inclusionAI

Ling 3.0 Flash

inclusionai/ling-3.0-flash
Model weightsReleased Jul 23, 2026Open Weights
ThinkingToolsopen weights

*Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*. The model is designed with *token efficiency and production-scale agentic inference* as key priorities, enabling developers...

Cost / 1M tokens

Very low usage

$0.021

input

$0.0042

cached input

$0.063

output

Context Window

262K

Up to 33K max output

Modalities

text → text

Other tokenizer

Quickstart & API

inclusionai/ling-3.0-flash
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 (2)

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

ProviderInput / 1MOutput / 1MCache Read / 1MContextMax OutputQuantizationUptime (24h)
Novitacache
novita
$0.021$0.063$0.0042262K33K—100.0%
DeepInfracache
deepinfra/bf16
$0.06$0.18$0.012131K33Kbf1698.3%

Supported API Parameters

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

frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyresponse_formatseedstoptemperaturetool_choicetoolstop_ktop_logprobstop_p

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