Ling 3.0 Flash

by inclusionAIChat

Hybrid-linear MoE reasoning model with 124B total and 5.1B active parameters for efficient agents

Context
262K tokens
Max output
32,768 tokens
Parameters
127B total
Released
2026-07-23
Weights
Open
Licence
mit

FeedWeights on Hugging Face

inclusionai/ling-3-0-flash · also seen as ling-3.0-flash-free, inclusionai/ling-3.0-flash:thinking, novita/ling-3.0-flash, deepinfra/ling-3.0-flash, +1 more

Specifications

Full facts as recorded, incl. what is unknown.

Released
2026-07-23
Weights
Opennot gated
License
mit
Input
Text
Output
Text
Context window
262,144 max across endpoints
Max output
32,768
Providers
2 + 7 gateways, not counted as providers
Epoch Capabilities Index
not evaluated
Direct price range
$0.06 in · $0.18 out per 1M tokens · across all 2 providers
More details
Last updated
2026-08-06
Knowledge cutoff
Weights link
Hugging Face · inclusionAI/Ling-3.0-flash
Parameters
127B total

Capabilities

Across all endpoints: supported if any endpoint supports it.

  • Tool calling
  • Parallel toolsunknown
  • Structured output
  • Reasoning
  • Image input
  • PDF input
  • Audio input
  • Audio outputunknown
  • Video input
  • Prompt caching
  • Web searchunknown
  • Computer useunknown
  • System messagesunknown
  • Assistant prefillunknown
  • Temperature
  • Streamingunknown
  • Attachments

Endpoints

One row per provider and variant; gateways are listed separately.

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Price history

Atom feed

No change since 19 Oct 2026. The cheapest direct price has been $0.06 in / $0.18 out per 1M tokens at Deep Infra on every data refresh since then.

Tracked from 19 Oct 2026. Headline-eligible direct prices only, so a price the sanity check flags never draws a spike. Series as JSON

Cost calculator

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Blended rate per 1M tokens, each at its own cheapest provider (10M input : 2M output mix).

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More from inclusionAI

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Ling 3.0 Flash Sante2026-09-04262Kfrom $0.075
Ling 3.0 Flash Fin2026-08-27262Kfrom $0.075
ring-2.6-1t2026-05-07262K$0.30 via Requesty
Ling-1T2025-10128Kfrom $0.57
Ring-1T2025-10128Kfrom $0.57
Ling-flash-2.02025-09-18131Kfrom $0.14
Heads up: prices are indicative list rates scraped from provider pricing pages; verify with the provider before relying on them. Report incorrect data for this model