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@Tandemn-Labs

Tandemn Labs

Tandemn

Welcome to Tandemn

Maximum performance. Minimum cost. On your hardware. Tandemn is the inference optimization platform that makes inference infrastructure run on autopilot. Deploy your model and let Tandemn handle the rest.

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What we're building

Tandemn: Inference Optimization for Large Workloads

Tandemn is the orchestration layer that runs in your own VPC or on-prem cluster. You specify the model and your SLO. Tandemn automatically selects the right GPUs, routes traffic intelligently, forecasts whether deadlines will be met, and rebalances resources automatically as the task progresses.

Online Inference: Minimum Cost, Low-Latency, Maximum Availability

For production APIs, Tandemn routes traffic across a hybrid of spot and serverless GPUs, giving you spot economics without spot reliability risk. Cold starts are eliminated, traffic spikes are absorbed automatically, and you get full cost transparency on every request. Up to 80% cheaper than always-on deployments.

Batch Inference: Maximum Throughput, Guaranteed Deadlines

For large workloads such as offline evals, dataset scoring, and synthetic data generation, Tandemn maximizes GPU utilization through continuous batching and prefill/decode optimization. It forecasts job completion before you submit, proactively scales if a deadline is at risk, and supports heterogeneous resources. Our intelligence system continuously monitors the job and rebalnces configurations mid flight.

Open Source

The inference engines powering Tandemn are fully open source. This means no black boxes, no vendor lock-in, and transparent benchmarks. Contributions are always appreciated!

Built for Your Infrastructure

Tandemn installs once in your VPC or on-prem cluster. Works with heterogeneous GPU fleets, integrates with GCP, AWS, and Azure, and requires zero changes to your existing model code. Reference our docs for the easiest way to get off the ground via the CLI.


Get in touch

Follow us on LinkedIn for announcements and posts as we build out the product.

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  1. tandemn-system tandemn-system Public

    Tandemn's server is the core orchestration engine that deploys, schedules, and optimizes large-scale AI inference workloads across heterogeneous GPU infrastructure.

    Python 16 1

  2. tandemn-tuna tandemn-tuna Public

    A hybrid router that uses Spot GPU instances to reduce costs and Serverless GPUs for making Cold Starts faster.

    Python 27 7

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