Author's Description
Ring-2.6-1T is a 1T-parameter-scale thinking model with 63B active parameters, built for real-world agent workflows that require both strong capability and operational efficiency. It is optimized for coding agents, tool...
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
inclusionAI's Ring-2.6-1T model, a 1T-parameter thinking model with 63B active parameters, demonstrates strong performance tailored for real-world agent workflows. It consistently performs among the fastest models, ranking in the top tier for speed (80th percentile across benchmarks), and offers highly competitive pricing, placing in the 81st percentile. The model exhibits exceptional reliability with a 99% success rate, indicating minimal technical failures. Ring-2.6-1T excels in critical areas, achieving perfect 100% accuracy in Hallucinations (Baseline), Instruction Following (Baseline), Email Classification (Baseline), Reasoning (Baseline), and Ethics (Baseline). Notably, it is the #1 model in accuracy for Instruction Following and is frequently highlighted as the most accurate model at its price point and speed across these categories. While its Coding (Baseline) and Mathematics (Baseline) scores of 91.7% are solid, they represent areas with potential for further optimization compared to its perfect scores in other domains. General Knowledge (Baseline) at 97.6% is respectable but places it in the 49th percentile, suggesting a more balanced performance in this broad category. Overall, Ring-2.6-1T stands out for its precision in critical agent-centric tasks, operational efficiency, and cost-effectiveness.
Model Pricing
Current Pricing
| Feature | Price (per 1M tokens) |
|---|---|
| Prompt | $0.075 |
| Completion | $0.625 |
| Input Cache Read | $0.015 |
Price History
Available Endpoints
| Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
|---|---|---|---|---|
|
Novita
|
Novita | inclusionai/ring-2.6-1t-20260508 | 262K | $0.075 / 1M tokens | $0.625 / 1M tokens |
Benchmark Results
| Benchmark | Category | Reasoning | Strategy | Free | Executions | Accuracy | Cost | Duration |
|---|
Other Models by inclusionai
|
|
Released | Params | Context |
|
Speed | Ability | Cost |
|---|---|---|---|---|---|---|---|
| inclusionAI: Ling-2.6-1T | Apr 23, 2026 | 1T | 262K |
Text input
Text output
|
★★★★★ | ★★★★ | $$ |
| inclusionAI: Ling-2.6-flash | Apr 21, 2026 | ~104B | 262K |
Text input
Text output
|
★★★ | ★ | $$ |
| inclusionAI: Ring 1T Unavailable | Oct 13, 2025 | 1T | 131K |
Text input
Text output
|
★ | ★★★★ | $$$$ |
| inclusionAI: Ling-1T Unavailable | Oct 12, 2025 | 1T | 131K |
Text input
Text output
|
★★★ | ★★★★ | $$$$ |