DeepSeek V3.2

by DeepSeek

Released 70 days after DeepSeek V3.1 Terminus Β· All DeepSeek releases

DeepSeek-V3.2, released December 2025, is DeepSeek's first model to integrate thinking directly into tool-use, supporting tool calls in both thinking and non-thinking modes. The 671-billion-parameter sparse MoE activates 37 billion per token and uses DeepSeek Sparse Attention to cut long-context compute while preserving quality. DeepSeek positions it as a daily driver at GPT-5-level performance, with strong agentic results including 73.1% on SWE-bench Verified and 93.1% on AIME 2025. A higher-compute variant, V3.2-Speciale, pushes reasoning further and attained gold-level results at the 2025 IMO, CMO, ICPC World Finals, and IOI. Released open-weight under an MIT license with Hugging Face weights, V3.2 targets teams building reasoning-first agent architectures that need capable long-context tool-use without proprietary lock-in.

Key info

Input
Output
Features
Context window
131K
Max output
33K
Input price
$0.28 /1M
Output price
$0.42 /1M
Released
  • onchain settlement available
  • US residency available
  • Zero data retention on pay-as-you-go
  • No training by default
  • no-KYC deposit available

Available routes

DeepSeek V3.2 runs on 6 different routes through the qynio gateway. Compare residency, zero retention, and training posture at a glance β€” full data-handling detail per route below.

ProviderRegionZero data retentionTrainingInputOutput
MultiNot by defaultNo$0.28$0.42
USZero data retentionNo$0.26$0.38
USNot by defaultNo$0.25$0.80
USZero data retentionNo$3.49$5.23
USZero data retentionNo$0.27$0.40
EUZero data retentionNo$0.30$0.50

Uptime and availability

DeepSeek V3.2 runs on 2 independently monitored routes through the qynio gateway. A direct integration leaves you on one of them, the gateway serves whichever is healthy.

100%effective uptime, last 30 days
Averaged across these routes on their own, a single provider reached 100% over the same window.
Daily status through the gateway, which serves each request from whichever route is healthy.
2 monitored providers serve DeepSeek V3.2.

Measured over the last 30 days from each provider's official status feed via StatusGator. Refreshed hourly. 4 further routes for this model are not on the board yet and are not counted above. See uptime for every provider qynio monitors.

Data handling per route

Each route hosting DeepSeek V3.2 has its own privacy posture, residency, and no-KYC terms. Postures are maintained by qynio with a last-verification timestamp.

BytePlus β€” Multi-region

Zero data retention is not on by default β€” abuse monitoring, 180-day retention. No training on customer data. GLOBAL; wallets; deposit available.

Zero data retention
Not by default β€” abuse monitoring, 180-day retention. Derived from the logging and moderation facts.
Training
No training on customer data.
Logging
Abuse monitoring (180-day retention)
Moderation
Not established
Caching
Not established
Subprocessor access
Not established
no-KYC deposit
deposit available
Transfer mechanism
wallets

DeepInfra β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is on by default on Pay-as-you-go β€” no action required. No training on customer data. US; unknown; deposit available.

Zero data retention
On by default on Pay-as-you-go. Derived from the logging and moderation facts.
Training
No training on customer data.
Logging
None
Moderation
Not established
Caching
Not established
Subprocessor access
Not established
no-KYC deposit
deposit available
Transfer mechanism
unknown

DigitalOcean β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is not on by default β€” a moderation hold applies. No training on customer data. US; dpf sccs; deposit available.

Zero data retention
Not by default β€” a moderation hold applies. Derived from the logging and moderation facts.
Training
No training on customer data.
Logging
None
Moderation
Holds content for review
Caching
Content cached for replay
Subprocessor access
No subprocessor reads content
no-KYC deposit
deposit available
Transfer mechanism
dpf sccs

Infercom β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is on by default on Pay-as-you-go β€” no action required. No training on customer data. US; wallets; deposit available.

Zero data retention
On by default on Pay-as-you-go. Derived from the logging and moderation facts.
Training
No training on customer data.
Logging
None
Moderation
Not established
Caching
Not established
Subprocessor access
Subprocessors may read content
no-KYC deposit
deposit available
Transfer mechanism
wallets

Novita β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is on by default on Pay-as-you-go β€” no action required. No training on customer data. US; wallets; deposit available.

Zero data retention
On by default on Pay-as-you-go. Derived from the logging and moderation facts.
Training
No training on customer data.
Logging
None
Moderation
Not established
Caching
Not established
Subprocessor access
Not established
no-KYC deposit
deposit available
Transfer mechanism
wallets

TensorX β€” European UnionπŸ‡ͺπŸ‡Ί

Zero data retention is on by default on Pay-as-you-go β€” no action required. No training on customer data. EU; deposit available.

Zero data retention
On by default on Pay-as-you-go. Derived from the logging and moderation facts.
Training
No training on customer data.
Logging
None
Moderation
Not established
Caching
Not established
Subprocessor access
Not established
no-KYC deposit
deposit available
Transfer mechanism
Not applicable β€” data stays in EU

Benchmarks

Independent benchmark scores β€” composite indices for reasoning, coding, and math, plus individual eval scores where available.

Intelligence Index25.1
Math Index59.0
Reasoning & knowledge
MMLU-Pro
84%
GPQA Diamond
75%
Humanity's Last Exam
11%
Long-context reasoning
43%
Coding
LiveCodeBench
59%
SciCode
39%
Agentic & tool use
Terminal-Bench Hard
33%
τ²-Bench Telecom
79%
Math & instruction following
AIME 2025
59%
IFBench
49%

Get started

Call DeepSeek V3.2 through the qynio gateway with one API key. Let your coding agent set it up, or call it directly β€” qynio is drop-in compatible with the OpenAI, Anthropic, and Google AI SDKs.

Set it up with your agent

Copy this and paste it into a coding agent like Claude Code, Cursor or Codex and it'll wire up qynio for you.

Or call it directly

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: "bytedance:ap/deepseek-v3.2",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

Compare DeepSeek V3.2 with…

Side-by-side on privacy, crypto rails, pricing, and benchmarks.

Other models from DeepSeek

Start building with 700+ models

One API key. Every major provider. Up and running in minutes.

Get startedView Documentation