Ling 3.0 Flash

ling Reasoning Tool Calling

Ling-3.0-flash is a 124B-parameter Mixture-of-Experts model with approximately 5.1B parameters active per token. It prioritizes token efficiency and production-scale agentic inference, helping coding and tool-using agents complete more work within constrained latency and serving budgets.

Providers 2

Released Jul 23, 2026

Input Modalities text

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Tarsk Use coding

Available Providers (2)

Provider	Model ID	Input Cost	Output Cost	Context	Max Output	Docs
Vercel AI Gateway	`inclusionai/ling-3.0-flash-free`	$0/MTok	$0/MTok	256K	256K
NanoGPT	`inclusionai/ling-3.0-flash`	$0.06/MTok	$0.18/MTok	262.1K	32.8K

Capabilities

Reasoning

Tool Calling

Attachments

Open Weights

Structured Output