Model

Kimi K2 Thinking NO.40

Deep-reasoning open variant of Kimi K2 for hard problems.

Moonshot AI · Kimi · Reasoning · Open weights

Specification

Fig.01Kimi — Moonshot AI

CHINA

Context window
262Ktokens
Max output
66Ktokens
Input price
$0.60/ 1M
Output price
$2.50/ 1M
Cached input
$0.15/ 1M
Throughput
Class
Reasoning
Modalities
Text
Weights
Open
Parameters
1000B
License
Modified MIT
Knowledge cutoff
Apr 2025
Released
Nov 2025

Overview

Kimi K2 Thinking is Moonshot's dedicated reasoning checkpoint (1T MoE, 32B active, Modified MIT) that extends test-time thinking and tool use for hard math, logic, and research tasks. It posts strong reasoning scores and long tool-call chains, but is slower and from the earlier K2 generation than K2.6. A capable open reasoner rather than a frontier agentic coder.

Strengths

  • Strong deep-reasoning and tool-use scores
  • Long tool-call chains for research
  • Open Modified MIT weights, INT4-efficient
  • Competitive math (AIME) performance

Trade-offs

  • Slow due to extended thinking
  • Older K2 generation than K2.6
  • Agentic-coding reliability below the frontier
  • Text-only input

Fit

Best for

  • Hard math and logic problems
  • Tool-augmented research agents
  • Reasoning-heavy analysis
  • Self-hosted reasoning

Not ideal for

  • Latency-sensitive workloads
  • Long autonomous production coding

Capabilities

Ten axes, normalized 0–100 and scored the same way across the whole catalog — so a 78 here means what a 78 means anywhere else on the bench.

Fig.02Capability radar

0 — 100

Reasoning
84
Coding
72
Math
88
Writing
76
Knowledge
80
Speed
45
Agentic
68
Vision
5
Multilingual
76
Long Context
80

Benchmarks

Public results, with independent third-party runs marked. Bars normalize percentages against 100 and Elo ratings against a 1500 ceiling.

BenchmarkResult
GPQA DiamondIndependentReasoning · Independent aggregators
84.5%
AIME 2025Math · Vendor-reported
94%

Alternatives

Models in roughly the same class — the ones worth weighing against this record.

Index

All models/EDUCATION