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Plan a local deployment

Check weights, license, memory, and serving requirements before choosing hardware.

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Verify the release first

Read the current model card and weight repository. An announcement, an available API, and downloadable weights are different milestones. We do not host model weights.

Estimate memory from actual files

Check precision, shard sizes, and quantization support. KV cache, activations, runtime buffers, and concurrency need memory beyond the checkpoint itself.

Validate your serving stack

Confirm architecture, vision, reasoning, and checkpoint compatibility. Test a small workload before estimating production throughput.

Compare operating cost

Include hardware, energy, maintenance, and utilization. Occasional work may be simpler through an API. Review data policies before processing private documents.

Try a task from your own work.

Bring the source material and check the result.

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