LLM ReferenceLLM Reference

Ring-2.6-1T

ring-2.6-1t

Researched today

Last refreshed 2026-05-18. Next refresh: weekly.

Open SourceRAGAgentsLong contextClassificationJSON / Tool useOpen Source

Ring-2.6-1T is worth evaluating for rag, agents, and long context when its provider route and context window match the workload.

Decision context: RAG task fit, 1 tracked provider route, and research from 2026-05-18.

Use it for

  • Teams evaluating rag, agents, and long context
  • Workloads that can use a 262K context window
  • Buyers comparing 1 tracked provider route

Do not use it for

  • Vision or document-understanding workloads

Cheapest output

$0.625

OpenRouter per 1M tokens

Provider routes

1

Tracked API hosts

Quality / dollar

Unknown

No task benchmark coverage yet

Freshness

2026-05-18

Researched today

fresh

Top use-case fit

RAG

Included by capability and metadata signals in the decision map.

Agents

Included by capability and metadata signals in the decision map.

Long context

Included by capability and metadata signals in the decision map.

Provider price ladder

ProviderInput / 1MOutput / 1MCacheRoute
OpenRouter$0.075$0.625read $0.015
Serverless

Benchmark peer barsfor RAG

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.

About

Ring-2.6-1T is InclusionAI's MIT-licensed trillion-parameter MoE reasoning model for agent workflows, engineering tasks, scientific analysis, and enterprise automation. It supports high and xhigh reasoning effort modes and entered OpenRouter's Programming top 10 in the 2026-05-18 audit.

Ring-2.6-1T has a 256K-token context window.

Ring-2.6-1T input tokens at $0.075/1M, output at $0.625/1M.

Capabilities

ReasoningFunction CallingTool UseStructured Outputs

Rankings

Specifications

FamilyRing 2.6
Released2026-05-08
Parameters1T total / 63B active
Context262K
Max output65,536
Architecturemoe
Specializationreasoning
LicenseMIT
Trainingpretrained

Created by

InclusionAI is Ant Group's artificial general intelligence research lab, responsible for developing

Hangzhou, China
Founded 2023
Website

Providers(1)