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  1. Models
  2. Text
  3. Moonshot AI

Kimi K2.7 Code High-Speed

Kimi K2.7 Code High-Speed is the accelerated coding-focused variant tuned for fast agentic software engineering. It targets roughly 180 tokens per second, with short-context responses reaching up to about 260 tokens per second for rapid coding iterations.

  • Reasoning
  • Vision
  • Tool Calling
  • Parallel Tool Calls

Added Jun 15, 2026

Pricing

Auto routing · per 1M tokens
Input
$1.90
Output
$8.00
Cache read
$0.32
Compare provider prices

Specifications

Context window
262.1K
Max output
65.5K
Parameters
1T / 32B
Total / active
Avg output (7d)
1.6K tokens
Longer than 87% of models

Benchmarks

Sourced from Artificial Analysis.

Agentic work

AutomationBench-AA

Workflow automation with guardrail penalties

24.5%

Better than 41% of models compared

AutomationBench-AA Tasks Completed

Fully completed workflows without guardrail violations

4.7%

Better than 41% of models compared

AA-Briefcase v1.1

Agentic knowledge work (Elo)

858 Elo

Better than 33% of models compared

GDPval-AA v2.1

Economically valuable tasks (Elo)

1046 Elo

Better than 46% of models compared

Document reasoning

GDP.pdf

Professional PDF reasoning: all-pass rate

11.2%

Better than 43% of models compared

AA-LCR v1.1

Long context reasoning with updated grading

79.3%

Better than 82% of models compared

MLCR-AA

Medical long-context reasoning

12.2%

Better than 41% of models compared

Reasoning

HLE

Humanity's Last Exam

35.0%

Better than 81% of models compared

IFBench

Instruction-following benchmark

63.1%

Better than 74% of models compared

Coding

Terminal-Bench v4.0

Practical coding and terminal tasks

1.0%

Better than 38% of models compared

SciCode

Python programming for scientific computing

47.8%

Better than 43% of models compared

Legacy benchmarks

GPQA Diamond (legacy)

Graduate-level scientific reasoning

89.6%

Better than 88% of models compared

Terminal-Bench Hard (legacy)

Agentic coding and terminal use

44.7%

Better than 92% of models compared

T²-Bench Telecom (legacy)

Conversational AI agents in dual-control scenarios

90.1%

Better than 84% of models compared

AA-LCR (unversioned / legacy)

Long context reasoning evaluation

79.3%

Better than 82% of models compared

Last updated Nov 4, 2026

Artificial Analysis

Providers

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Related text models

Compare Kimi K2.7 Code High-Speed with similar models from the same provider or model family.

Kimi K3.1 Pro Highspeed

moonshotai/kimi-k3.1-pro-highspeed

Kimi K3.1 Pro Highspeed is the faster variant of K3.1 Pro, a multimodal reasoning model for coding, 3D creation, document analysis and multi-step tool use. It supports a 1M-token context window and text, image and video inputs. Reasoning is always enabled, with low, high and max effort levels.

Kimi K2.7 Code

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Kimi K2.7 Code is Moonshot AI's coding-focused agentic model built for long-horizon software engineering workflows. It supports native image input, tool calling, and forced thinking mode; instant/non-thinking mode is not supported.

Kimi K3.1 Pro

moonshotai/kimi-k3.1-pro

Kimi K3.1 Pro is a multimodal reasoning model for coding, 3D creation, document analysis and multi-step tool use. It supports a 1M-token context window and text, image and video inputs. Reasoning is always enabled, with low, high and max effort levels.

Kimi K3

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Kimi K3 is Moonshot AI's open-weight, always-thinking multimodal model for long-context reasoning, coding, tool use, and native image/video understanding.

Kimi Latest

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Always points to the newest recommended Kimi model, currently Kimi K3.1 Pro. Reasoning is always enabled. Select Kimi K3 explicitly to retain its checkpoint and pricing; K3.1 Pro Highspeed is available separately.

Kimi K2.6

moonshotai/kimi-k2.6

Kimi K2.6 is an open-source, native multimodal agentic model built for long-horizon coding, coding-driven design, and large-scale task orchestration. It can turn simple prompts and visual inputs into production-ready interfaces and full-stack workflows, and is designed to coordinate complex multi-agent plans with thousands of steps across code, documents, and spreadsheets.