Models / DeepSeek V3.2 Exp

DeepSeek V3.2 Exp

MoE workstation
HuggingFace → HuggingBay → DeepSeek → Find for my hardware

685B total, ~37B active per token (MoE, 256 routed experts) - shares the V3 backbone. Adds DeepSeek Sparse Attention (DSA): a lightning indexer (FP8, Hadamard dot-product) selects top-2048 tokens per query, then MLA runs only over those. The first fine-grained sparse attention from DeepSeek and the precursor to V4’s CSA.

Built on V3.1-Terminus. Experimental; superseded by V4 within ~7 months. Open weights under MIT.

AI-generated content marks

This model embeds text watermarks in generated text and adds C2PA provenance metadata to supported files such as .png, .jpg, and .svg. Marks can be lost through editing, screenshots, or format conversion, so their absence does not prove a file is human-made.

Provider transparency docs →

coding reasoning
Parameters
685.0B
Context
128k
License
mit
Developer
DeepSeek
Origin
🇨🇳 China
Released
Sep 2025

Scores

Coding
80
Reasoning
86
General
83

Score per dollar

307 pts per $/M input

general_score (83) divided by cheapest input price ($0.27/M). Higher is better value. See live pricing.

Related models

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DeepSeek V4 Flash superseded
284.0B 13.0B active workstation no local build $0.04/M in Apr 24, 2026
DeepSeek V4 Pro
1600.0B 49.0B active premier no local build $0.53/M in Apr 24, 2026
DeepSeek V3.1 Terminus
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DeepSeek V3 0324
671.0B 37.0B active workstation 188GB min RAM $0.25/M in Mar 24, 2025

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Or run it in the cloud

Live per-provider pricing, throughput and uptime - refreshed about 19 hours ago via OpenRouter. Click a column to sort.

Provider Type Input $/M Output $/M Cache $/M Tok/s Latency Uptime Value
SiliconFlow
API 0.27 0.41 - - - 100.00% best uptime

Default order: throughput among 95%+ uptime providers, then latency; subscriptions last. Sort by any column. Subscription rows show $/mo in the Value column - per-token columns are "-". Affiliate links are marked sponsored / nofollow. Confirm current pricing on the provider's site before committing.

Detailed API pricing page + JSON endpoint →

See who runs DeepSeek in production →

PRICE HISTORY

Inference cost over time

Data accumulates from the first daily sync - longer ranges populate over time. Prices come from OpenRouter snapshots, not a historical API.

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