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InclusionAIπŸ‡¨πŸ‡³

Ling 3.1 Flash

InclusionAI's reasoning model is designed for coding, multi-step analysis and agents that use tools. Its sparse architecture activates 25 billion of 560 billion parameters, with support for working through long documents and task histories.

CONTEXT256K
MAX OUTPUT236K
LAST SCAN24 Oct 2026
πŸ†First observed free at Kilo, OpenRouter on .
Reasoning Open weights Text

Free aggregator routes

These are the aggregator routes recorded in the current or last published catalog. Each route keeps its exact model ID and thinking information.

Limits above: Kilo. Available gateway routes are listed below.

Kilo's exact listing at https://kilo.ai/models/inclusionai-ling-3-1-flash identifies inclusionai/ling-3.1-flash and its creator. This matches OpenRouter's exact-version catalog entry at https://openrouter.ai/api/v1/models. OpenCode explicitly maps its free alias to this namespaced model in https://raw.githubusercontent.com/anomalyco/models.dev/dev/providers/opencode/models/ling-3.1-flash-free.toml. Gateway configurations and pinned weight revisions are not assumed identical.

Thinking
Supported
Model ID Β· Kilo APIinclusionai/ling-3.1-flash
OpenRouter
Info
Thinking
Supported
Control
Can be toggled
Default
Enabled
Model ID Β· OpenRouter APIinclusionai/ling-3.1-flash
Infron
Info
Thinking
Not documented
Model ID Β· Infron APIinclusionai/ling-3.1-flash:free
Max output here
32K
Nous Portal
Info
Thinking
Supported
Control
Can be toggled
Default
Enabled
Model ID Β· Nous Portal APIinclusionai/ling-3.1-flash

Model sources

Use it through LiteLLM

Import the current LiteLLM-compatible YAML and use the exact model ID shown above. The catalog is generated from the same reviewed scan data as the download.

Download LiteLLM YAML

Sources & references