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.
Ling 3.0 Flash runs on 1 route through the Opper gateway. Compare residency, ZDR, 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 | $0.06 | $0.18 |
Ling 3.0 Flash runs on a single route through the Opper 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. 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.
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.
Zero data retention is on by default on Pay-as-you-go — no action required. No training on customer data. US; SCCs; DPA available.
Independent benchmark scores — composite indices for reasoning, coding, and math, plus individual eval scores where available.
Call Ling 3.0 Flash through the Opper gateway with one API key. Let your coding agent set it up, or call it directly — Opper 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 Opper for you.
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: "novita/inclusionai/ling-3.0-flash",messages: [{ role: "user", content: "Hello" }],});console.log(completion.choices[0].message.content);
Side-by-side on privacy, EU hosting, pricing, and benchmarks.
