Catalog Changes · 2026-10-14 18:05:00.714810

inclusionAI: Ling 3.1 Flash · 2026-10-14 18:05:00.714810 UTC

Kilo

21 Changed Fields

Field / Array Position	Previous Value	Observed Value
Supported Parameters[10]	tool_choice	seed
Supported Parameters[11]	tools	stop
Supported Parameters[12]	top_k	structured_outputs
Supported Parameters[13]	top_logprobs	temperature
Supported Parameters[14]	top_p	tool_choice
Supported Parameters[2]	logprobs	logit_bias
Supported Parameters[3]	max_tokens	logprobs
Supported Parameters[4]	presence_penalty	max_tokens
Supported Parameters[5]	reasoning	min_p
Supported Parameters[6]	repetition_penalty	presence_penalty
Supported Parameters[7]	seed	reasoning
Supported Parameters[8]	stop	repetition_penalty
Supported Parameters[9]	temperature	response_format
Supported Parameters[15]	Not Reported	tools
Supported Parameters[15] · @item Type	Not Reported	1
Supported Parameters[16]	Not Reported	top_k
Supported Parameters[16] · @item Type	Not Reported	1
Supported Parameters[17]	Not Reported	top_logprobs
Supported Parameters[17] · @item Type	Not Reported	1
Supported Parameters[18]	Not Reported	top_p
Supported Parameters[18] · @item Type	Not Reported	1

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inclusionai/ling-3.1-flash

Kilo Catalog Changes

Last Observed: 2026-10-15 06:04:21.361041 UTC

Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.

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Architecture And Modalities · 2

Architecture · Modality API Details /architecture/modality text->text	text->text
Architecture · Tokenizer API Details /architecture/tokenizer Other	Other

Catalog Identity And Metadata · 12

Context Tokens API Details /context_length 262144	262,144
Created API Details /created 1790950024	2026-10-02 14:07:04 UTC
Description API Details /description Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.	Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
Expiration Date API Details /expiration_date Explicit Null	Explicit Null
Id API Details /id inclusionai/ling-3.1-flash	inclusionai/ling-3.1-flash
Is Free API Details /isFree False	False
May Train On Your Prompts API Details /mayTrainOnYourPrompts False	False
Name API Details /name inclusionAI: Ling 3.1 Flash	inclusionAI: Ling 3.1 Flash
Opencode · Variants · Instant · Reasoning · Effort API Details /opencode/variants/instant/reasoning/effort none	none
Opencode · Variants · Instant · Reasoning · Enabled API Details /opencode/variants/instant/reasoning/enabled False	False
Opencode · Variants · Thinking · Reasoning · Effort API Details /opencode/variants/thinking/reasoning/effort high	high
Opencode · Variants · Thinking · Reasoning · Enabled API Details /opencode/variants/thinking/reasoning/enabled True	True

Request Limits · 1

Per Request Limits API Details /per_request_limits Explicit Null	Explicit Null

Pricing · 3

Output Price · USD/Token API Details /pricing/completion 0.000000900000	0.000000900000
Pricing · Input Cache Read API Details /pricing/input_cache_read 0.000000060000	0.000000060000
Input Price · USD/Token API Details /pricing/prompt 0.000000300000	0.000000300000

Provider Limits · 3

Top Provider · Context Length API Details /top_provider/context_length 262144	262,144
Top Provider · Is Moderated API Details /top_provider/is_moderated False	False
Top Provider · Max Completion Tokens API Details /top_provider/max_completion_tokens 235929	235,929

API Structure And Container Types

Architecture API Details /architecture Object · See Fields	Object · See Fields
Architecture · Input Modalities API Details /architecture/input_modalities Array · See Items	Array · See Items
Architecture · Output Modalities API Details /architecture/output_modalities Array · See Items	Array · See Items
Opencode API Details /opencode Object · See Fields	Object · See Fields
Opencode · Variants API Details /opencode/variants Object · See Fields	Object · See Fields
Opencode · Variants · Instant API Details /opencode/variants/instant Object · See Fields	Object · See Fields
Opencode · Variants · Instant · Reasoning API Details /opencode/variants/instant/reasoning Object · See Fields	Object · See Fields
Opencode · Variants · Thinking API Details /opencode/variants/thinking Object · See Fields	Object · See Fields
Opencode · Variants · Thinking · Reasoning API Details /opencode/variants/thinking/reasoning Object · See Fields	Object · See Fields
Pricing API Details /pricing Object · See Fields	Object · See Fields
Supported Parameters API Details /supported_parameters Array · See Items	Array · See Items
Top Provider API Details /top_provider Object · See Fields	Object · See Fields

1 items · source order preserved

API Details

Item	/architecture/input_modalities/*
1	text

1 items · source order preserved

API Details

Item	/architecture/output_modalities/*
1	text

19 items · source order preserved

API Details