Ling 3.0 Flash

by InclusionAI

Released 88 days after Ring-2.6-1T · All InclusionAI releases

Ling 3.0 Flash is InclusionAI's August 2026 open-weight release, a Mixture-of-Experts with 124 billion total parameters and roughly 5 billion active per token. It runs on the BailingMoeV3 architecture with a hybrid MLA and KDA attention stack, 512 routed experts of which 8 fire per token, one shared expert, and a native multi-token prediction head that speeds up decoding. The design merges two earlier lines, taking the throughput of the Flash series and the deeper reasoning of the Ring series into one model rather than asking callers to pick between them. It carries a 262K token context window with up to 32K output tokens and scores 38 on the Artificial Analysis intelligence index, which places it well above average among open-weight models of comparable active size and suits production agent loops where per-step latency compounds.

Call Ling 3.0 Flash on Opper with the OpenAI SDK. Sign up without a credit card. Get started

Key info

Input
Output
Features
Context window
131K
Max output
33K
Input price
$0.06 /1M$0.01 cache read
Output price
$0.18 /1M
Released
Web search
  • US residency available
  • Zero data retention on pay-as-you-go
  • No training by default
  • GDPR DPA available

Available routes

Ling 3.0 Flash runs on 2 different routes through the Opper gateway. Compare residency, zero data retention and training posture at a glance, with full data-handling detail per route below.

ProviderRegionZero data retentionTrainingInputOutputCache read
USNo$0.06$0.18$0.01
USNo$0.06$0.18$0.01

Live routes and prices as JSON: api.opper.ai/v3/models?q=deepinfra%2FinclusionAI%2FLing-3.0-flash

Uptime and availability

Ling 3.0 Flash runs on 2 independently monitored routes through the Opper 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 99.93% over the same window.
Daily status through the gateway, which serves each request from whichever route is healthy.
2 monitored providers serve Ling 3.0 Flash.

Measured over the last 30 days from each provider's official status feed via StatusGator. Refreshed hourly. See uptime for every provider Opper monitors.

Data handling per route

Each route hosting Ling 3.0 Flash has its own privacy posture, residency, and GDPR terms. Postures are maintained by Opper with a last-verification timestamp.

DeepInfra — United States🇺🇸

Zero data retention: nothing is logged, held for abuse monitoring or used for training. No training on customer data. US; SCCs; DPA available.

Zero data retention
Yes. Nothing is logged, held for abuse monitoring or used for training.
Training
No training on customer data.
Logging
None
Abuse monitoring
No classifier
GDPR DPA
DPA available
Transfer mechanism
SCCs

Novita — United States🇺🇸

Zero data retention: nothing is logged, held for abuse monitoring or used for training. No training on customer data. US; SCCs; DPA available.

Zero data retention
Yes. Nothing is logged, held for abuse monitoring or used for training.
Training
No training on customer data.
Logging
None
Abuse monitoring
On by default, keeps nothing
GDPR DPA
DPA available
Transfer mechanism
SCCs

Best for

Where Ling 3.0 Flash ranks among the models on Opper with a score for each use case.

Benchmarks

Independent benchmark scores: the Intelligence Index and the individual evaluations behind it, grouped by skill.

Global rank#155 of 506 LLMs
TierEfficient
Output speed311 tok/s
Intelligence Index (previous version)20.1
Coding
Terminal-Bench 4.0
0%
SciCode
42%
Agentic & knowledge work
AutomationBench
3%
GDPval
23%
GDP.pdf
5%
Briefcase (Elo)798
Science & reasoning
HLE Diamond
7%
Humanity's Last Exam
24%
GPQA Diamond
86%
Long-context reasoning
73%

Get started

Call Ling 3.0 Flash through the Opper gateway with one API key. Opper is drop-in compatible with the OpenAI, Anthropic and Google AI SDKs.

Ling 3.0 Flash is a premium model on Opper. Sign up needs no credit card: you get an API key straight away and the free models work in the playground and the API. Add a card to use premium models, pay-as-you-go with no minimum.

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 Opper for you.

Or call it directly

import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.OPPER_API_KEY,
baseURL: "https://api.opper.ai/v3/compat",
});
const completion = await client.chat.completions.create({
model: "deepinfra/inclusionAI/Ling-3.0-flash",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

Use Ling 3.0 Flash in your apps

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Compare Ling 3.0 Flash with…

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