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InclusionAI: Ling 3.1 Flash 1019
Ling 3.1 Flash 1019 is InclusionAI's updated hybrid reasoning language model for coding, multi-step analysis, and tool-using agents. Its mixture-of-experts architecture has 560B total parameters with 25B active per token, and its 1M-token context window supports long-document analysis and extended agentic workflows.
Specifications
| Provider | InclusionAI |
| Model ID | inclusionai/ling-3.1-flash-1019 |
| Context window | 1M tokens (1,000,000) |
| Modalities | text → text |
| Tokenizer | — |
| Router sources | Vercel AI Gateway |
| Released | 2026-10-30 |
| Tracked since | 2026-11-14 |
| Popularity | Not in the ranked set |
| Reasoning | — |
Pricing (per million tokens)
| Variant | Source | API ID | Input | Output | Context |
|---|---|---|---|---|---|
| standard | Vercel AI Gateway | inclusionai/ling-3.1-flash-1019 | $0.3 | $0.9 | 1M |
Recorded price history
| Date | Input / 1M | Output / 1M | Context |
|---|---|---|---|
| 2026-11-14 | $0.3 | $0.9 | 1M |
Capabilities
Agentic tool use1M+ context windowControllable reasoning
Supported parameters
max_tokens, temperature, stop, tools, tool_choice, reasoning, include_reasoning