Primary use stated or inferred cautiously from official documentation.
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INCLUSIONAI / inclusionAI/Ling-3.1-flash-1019
Ling 3.1 Flash 1019
An updated Ling 3.1 Flash checkpoint with 560B total parameters and 25B active per token. This version’s weights were published on October 27; the 1019 suffix is not used as its publication date.
01 / SUMMARY
The essential
Maximum input capacity when published by the source.
Documented maximum generation limit.
Verified availability channels.
Primary functional family and verified specialties.
Declared terms for API access, model weights, or self-hosting.
02 / TECHNICAL SHEET
Limits and integration
| API ID | inclusionAI/Ling-3.1-flash-1019 |
|---|---|
| Model type | Text and reasoning · Code |
| Access model | Open weights |
| License | MIT |
| Deployment | Self-hosted |
| Release | 27 OCT 2026 |
| Knowledge cutoff | Not published |
| Entrance | Text |
| Exit | Text |
| Context window | 1M tokens |
| maximum output | Not published |
| Reasoning | Not published |
| Published tools | |
| Structured Outings | Not published |
| Batch processing | Not published |
| Prompt cache | Not published |
| Fine-tuning | Not published |
| Verified platforms | Hugging Face · SGLang |
Reasoning, coding and long-context agents, with your own hardware and tool-environment tests.
Keep the full identifier: generic repository examples also mention the previous model. Benchmarks belong to 1019 and are not attributed to another revision.
03 / CAPABILITIES
What it can do
Orientation
Reasoning, coding and long-context agents, with your own hardware and tool-environment tests.
Context
1M tokens · Not published
Tools and integration
Not published
Access
Hugging Face · downloadable checkpoint
Input modalities
Text
04 / PRICES
Documented cost
| Concept | Worth | Unit/condition |
|---|---|---|
| Standard input | No published official API rate | Standard API rate |
| Cached input | Not published | Reading reused prefixes |
| Cache write or storage | Not published | The condition varies by provider |
| Standard output | Self-hosted infrastructure cost | May include reasoning tokens |
| Batch input | Not published | Asynchronous processing |
| Batch output | Not published | Asynchronous processing |
Weights published under MIT. No API rate has been verified for this revision; numeric costs remain empty. Deployment requires budgeting for memory, accelerators and operations.
i Prices change and may depend on level, region or context length. Check the source before making a decision.
05 / EVALUATIONS
How to read the results
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The provider reports AA-Briefcase at 1,524 Elo and AutomationBench-AA at 68%. These are different metrics, not an overall grade or an independent Inferama reproduction.
| Benchmark | Result | Metric | Source |
|---|---|---|---|
| AA-Briefcase | 1,524 Elo | Elo | View source ↗ |
| AutomationBench-AA | 68 / 100 | Score | View source ↗ |
Inferama only highlights a “best result” when the metric, test set, configuration, and date allow for an equivalent comparison. The supplier's figures are presented as claims from its own source.
06 / VERSIONS
Chronology
Ling 3.1 Flash 1019
Version added to Inferama's verified catalog.
07 / SOURCES