Ling-3.0-flash-VL

by InclusionAI

Released 37 days after Ling 3.0 Flash · All InclusionAI releases

Ling-3.0-flash-VL is the native multimodal member of InclusionAI's Ling-3.0 series, published with MIT-licensed weights in September 2026. It builds on the Ling-3.0-flash Mixture-of-Experts, 124 billion total parameters with 5.5 billion active per token, adding a ViT visual encoder and a two-layer MLP projector in front of a 42-layer hybrid backbone that alternates KDA and gated MLA attention layers at a 5:1 ratio. VideoRoPE encodes spatial position and temporal order so the model can take video as well as images, over a 128K native context that InclusionAI extends to 256K with YaRN scaling. Rather than bolting vision onto a text model, InclusionAI folds visual input into the same understanding, reasoning, planning, acting, and verification process it uses for text, with thinking on by default. That carries into agent use, where the model reads web and software interfaces and turns what it sees into sequences of actions. InclusionAI names visual perception, STEM reasoning, document intelligence, multimodal agents, frontend coding, and medical report interpretation as target areas, and the low active parameter count keeps per-token compute modest relative to the model's total size.

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

Key info

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

Available routes

Ling-3.0-flash-VL runs on 1 route 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

Uptime and availability

Ling-3.0-flash-VL runs on a single route through the Opper gateway today, so its availability is that provider's availability.

100%route uptime, last 30 days
Single route, no failover target within this model.

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. Set up a fallback chain.

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-VL 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; unknown; 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
unknown

Benchmarks

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

Global rank#162 of 678 LLMs
TierEfficient
Output speed149 tok/s
First token2.15s
Intelligence Index24.6
Coding Index57.0
Reasoning & knowledge
GPQA Diamond
86%
Humanity's Last Exam
22%
Long-context reasoning
78%
Coding
SciCode
44%

Get started

Call Ling-3.0-flash-VL 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-VL 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-VL",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

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