MMODELYST
Models/Ring-2.6-1T
MDL

Ring-2.6-1T

InclusionAI

Verified against Artificial Analysis · Jul 13, 2026
Capability
79
percentile index
Price /M
$0.3 / $2.5
in / out
Context
262.1K
tokens
Avg score
53.8
7 benchmarks
AA Intelligence
30.6
index
Speed
124 tok/s
TTFT 2s
Released
May 8, 2026
About

Ring-2.6-1T is a proprietary model in the Ring family from InclusionAI. Benchmarked on 7 evals, averaging 53.8.

Benchmark scores · 7
avg 53.8 — higher is better
τ²-bench
92.4
GPQA Diamond
85.7
AA Long-Context Reasoning
64.3
IFBench
44.6
SciCode
42.4
Terminal-Bench Hard
28.8
Humanity's Last Exam
18.3
The research behind this model
all papers mentioning it →
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale▲ 87 on HF · Jun 13, 2026

Mentions matched by name in title/abstract — from the arXiv + HF daily corpus.

Details
PublisherInclusionAI
FamilyRing
Parameters—
License—
WeightsClosed
ReleasedMay 8, 2026
Performance & price
Output speed124 tok/s
Latency (TTFT)2s
First answer18s
Price in / out$0.3 / $2.5 per 1M
Blended price$0.85 / 1M
Coding index42.8

Median across API providers, via Artificial Analysis. Blended = 3:1 input:output. For reasoning models, latency includes thinking time. Methodology →

History
full ledger →
Capability over time

Append-only ledger — every observed change to this model's numbers.

API providers
Artificial Analysis$2.5/M