Ring 2.6 1T
Unavailable in this round
Language modelActive
Ring 2.6 1T
inclusionAI
- Released
- May 14, 2026
- Data date
- September 8, 2026
- Successor
- Ling 3.0 Flash
- Speed
- 118.7 tokens/sOutput throughput
- Price
- Input · Output / 1M tokens
- Input
- Text
- Output
- Text
Ring 2.6 1T combines one trillion total parameters with about 63 billion active per token. The open model brings a 262,144-token context and high or extra-high reasoning intensity together.
InclusionAI's own Ling model card calls Ling 3.0 Flash the next generation and explicitly positions it against the 1T-class Ring 2.6 1T model.
Specifications and access
| Specification | Value and source |
|---|---|
| Weights | Open weightsSource |
| Access | API, LocalSource |
| Parameters | 1TSource |
| Active parameters | 63BSource |
| Context window | 262,144 tokensSource |
| License | MITSource |
| Parameters | 1,000 BSource |
| Active parameters | 63 BSource |
| Reasoning mode | high and xhigh reasoning-effort modesSource |
| Input | TextSource |
| Output | TextSource |
| Tool calling | YesSource |
Page 1 of 3
Measurements without matching peer values
These measurements have no matching peer values under the same test conditions. Their original values and sources remain available here.
AA-LCR: Overall (Show measurement, test conditions, and source)
- Source value
- 70
- Score
- 70
- Metric
- Pass rate
- Unit
- %
- Benchmark version
- v1.1
- Category
- reasoning
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Comparison cohort
- artificial-analysis-aa-lcr:v1.1:v4.3.2:reasoning:tokens=2000:suffix=unspecified
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c/ring-2-6-1t/ring-2-6-1t. Source model name: Ring 2.6 1T. Provider reported by source: InclusionAI. Model snapshot: Ring-2.6-1T. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 70.0%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-15-77b33e0bb5c0. Source payload hash: 77b33e0bb5c0841e0131c63c556fb01a0839958904203d31644b58f68b1630f7. Parser version: artificial-analysis-rsc-models-v1. Imported at: 2026-10-15
- Comparison methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
AutomationBench-AA: Overall (Show measurement, test conditions, and source)
- Source value
- 0.7178659181731186
- Score
- 0.7178659181731186
- Metric
- Objectives completed without guardrail violations
- Unit
- %
- Benchmark version
- unspecified
- Category
- agentic
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Comparison cohort
- artificial-analysis-automationbench-aa:unspecified:v4.3.2:reasoning:tokens=2000:suffix=unspecified
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c/ring-2-6-1t/ring-2-6-1t. Source model name: Ring 2.6 1T. Provider reported by source: InclusionAI. Model snapshot: Ring-2.6-1T. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 0.7%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-15-77b33e0bb5c0. Source payload hash: 77b33e0bb5c0841e0131c63c556fb01a0839958904203d31644b58f68b1630f7. Parser version: artificial-analysis-rsc-models-v1. Imported at: 2026-10-15
- Comparison methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
CritPt: Overall (Show measurement, test conditions, and source)
- Source value
- 3.7142857142857104
- Score
- 3.7142857142857104
- Metric
- Score
- Unit
- %
- Benchmark version
- unspecified
- Category
- reasoning
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Comparison cohort
- artificial-analysis-critpt:unspecified:v4.3.2:reasoning:tokens=2000:suffix=unspecified
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- disputed
- Retrieved at
- 2026-10-15
- Methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c/ring-2-6-1t/ring-2-6-1t. Source model name: Ring 2.6 1T. Provider reported by source: InclusionAI. Model snapshot: Ring-2.6-1T. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 3.7%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-15-77b33e0bb5c0. Source payload hash: 77b33e0bb5c0841e0131c63c556fb01a0839958904203d31644b58f68b1630f7. Parser version: artificial-analysis-rsc-models-v1. Imported at: 2026-10-15
- Comparison methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
- Context
- Artificial Analysis marks CritPt as under review; dataset revisions may change results.. The source dataset marks this result as disputed. It remains visible as documented evidence, but is not reliable comparative proof.
GDP.pdf: Overall (Show measurement, test conditions, and source)
- Source value
- 3.8
- Score
- 3.8
- Metric
- All-pass rate
- Unit
- %
- Benchmark version
- unspecified
- Category
- reasoning
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Comparison cohort
- artificial-analysis-gdp-pdf:unspecified:v4.3.2:reasoning:tokens=2000:suffix=unspecified
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c/ring-2-6-1t/ring-2-6-1t. Source model name: Ring 2.6 1T. Provider reported by source: InclusionAI. Model snapshot: Ring-2.6-1T. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 3.8%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-15-77b33e0bb5c0. Source payload hash: 77b33e0bb5c0841e0131c63c556fb01a0839958904203d31644b58f68b1630f7. Parser version: artificial-analysis-rsc-models-v1. Imported at: 2026-10-15
- Comparison methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
Humanity's Last Exam: Overall (Show measurement, test conditions, and source)
- Source value
- 21.5940685820204
- Score
- 21.5940685820204
- Metric
- Text-only pass@1 accuracy
- Unit
- %
- Benchmark version
- unspecified
- Category
- reasoning
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Comparison cohort
- artificial-analysis-humanitys-last-exam:unspecified:v4.3.2:reasoning:tokens=2000:suffix=unspecified
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c/ring-2-6-1t/ring-2-6-1t. Source model name: Ring 2.6 1T. Provider reported by source: InclusionAI. Model snapshot: Ring-2.6-1T. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 21.6%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-15-77b33e0bb5c0. Source payload hash: 77b33e0bb5c0841e0131c63c556fb01a0839958904203d31644b58f68b1630f7. Parser version: artificial-analysis-rsc-models-v1. Imported at: 2026-10-15
- Comparison methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
- Context
- Artificial Analysis describes this comparable run as 2,158 text-only questions, not the full 2,500-question dataset.
SciCode: Overall (Show measurement, test conditions, and source)
- Source value
- 45.0231481481481
- Score
- 45.0231481481481
- Metric
- SciCode score
- Unit
- %
- Benchmark version
- unspecified
- Category
- coding
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Comparison cohort
- artificial-analysis-scicode:unspecified:v4.3.2:reasoning:tokens=2000:suffix=unspecified
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- disputed
- Retrieved at
- 2026-10-15
- Methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c/ring-2-6-1t/ring-2-6-1t. Source model name: Ring 2.6 1T. Provider reported by source: InclusionAI. Model snapshot: Ring-2.6-1T. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 45.0%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-15-77b33e0bb5c0. Source payload hash: 77b33e0bb5c0841e0131c63c556fb01a0839958904203d31644b58f68b1630f7. Parser version: artificial-analysis-rsc-models-v1. Imported at: 2026-10-15
- Comparison methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
- Context
- Artificial Analysis says SciCode is under review following an independent dataset audit.. The source dataset marks this result as disputed. It remains visible as documented evidence, but is not reliable comparative proof.
Terminal-Bench: Overall (Show measurement, test conditions, and source)
- Source value
- 0.505050505050505
- Score
- 0.505050505050505
- Metric
- Task success
- Unit
- %
- Benchmark version
- 4.0
- Category
- coding
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Comparison cohort
- artificial-analysis-terminal-bench-4:4.0:v4.3.2:reasoning:tokens=2000:suffix=unspecified
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c/ring-2-6-1t/ring-2-6-1t. Source model name: Ring 2.6 1T. Provider reported by source: InclusionAI. Model snapshot: Ring-2.6-1T. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 0.5%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-15-77b33e0bb5c0. Source payload hash: 77b33e0bb5c0841e0131c63c556fb01a0839958904203d31644b58f68b1630f7. Parser version: artificial-analysis-rsc-models-v1. Imported at: 2026-10-15
- Comparison methodology
- Exact AA configuration: Ring-2.6-1T (release ring-2-6-1t, row ring-2-6-1t, UUID eb4ba465-3fcd-4065-9fe2-e8225e7b2c6c, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
PinchBench (Show measurement, test conditions, and source)
- Source value
- 87.6
- Score
- 87.6
- Metric
- percent
- Unit
- %
- Category
- agentic
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- inclusionAI Ring-2.6-1T model card
- Status
- active
- Retrieved at
- 2026-09-08
- Methodology
- Vendor-reported result. High reasoning effort; exact harness details not stated in the card excerpt.
ClawEval (Show measurement, test conditions, and source)
- Source value
- 63.82
- Score
- 63.82
- Metric
- percent
- Unit
- %
- Category
- agentic
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- inclusionAI Ring-2.6-1T model card
- Status
- active
- Retrieved at
- 2026-09-08
- Methodology
- Vendor-reported result. High reasoning effort; exact harness details not stated in the card excerpt.
Tau2-Bench Telecom (Show measurement, test conditions, and source)
- Source value
- 95.32
- Score
- 95.32
- Metric
- percent
- Unit
- %
- Category
- agentic
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- inclusionAI Ring-2.6-1T model card
- Status
- active
- Retrieved at
- 2026-09-08
- Methodology
- Vendor-reported result. High reasoning effort; Telecom scenario; exact harness details not stated.
ARC-AGI-V2 (Show measurement, test conditions, and source)
- Source value
- 66.18
- Score
- 66.18
- Metric
- percent
- Unit
- %
- Category
- reasoning
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- inclusionAI Ring-2.6-1T model card
- Status
- active
- Retrieved at
- 2026-09-08
- Methodology
- Vendor-reported result. Xhigh reasoning effort; exact task split/harness not stated.
AIME 2026 (Show measurement, test conditions, and source)
- Source value
- 95.83
- Score
- 95.83
- Metric
- percent
- Unit
- %
- Category
- reasoning
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- inclusionAI Ring-2.6-1T model card
- Status
- active
- Retrieved at
- 2026-09-08
- Methodology
- Vendor-reported result. Xhigh reasoning effort; exact task split/harness not stated.
Page 1 of 3
Our tests
SVG short test
One SVG prompt and fixed output settings. Captures are shown only with 0 reported reasoning tokens or documented lack of reasoning controls. Identical test conditions do not make the models' internal compute identical.
Popularity
33.8 / 100
Predecessor and successor
Sources and data date
| Type | Evidence and data date |
|---|---|
| Speed | Median across serving providers. Output speed after the first streaming chunk, not total response time. Retrieved September 8, 2026. |
| Price | Base API prices without caching or batch discounts. Higher context tiers and other rates are listed under Costs. |
| Input | Documented modalities. Retrieved September 8, 2026. |
| Output | Documented modalities. Retrieved September 8, 2026. |
| Research status | Research date September 8, 2026. 2 source URLs checked. This documents the inspected sources, not an exhaustive inventory of every publication. |
| Not found in the inspected sources | architecture Original wording The checked card describes training and agent behavior but does not give a complete layer/expert architecture table. |
| Not found in the inspected sources | knowledge-cutoff Original wording The exact Ring-2.6-1T card does not publish a training-data cutoff. |
| Additional source | Artificial Analysis (retrieved October 15, 2026) |
| Additional source | Artificial Analysis (retrieved October 15, 2026) |
| Additional source | Artificial Analysis (retrieved October 15, 2026) |
| Additional source | Artificial Analysis (retrieved October 15, 2026) |
| Additional source | Artificial Analysis (retrieved October 15, 2026) |
| Additional source | Artificial Analysis (retrieved October 15, 2026) |
| Additional source | Artificial Analysis (retrieved October 15, 2026) |
| Additional source | Artificial Analysis (retrieved October 15, 2026) |
| Additional source | Artificial Analysis (retrieved October 15, 2026) |
| Additional source | Artificial Analysis (retrieved October 15, 2026) |
| Additional source | Artificial Analysis (retrieved October 15, 2026) |
| Additional source | InclusionAI Ling 3.0 Flash model card · Editorial description reviewed October 2, 2026 |
| Additional source | OpenRouter: Popularity index (derived), CC BY 4.0 |
| Additional source | Vercel AI Gateway: Popularity index (derived), CC BY 4.0 |
| Additional source | Creative Commons Attribution 4.0 |