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Moonshot AILanguage model

Kimi K2 Thinking Turbo

Kimi K2 Thinking Turbo has no overall index value yet because there are too few independent benchmark results.

PopularityRank 775 of 785

10out of 100+3 vs. last month

based on two data groups, mostly search

Summary

Kimi K2 Thinking Turbo is listed as a discontinued API model in Kimi’s official catalog. Publisher sources identify no separate Turbo model card or weight release; they point to the distinct Thinking checkpoint with 1 trillion total parameters, 32 billion active parameters, long context, and tool calls.

Moonshot’s catalog marks kimi-k2-thinking-turbo as discontinued from May 25, 2026. The underlying open model card is Kimi K2 Thinking, so the service label and weights remain separate.

All benchmark results

Every published result with its source, test setup and comparison models.

Show all 4 published benchmark results

Measurements without matching peer values

These measurements have no matching peer values under the same test conditions. Their original values and sources remain available here.

Arena Text Overall human preference rating (Show measurement, test conditions, and source)
Source value
1430
Score
1430
Metric
Arena Elo-like human preference rating
Unit
elo
Benchmark version
Arena Text Overall snapshot 2026-10-15
Category
general-human-preference
Direction
Higher is better
Sample
63368
Confidence interval
3
Source type
official-leaderboard
Evaluator
Arena Text leaderboard
Status
active
Retrieved at
2026-10-16
Methodology
Official benchmark leaderboard. Arena's Oct 15, 2026 Text Overall snapshot reports the exact row label kimi-k2-thinking-turbo at 1430±3, with 63,368 votes. It is rank 116 overall and rank 28 in the open-source filtered view. Moonshot's API announcement independently confirms this literal string as an API model ID. The ranking is human preference across text-to-text tasks.
Context
An Elo-like preference rating is not a task-specific accuracy score or a universal capability measure. The displayed rank 28 applies only to the filtered open-source view. Arena links the row to a Kimi K2 Thinking card; the exact serving checkpoint behind the named Turbo API alias is not published.
Source Arena Text leaderboard
Arena Text Medicine & Healthcare (Show measurement, test conditions, and source)
Source value
1445
Score
1445
Metric
Arena Elo-like human preference rating
Unit
elo
Benchmark version
Arena Text Medicine & Healthcare snapshot 2026-10-15
Category
Medicine & Healthcare
Direction
Higher is better
Sample
4027
Confidence interval
10
Source type
official-leaderboard
Evaluator
Arena Text leaderboard
Status
active
Retrieved at
2026-10-18
Methodology
Official benchmark leaderboard. Arena row label exactly: Kimi K2 Thinking Turbo, matching the assigned model ID and name. The linked Kimi K2 Thinking model card is not treated as proof of the Turbo backend checkpoint. Serving route/revision and selected adjustment remain unknown.
Context
The page exposes Style Control, Factuality, and None as available adjustments but the captured text does not expose which setting is selected. Serving route, exact backend checkpoint, and revision are not reported. Votes are leaderboard comparisons, not independent model trials.
Source Arena Text leaderboard
Text Arena Overall (Show measurement, test conditions, and source)
Source value
1430
Score
1430
Metric
Score
Unit
No unit provided
Direction
No direction published
Source type
official-leaderboard
Evaluator
Arena Text Arena
Status
active
Retrieved at
2026-10-18
Methodology
Official benchmark leaderboard. Text Arena Overall; no model-generation settings are stated on the leaderboard.
Context
The source does not declare a score unit or the meaning of ±. Votes are reported separately and are not treated as evaluated N or as confidence intervals.
Source Arena Text Arena
Text Arena Creative Writing leaderboard score (Show measurement, test conditions, and source)
Source value
1391
Score
1391
Metric
Score
Unit
No unit provided
Category
Creative Writing
Direction
No direction published
Source type
official-leaderboard
Evaluator
Text Arena Creative Writing leaderboard
Status
active
Retrieved at
2026-10-20
Methodology
Official benchmark leaderboard. Text Arena Creative Writing view. The exact row label is Kimi K2 Thinking Turbo. The page is dated Oct 15, 2026. The served checkpoint revision is unpublished. The displayed 9,534 votes are leaderboard participation, not independent model samples.
Context
The source prints 1391±7 but does not define the score scale, direction, or the meaning of ±. The serving commit is unpublished. The displayed 9,534 votes are leaderboard metadata, not a per-cell sample count.
Source Text Arena Creative Writing leaderboard

Popularity compared

How often the model is searched for, used and mentioned, compared with every model of its category.

Popularity index

The 100 most popular models of this category, 0 to 100, higher is more popular

20 of 101 models

As of November 2026 · Source: gradually.ai popularity index

Over time

Weekly values from October 18, 2026 to November 7, 2026

Kimi K2 Thinking TurboSeed 2.0 Lite 13Seed 2.0 Code 13Seed 1.6 11Seed 1.6 Flash 11

Method changes in the timeline, a jump at these points is no market event:

  1. 1November 1, 2026: Value only with search or usage data, 30-day attention

What is gaining popularity right now, across models, vendors, harnesses and AI subscriptions, is collected in All AI trends.

All specifications

Architecture

Parameters
1,000 billion
Source: Parameters
Active parameters
32 billion
Source: Active parameters
Knowledge cutoff
August 2024
Source: Knowledge cutoff

Input and output

Context window
262,144 tokens
Source: Context window
Maximum output
262,144 tokens
Source: Maximum output
Inputs
Text
Source: Inputs
Outputs
Text
Source: Outputs
Reasoning
Yes
Source: Reasoning
Tool calling
Yes
Source: Tool calling

Watermarking and provenance

AI watermarking refers to invisible signals embedded in the output. Visible marks and provenance metadata are listed separately. Unknown means there is insufficient evidence for that particular field.

AI watermarking
Unknown
no source
Watermarking technique
Not known
no source

Licence and access

Weights
Open weights
Source: Weights
License
Modified MIT
Source: License

Frequently asked questions about Kimi K2 Thinking Turbo

What is the knowledge cutoff of Kimi K2 Thinking Turbo?

August 2024, according to Moonshot AI. That is 15 months before release.

Stated by Moonshot AI

How large is the context window of Kimi K2 Thinking Turbo?

262,144 tokens. That is how much text Kimi K2 Thinking Turbo reads at once, about 390 A4 pages.

Page count as a rule of thumb from Artificial Analysis

Context windowTokens the model reads at once · higher is better
Kimi K2 Thinking TurboRank 67 of 103262K
Kimi K2.6262K
Qwen 3.8 27B262K
Kimi K2.7 Code262K
Kimi K2.5262K
Nemotron 3 Ultra262K
Kimi K2 Thinking262K

Can I run Kimi K2 Thinking Turbo locally?

Yes, the weights are open. With 1T parameters it needs a lot of memory, more a server than a laptop.

Stated by Moonshot AI

Open weights
yes
License
Modified MIT
Parameters
1T
active per token
32B

Sources and data date

Show all 18 sources

Benchmark sources at a glance

Which independent evaluators tested this model. This is coverage, not a quality ranking.

EvaluatorTest seriesComposite indicesRecorded active measurements
LMArena004

Without vendor claims and historical or disputed results; those stay labelled in the single values. 4 measurements are not yet assigned to a test series.

TypeEvidence and data date
Input

Documented modalities. Retrieved October 27, 2026.

Output

Documented modalities. Retrieved October 27, 2026.

Research statusResearch date October 15, 2026. 9 source URLs checked. This documents the inspected sources, not an exhaustive inventory of every publication.
Unresolved

serving-checkpoint-identity

Note

The Arena row and Moonshot API announcement share the exact literal model ID kimi-k2-thinking-turbo, so the dated alias-level preference observation is recorded. Arena does not disclose the exact serving checkpoint behind that API alias; no underlying-weight identity is inferred.

Unresolved

Turbo backend checkpoint and selected adjustment

Original wording

The exact Arena row is present, but the linked non-Turbo model card does not identify the Turbo backend checkpoint or the page's selected adjustment.

Additional sourceHugging Face (retrieved October 15, 2026)
Additional sourceArena Text leaderboard (retrieved October 16, 2026)
Additional sourceArena Text leaderboard (retrieved October 18, 2026)
Additional sourceArena Text Arena (retrieved October 18, 2026)
Additional sourceText Arena Creative Writing leaderboard (retrieved October 20, 2026)
Additional sourceModel metadata (retrieved October 15, 2026)
Additional sourceModel metadata (retrieved October 16, 2026)123
Additional sourceKimi API model list · Editorial description reviewed October 2, 2026
Additional sourceKimi K2 Thinking model card · Editorial description reviewed October 2, 2026
Additional sourceOpenRouter: Popularity index (derived), CC BY 4.0
Additional sourceVercel AI Gateway: Popularity index (derived), CC BY 4.0
Additional sourceOllama: cumulative downloads for the popularity index
Additional sourceReplicate: cumulative runs for the popularity index
Additional sourceGoogle Trending Now: limited feed selection for Germany and the US
Additional sourceCreative Commons Attribution 4.0