • Enthalpy engineChoose a model by quality and cost.
  • BenchmarksExplore methods, results and routing latency.
  • ConsoleInspect usage, decisions and the ledger.

Models, compute and engineering, connected.

Services

Services

Built around your workload.

  • Inference accessGateway access, per-request decisions and accounting
  • Training and tuningFine-tuning, alignment and kernel-level optimisation
  • Clusters and HPCFrom hardware selection to scheduling and monitoring
  • Private deploymentModels and data stay in your machine room

From model access to your own infrastructure.

Resources

Resources

Look inside every decision.

  • Evaluation setupDatasets, splits and evaluation boundaries.
  • Routing latencyIsolate routing time and its test conditions.
  • Reproduce the evaluationRun the commands. Generate your own report.
  • Citation checklistCheck the conditions before citing a result.

Inspect the method. Trace the result. Reproduce the run.

EngineeringIntegratePricing
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4ROUTER / ENGINEERING

Behind every request.

Notes on the systems, performance and infrastructure behind inference.

All storiesSystemsPerformanceServerlessRoutingObservabilityReliability

12 stories

Mechanisms and experiment design ↗cuBLAS · cuDNN · PagedAttention · RadixAttention · LMCache

All stories

Systems

Building an inference cluster

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Performance

Tuning the inference path

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Serverless

Making inference serverless

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Routing

Inside our routing engine

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Systems

Scheduling across GPUs

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Performance

The anatomy of a KV cache

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Performance

Continuous batching, explained

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Serverless

Designing for cold starts

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Serverless

Scaling with the workload

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Routing

When a route needs a fallback

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Observability

Following a request end to end

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Reliability

Keeping workloads isolated

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内蒙古加亿智能科技有限责任公司

An AI infrastructure company: its own gateway platform, plus tuning, cluster and private-deployment work.

ops@4router.cn

Product

Gateway platformEnthalpy engineBenchmarksConsole

Services

Inference accessTraining and tuningClusters and HPCPrivate deployment

Resources

Evaluation setupRouting latencyReproduce the evaluationCitation checklist

4Router

EngineeringIntegratePricingConsole
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Infrastructure, in practice.