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Ling 3.1 Flash

ling-3.1-flashby inclusionAIZDR (all rungs)

Hybrid reasoning model from Ant Group's inclusionAI with 560B total and 25B activated parameters, for agents, coding and multi-step analysis.

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Context

262K

Max output

33K

Price per million tokens

$0.30in$0.060cached$0.90out

Fastest

84.8 tok/s

Released

Sep 2026

Waterfall

  1. 1
    Experiential Cloud$0.30/$0.9067.2% up84.8 tok/s1.24s

Quickstart

I want you to route my LLM calls for "ling-3.1-flash" through the Experiential gateway instead of calling the provider directly. It speaks the OpenAI Chat Completions API, so this is a base-URL and key swap. Please:

1. Point the client at https://api.experientiallabs.ai/v1 as the base URL.
2. Authenticate with my Experiential API key from the EXPLABS_API_KEY environment variable. If it isn't set, stop and tell me to create one under Settings -> API Keys and export it.
3. Use the model id "ling-3.1-flash" exactly.
4. Update every place my code builds an LLM client for this model to use that base URL and key, leaving streaming and tool-calls as they are.
5. Make one test call and show me the reply plus the token usage, so we confirm it runs on my Experiential credits.

Tell me which files you changed.
CapabilitiesAccepts text

Sampling

Temperature0-2Top-p0.01-1Top-k

Tools & structure

ToolsStrict tools

Reasoning

Reasoningnone · minimal · low · medium · high · xhigh · maxDefaultmedium

Streaming

Streaming

Limits

Max output32,768

Sending an unsupported field? See error reference

Providers serving this model1
Status
Experiential Cloudexperiential84.8 tok/s1.24s67.2%#1 / 1262K33K$0.30$0.90cache$0.060-ZDRactivemeasured
Release notes