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Inkling Small

Thinking MachinesOpen WeightApache 2.0 · Commercial OK

Description

Inkling-Small is Thinking Machines Lab's efficient open-weights MoE multimodal model (276B total / 12B active parameters) released under Apache 2.0. It accepts text, image, and audio inputs and generates text, with native reasoning, variable thinking effort, and a context window up to 1M tokens (Tinker exposes 64K and 256K configurations). Hugging Face weights: thinkingmachines/Inkling-Small and thinkingmachines/Inkling-Small-NVFP4. Vendor self-host VRAM: BF16 ≥ ~600 GB aggregated; NVFP4 ≥ ~180 GB aggregated. SWE-Bench Verified 80.2% vs Inkling 77.6% (same bash-only harness). Fine-tuning and playground chat are available via Tinker. Official Tinker serverless inference (256K, list): $0.30 / $1.20 per 1M input/output tokens ($0.06 cached).

Release Date
2026-07-30
Parameters
276.0B
Context Length
262K
Modalities
audio, image, text

Capability Radar

27
general
52
coding
90
reasoning
64
science
50
agents
80
multimodal

Rankings

Domain#RankScoreSource
Agentic Capability60
48.0
LS
Code Ranking108
72.0
AA
General Ranking237
42.0
AA
Multimodal Ranking91
49.0
LS
Science73
72.0
AA

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

Agents

AA-Briefcase917.00 / 3000SR
Toolathlon54.4%SR
Tau3 Banking15.5%SR

Audio

MMAU77.0%SR

Chat

VoiceBench Avg90.1%SR

Factuality

SimpleQA Verified20.6%SR

General

GDPval-AA1269.00 / 3000SR
Global-MMLU-Lite86.7%SR
Artificial Analysis40.0%SR

Instruction Following

IFBench82.2%SR

Math

AIME 202695.5%SR

Reasoning

GPQANYU + Cohere + Anthropic (2023)89.5%SR
ARC-AGI84.0%SR
SWE-Bench Verified80.2%SR
MCP Atlas79.6%SR
CharXiv-R77.4%SR
BrowseCompOpenAI (2025)77.4%SR
Terminal-Bench 2.164.7%SR
SWE-Bench ProPrinceton NLP (2024)55.9%SR
SciCode48.7%SR
ARC-AGI v240.1%SR
Humanity's Last Exam31.6%SR
CritPT8.3%SR

Vision

MMMU-Pro74.0%SR

AA Evaluation Indices

(Artificial Analysis)
Gpqa(NYU + Cohere + Anthropic (2023))
89.5
Lcr(Artificial Analysis)
75.7
Terminalbench V2 1
55.1
Coding Index(Artificial Analysis)
52.9
Scicode(UIUC + Argonne National Lab (2024))
49.7
Hle(Center for AI Safety + Scale AI (2025))
33.3
Intelligence Index(Artificial Analysis)
25.7
Tau Banking
18.8
Terminalbench V4 0
1.0

LLM Stats Category Scores

(LLM Stats (zeroeval))
Legal
100
Finance
100
Productivity
100
Agents
100
Reasoning
100
General
92
Chat
90
Language
90
Safety
90
Speech To Text
90
Communication
90
Instruction Following
80
Multimodal
80
Search
80
Frontend Development
80
Audio
80
Physics
70
Biology
70
Chemistry
70
Code
70
Spatial Reasoning
60
Vision
60
Math
50
Tool Calling
50
Factuality
20

Pricing

Input Price$0.3 / 1M tokens
Output Price$1.2 / 1M tokens
Blended Price (3:1)$0.525 / 1M tokens
Cache Read Price$0.116 / 1M tokens

Speed

Tokens/sec222.6
Time to First Token1.70s
Time to Answer10.68s

Provider Price Ranking

Provider Price Ranking

12 providers

Cheapest: Thinking Machines LabMost Expensive: AI/ML API
ProviderInputOutput
1Thinking Machines LabCheapest
$0
$0
2DeepInfra
$0
$0
3Thinking MachinesPRIMARY
$0.3
$1.2
4NanoGPT
$0.45
$1.2
5Deep Infra
$0.45
$1.2
6Kilo Gateway
$0.45
$1.2
7Vercel AI Gateway
$0.45
$1.2
8Hugging Face
$0.5
$1.2
9Arcee
$0.5
$1.2
10CommandCode
$0.5
$1.2
11LLMTR
$0.58
$1.44
12AI/ML API
$0.61364
$1.52352

Compare pricing across different API providers for this model.

External Sources