inclusionAI

Ling 3.0 Tiny

inclusionai/ling-3.0-tiny
Model weightsReleased Aug 6, 2026Open Weights
ThinkingToolsopen weights

Ling 3.0 Tiny is a mixture-of-experts model from InclusionAI, with 1.3B active parameters out of 7.9B total. It is designed for responsive agents, instruction following, and multi-turn conversations, with switchable...

Cost / 1M tokens

Very low usage

$0.015

input

$0.003

cached input

$0.045

output

Context Window

262K

Up to 250K max output

Modalities

text → text

Other tokenizer

Quickstart & API

inclusionai/ling-3.0-tiny
Open the model picker in ChatOSS Desktop (Code, Kanban, or Chat) and select or paste this model ID.

Best for & Strengths

Key Strengths

Open weightsExtended reasoningTool & agent callingLong context window

Recommended Workloads in ChatOSS

  • Coding agents
  • Complex reasoning & debugging
  • Open-source AI workflows
Available in ChatOSS Code, Kanban Orchestrate, and Chat modes via Plus, Max, or BYOK.

Active Provider Endpoints (1)

Upstream inference providers serving Ling 3.0 Tiny, with per-provider pricing, context limits, quantization, and 24-hour uptime.

ProviderInput / 1MOutput / 1MCache Read / 1MContextMax OutputQuantizationUptime (24h)
Ant Digitalcache
antdigital/fp8
$0.015$0.045$0.003262K250Kfp8100.0%

Supported API Parameters

Parameters accepted by this model when called through ChatOSS or OpenRouter.

frequency_penaltyinclude_reasoninglogprobsmax_tokenspresence_penaltyreasoningresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_logprobstop_p

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