Ring-2.6-1T is InclusionAI's trillion-parameter reasoning model built for real-world agent workflows, using a sparse Mixture-of-Experts architecture with roughly 63 billion active parameters per token and a 262K context window. Released in May 2026 under the MIT license, this open-weight model adds an adjustable reasoning-effort mechanism with high and xhigh modes, letting developers trade thinking depth against token cost by task complexity. Ring-2.6-1T reports leading results on reasoning and agentic benchmarks: 95.83 on AIME 2026, 88.27 on GPQA Diamond, and 87.60 on PinchBench, where InclusionAI notes it edges past GPT-5.4 and Gemini 3.1 Pro, alongside 95.32 on the TAU2-Bench Telecom scenario. The model focuses on multi-step task planning, tool invocation, error correction, and continuous execution rather than isolated question answering, which suits coding agents and complex automation. High mode favors frequent agent interactions and tool collaboration with reduced reasoning overhead, while xhigh mode opens extensive reasoning space for mathematics, scientific analysis, and multi-path exploration. As a thinking model, Ring-2.6-1T produces reasoning output and is available on Hugging Face with support for SGLang and vLLM.
Ring-2.6-1T 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 | Enterprise | No | $0.30 | $2.50 |
Ring-2.6-1T 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 Ring-2.6-1T has its own privacy posture, residency, and GDPR terms. Postures are maintained by Opper with a last-verification timestamp.
Zero data retention is available via Opper Enterprise contract. No training on customer data. US; SCCs; DPA available.
Call Ring-2.6-1T 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/ring-2.6-1t",messages: [{ role: "user", content: "Hello" }],});console.log(completion.choices[0].message.content);
Side-by-side on privacy, EU hosting, pricing, and benchmarks.
