DeepSeek-V3.2-Exp, released September 2025, introduced DeepSeek Sparse Attention (DSA), a fine-grained token-selection mechanism that lowers attention cost from O(L squared) toward O(Lk) for long sequences. The 671-billion-parameter model keeps 37 billion active parameters and supports a 163,840-token context for large-document processing. A lightweight indexer scores context tokens, after which sparse attention runs over only the top-k most relevant tokens, sharply reducing long-context compute while keeping benchmark quality on par with V3.1-Terminus. It offers both an explicit chain-of-thought thinking mode and a faster non-thinking mode. Released open-weight under an MIT license, V3.2-Exp serves as a research and deployment testbed for cost-effective long-context reasoning, suited to document-heavy applications and agent systems handling variable-length inputs.
Deepseek V3.2 Exp runs on 1 route through the qynio gateway. Compare residency, zero retention, and training posture at a glance — full data-handling detail per route below.
| Provider | Region | Zero data retention | Training | Input | Output |
|---|---|---|---|---|---|
| US | Zero data retention | No | $0.27 | $0.41 |
Deepseek V3.2 Exp runs on a single route through the qynio gateway today, so its availability is that provider's availability.
Name a second model in the same request and the gateway tries it on retriable errors, so a busy hour never has to reach your users. .
Measured over the last 30 days from each provider's official status feed via StatusGator. Refreshed hourly. See uptime for every provider qynio monitors.
Each route hosting Deepseek V3.2 Exp has its own privacy posture, residency, and no-KYC terms. Postures are maintained by qynio with a last-verification timestamp.
Zero data retention is on by default on Pay-as-you-go — no action required. No training on customer data. US; wallets; deposit available.
Call Deepseek V3.2 Exp through the qynio gateway with one API key. Let your coding agent set it up, or call it directly — qynio is drop-in compatible with the OpenAI, Anthropic, and Google AI SDKs.
Copy this and paste it into a coding agent like Claude Code, Cursor or Codex and it'll wire up qynio for you.
import OpenAI from "openai";const client = new OpenAI({apiKey: process.env.QYN_API_KEY,baseURL: "https://api.qyn.io/v3/compat",});const completion = await client.chat.completions.create({model: "novita/deepseek/deepseek-v3.2-exp",messages: [{ role: "user", content: "Hello" }],});console.log(completion.choices[0].message.content);
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