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HyperCLOVA X · Vision reasoning · HyperCLOVA X SEED

HyperCLOVA X SEED Think 32B: Specs, GPU Requirements and License

HyperCLOVA X SEED Think 32B is a current Reasoning vision release in the HyperCLOVA X family, certified from its immutable official source revision.

Unknown / Not Recommendable Enterprise Model Transformation Compare this model
Technical deployment reference illustration for HyperCLOVA X SEED Think 32B
Reference deployment flow; exact architecture facts are listed separately.
Total parameters32.0B
Active parametersDense model
Context window131,072 tokens
Release statusCurrent · Current
ArchitectureHCXVisionV2ForCausalLM
ModalitiesText
Licenseother
Deployment stateDeployable with certified configuration
Commercial stateUnknown / Not Recommendable
Release date2025-12-29

Architecture, strengths and use cases

HyperCLOVA X SEED Think 32B is an official self-hostable NAVER release in the HyperCLOVA X Reasoning vision track. It uses HCXVisionV2ForCausalLM, carries 32B, supports a verified context window of 131,072 tokens, and exposes only source-certified checkpoints and runtime combinations. Its release, license and deployment facts are tied to the official repository revision rather than inferred from the family name.

HyperCLOVA X SEED Think 32B uses HCXVisionV2ForCausalLM with 32B. The stored architecture profile records 72 layers, hidden width 5120, 40 attention heads and a 131,072 token context ceiling where the official configuration publishes those fields.

Verified HCXVisionV2ForCausalLM architecture
131,072 token certified context
Official BF16, Unknown checkpoint coverage
Private LLM inference
Agentic workflows
Long-context document processing

Certified checkpoints and quantizations

Only exact, source-certified variants attached to this release are shown.

HyperCLOVAX-SEED-Think-32B

naver-hyperclovax/HyperCLOVAX-SEED-Think-32B

Official · BF16 · safetensors

Runtime certified: Transformers Omniserve

Precision / quantizationFormatBitsPublisher trustDeployment state
BF16safetensors16OfficialRuntime certified

Recommended hardware

Use only the listed transformers, omniserve runtime configuration with the exact checkpoint precision. The recommendation engine checks weight memory, KV cache, runtime overhead, safety headroom, GPU architecture and topology before ranking rentable and reference hardware.

Unknown / Not Recommendable

Commercial rights are not verified, so this release is not commercially recommendable.

License and self-hosting considerations

The full 32B resident weight set must fit across the selected GPUs. Context and concurrency add KV-cache memory; MoE active parameters do not replace resident-weight memory.

HyperCLOVA X SEED Think 32B is published under other. The release-scoped official license link and verification date are retained with the catalogue record.

Unknown / Not Recommendable. Commercial rights are not verified, so this release is not commercially recommendable.

Release timeline

naver-hyperclovax/hyperclova-x/hyperclovax-seed-think-32b @ f0e3d7e471c9d08486d3e161b7dac3cbd5a4f7dc469f9526278aaf79bfe99ee6

Official source

Frequently asked questions

How much VRAM does HyperCLOVA X SEED Think 32B require?

The exact estimate depends on checkpoint precision, context and concurrency; the page recommendation uses the certified memory engine and compatible runtime configurations.

Which runtimes support HyperCLOVA X SEED Think 32B?

Certified upstream runtime evidence is available for transformers, omniserve.

Can HyperCLOVA X SEED Think 32B be used commercially?

The stored commercial classification is Unknown / Not Recommendable. Consult the official other terms for the final obligations.

Official references

Last verified: 2026-09-03