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ModelCap

Ring 2.6 1T

Current board #74Official publisher releaseOpen weights7d #88 → #74

InclusionAI·inclusionAI/Ring-2.6-1T

Ring 2.6 1T is ModelCap current-board rank #74 with Index 58.0 (Measured), from the ModelCap Index as of 22 Sept 2026, 03:10 UTC.

Ring 2.6 1T weight access is open weights, from ModelCap classification of published repository metadata as of 22 Sept 2026, 03:10 UTC.

Snapshot facts · download the public dataset · methodology

ModelCap Index · Current board
58.0#74
Measured · 20% support · score interval 38.2–77.8
Evidence as of 19 Sept 2026, 22:46 UTC
Market Gravity
12.1Decreased by 0.2
Secondary market signal

OpenRouter endpoint status could not be refreshed. This model is not treated as currently served until a successful observation arrives.

Input
Self-hosted
weights only · no listed API price
Output
Self-hosted
weights only · no listed API price
Context
tokens
Providers
0
endpoints
Gateway spend
latest · Vercel share

Providers

Uptime measured over the last 30 minutes

Current provider status is unavailable.

Reported evaluation leads (4)

Not independent measurement

Structured rows reported in this exact model repository at the pinned revision below. They are the publisher talking about itself: never measured evidence, never a score input on their own. They remain quarantined until dataset revision, harness, configuration and identity pass ModelCap’s independent admission review.

Dataset / taskMetricValueRevisionProvenance
claw-eval/Claw-Eval
general
63.82
Unpinned
not published
Reported
Quarantined
Idavidrein/gpqa
diamond
88.27
Unpinned
not published
Reported
Quarantined
MathArena/aime_2026
MathArena/aime_2026
95.83
Unpinned
not published
Reported
Quarantined
SWE-bench/SWE-bench_Verified
swe_bench_%_resolved
74
Unpinned
not published
Reported
Quarantined

Other versions (2)

ModelCap Index · Current board

Methodology
58.0
Measured · 1 public benchmark observation across 1 board
Current board
#74
Public rank basis
Measured (measured)
Index support
20.0% · limited
Index interval
38.2–77.8
Rank posterior
Not available
Top 5 / Top 10 probability
Not available / Not available
Posterior as of
Snapshot timestamp unavailable
Evidence as of
19 Sept 2026, 22:46 UTC
Identity binding
Exact catalogue product · inclusionai/inclusionAI/Ring-2.6-1T · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata inclusionAI/Ring-2.6-1T@1e58be9318352541575130d4dbbdcc735fca7a03 (not the evaluation revision)
Index observations used
1
Qualified Index evidence point
58.0
Bayesian Evidence Score · measured evidence input only

BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.

Observed capability
58.0
Evidence status
provisional · 50% mass
General preference
58.0
Coding
Agents & tools
Reasoning
Evidence breadth
80%
Evidence coverage
20%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
Liquidity (providers × uptime)
Open reach (HF downloads)
60.3
Surface (context / tools / modalities)
0.0
Freshness
60.8
  • · HF 30d downloads 991
  • · Catalogue surface
  • · First seen 2026-05-14

These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.

BES evidence selected · measured input only

The bounded 0–100 capability score blends each source’s competitive placement with its published achievement, then combines capability families. Evidence breadth adds a modest uncertainty adjustment; price and popularity are not part of benchmark-led rank.

Deployment readiness

Metadata index
55.5
partial · 70% metadata coverage
Not capability
Artifact reproducibility
85.0
Access & legal clarity
100.0
Deployability
8.0
Evaluation provenance
37.9

Missing: artifactReproducibility.base-lineage, deployability.independent-provider-records, deployability.measured-provider-uptime, deployability.published-provider-pricing, deployability.declared-capacity, evaluationProvenance.evaluation-dataset-revisions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
12.1
OpenRouter weekly popularity
Not listed

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Arena preference

No matched Arena rating

This model is visible because it is available in the live catalogue, but it has no trustworthy community result yet. ModelCap does not infer a quality score from price, features, or market activity.

Market Gravity breakdown

Usage55%
0.0

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
0.0

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
60.3

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
60.8

Time since first public availability, on a six-month half-life.

Specification

Context window
tokens
Max output
Inputs
Text
Outputs
Text
Tokenizer
Cached input tokens
Not offered
First seen on OpenRouter
14 May 2026

Capabilities

  • Not supported: Reasoning
  • Not supported: Tool use
  • Not supported: Structured output
  • Not supported: Response format
  • Not supported: Moderated

Weights & access

Open weights. Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI.

Access
Open weights
Licence
mit
Pinned revision
1e58be931835
Parameters
1025.7B
Architecture
BailingMoeV2_5ForCausalLM
Model type
bailing_hybrid
Hugging Face downloads (30d)
991
Downloads (all time)
8K
Likes
106
Repository updated
17 Jun 2026, 05:07 UTC

Compare Ring 2.6 1T with

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Benchmark leaderboards featuring Ring 2.6 1T

All leaderboards
Public benchmark boards on which Ring 2.6 1T has a published result
LeaderboardScoreSource rankConfigurationPublished
Artificial Analysis Intelligence IndexArtificial Analysis16.6#111 of 151intelligence-index:v4.3:reasoning-unspecified19 Sept 2026
τ²-Bench Telecom (Artificial Analysis run)Artificial Analysis92.4%#54 of 436tau2:telecom:dual-control:pass-at-1:3-repeats:source-model="Ring-2.6-1T":reasoning=true9 Sept 2026
Humanity's Last Exam (Artificial Analysis run)Artificial Analysis21.6%#169 of 615hle:may-2025:text-only-2158:no-tools:pass-at-1:source-model="Ring-2.6-1T":reasoning=true9 Sept 2026

Alternatives to Ring 2.6 1T, by the numbers

Ranked neighbours

Models within 3 places of #74 on the ModelCap Index.

Other ranked InclusionAI models

The same publisher's other current models with a public Index position.

Ring 2.6 1T: common questions

How does Ring 2.6 1T rank among AI models?

Ring 2.6 1T holds ModelCap Index position #74 of 248 ranked language models as of 22 September 2026, with an Index score of 58.0 (interval 38.2–77.8); evidence: measured. The Index combines public benchmark boards with published uncertainty; the methodology page explains the weighting.

How much does Ring 2.6 1T cost per 1M tokens?

No live API price is listed for Ring 2.6 1T in the current snapshot as of 22 September 2026 because the latest endpoint refresh was unavailable. ModelCap shows a price only when a provider currently lists one.

Is Ring 2.6 1T open-weight?

Open weights (mit). Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI. The repository is inclusionAI/Ring-2.6-1T on Hugging Face.

Which benchmarks has Ring 2.6 1T been evaluated on?

Ring 2.6 1T has published results on 3 public boards tracked by ModelCap as of 22 September 2026: AA Intelligence Index 16.6 (#111 of 151), AA τ²-Bench Telecom 92.4% (#54 of 436) and AA Humanity's Last Exam 21.6% (#169 of 615). Each board page ranks every tracked model on that benchmark; the ModelCap Index combines them with published uncertainty.

How does Ring 2.6 1T compare with Intern S2 Preview?

Ring 2.6 1T ranks #74 (Index 58.0) and Intern S2 Preview ranks #75 (Index 58.0) on the ModelCap Index as of 22 September 2026. The head-to-head page lines up their benchmarks, listed prices, context windows and provider counts side by side.

When was Ring 2.6 1T released?

Ring 2.6 1T first appeared in the catalogue on 14 May 2026. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.