Ling 3.0 Models by InclusionAI
3 models2026Up to 262k ctxFrom $0.021/1M input
Last refreshed 2026-09-07. Next refresh: weekly.
Details
ResearcherInclusionAI
LicenseMITOSI-approved
Commercial useCommercial use: permitted
Models3
Released2026
Max context262k
Capabilities
ReasoningAll models
JSON / Tool useAll models
Structured OutputsAll models
About
InclusionAI Ling 3.0 is the next-generation Ant Ling line after Ling 2.6. This packet covers the Ling-3.0-flash MoE tier (124B total / 5.1B activated, hybrid-linear architecture, 256K context training) plus domain Flash variants Fin (finance) and Sante (health/medicine). Distinct from live family ling-2.6. Compare it for Agents and Coding.
Decision facts
- Best fit
- medicalagenticreasoning
- Capability starting point
- Ling 3.0 Flash Santé with 262k context and reasoning, JSON / Tool use, and structured outputs
- Lowest tracked input
- Ling 3.0 Flash · $0.021/1M · OpenRouter
- Closest related family
- K2 Horizon
Current Variants
Use-when guidance is based on each model's tracked capabilities, context window, release date, and replacement status.
3 in view
Ling 3.0 Flash SantéCurrent
Use when the workload needs medical, 262k context, and reasoning.
2026-09medical262k contextreasoning
Ling 3.0 Flash FinCurrent
Use when the workload needs 262k context, reasoning, and JSON / Tool use.
2026-09262k contextreasoningJSON / Tool use
Ling 3.0 FlashCurrent
Use when the workload needs agentic, 262k context, and reasoning.
2026-08agentic262k contextreasoning
| Model | Use when | Released | Signals | Status |
|---|---|---|---|---|
| Ling 3.0 Flash Santé | Use when the workload needs medical, 262k context, and reasoning. | 2026-09 | medical262k contextreasoning | Current |
| Ling 3.0 Flash Fin | Use when the workload needs 262k context, reasoning, and JSON / Tool use. | 2026-09 | 262k contextreasoningJSON / Tool use | Current |
| Ling 3.0 Flash | Use when the workload needs agentic, 262k context, and reasoning. | 2026-08 | agentic262k contextreasoning | Current |
Release Timeline
2 release groups2026-09
2 current
Ling 3.0 Flash Fin
Current262k contextreasoningJSON / Tool use
Ling 3.0 Flash Santé
Currentmedical262k contextreasoning
2026-08
1 current
Ling 3.0 Flash
Currentagentic262k contextreasoning
Specifications(3 models)
| Model | Released | Context | Parameters | Reasoning | JSON / Tool use | Structured Outputs |
|---|---|---|---|---|---|---|
| Ling 3.0 Flash Santé | 2026-09 | 262k | 124B (5.1B activated) | Yes | Yes | Yes |
| Ling 3.0 Flash Fin | 2026-09 | 262k | 124B (5.1B activated) | Yes | Yes | Yes |
| Ling 3.0 Flash | 2026-08 | 262k | 124B (5.1B activated) | Yes | Yes | Yes |
Available From(2 providers)
Pricing
| Model | Provider | Input / 1M | Output / 1M | Type |
|---|---|---|---|---|
| Ling 3.0 Flash | OpenRouter | $0.021 | $0.063 | Serverless |
| Ling 3.0 Flash Fin | OpenRouter | $0.06 | $0.18 | Serverless |