Atlas

Models

← All models

Inkling 2 Small

Thinking Machines Lab · 2026-11-05 · 594B parameters

Inkling 2 Small is Thinking Machines Lab's second-generation multimodal Mixture-of-Experts model, with 594 billion total and 17 billion active parameters. The 48-layer decoder routes each token to 8 of 384 experts, accepts text and image but not audio, supports variable reasoning effort and a context window of up to 1M tokens, and was trained natively in NVFP4 on 12.2 trillion tokens across its first two pretraining phases. It launched on Tinker with closed weights, and Thinking Machines Lab says it intends to release them under Apache 2.0 after external safety testing. Early checkpoints ran on OpenCode as Fledge-Alpha.

Launch post · Model card

Benchmark scores

BenchmarkScoreSource
AA-3D v1.0 Elo1021Inkling 2 Small launch post · Artificial Analysis
AA-Briefcase v1.1 Elo1527Inkling 2 Small launch post · Artificial Analysis
AA-LCR v1.183.3Inkling 2 Small launch post · Artificial Analysis
AA-Omniscience v1.1 Index16.1Inkling 2 Small launch post · Artificial Analysis
Apex (MathArena)63.5Inkling 2 Small launch post · Thinking Machines Lab
APEX-Accounting 1.162.0Inkling 2 Small model card · Mercor
Artificial Analysis Intelligence Index v5.0.130.6Inkling 2 Small launch post · Artificial Analysis
AutomationBench-AA 1.0.645.6Inkling 2 Small model card · Artificial Analysis
BabyVision with Python93.7Inkling 2 Small launch post · Thinking Machines Lab
BioMysteryBench (Vals Terminus 2)70.0Inkling 2 Small launch post · Vals AI
BrowseComp90.2Inkling 2 Small model card · Thinking Machines Lab
Capability161.7Capability · atlas
Chartography36.7Inkling 2 Small launch post · Thinking Machines Lab
Chartography (with tools)80.4Inkling 2 Small launch post · Thinking Machines Lab
CharXiv Reasoning85.6Inkling 2 Small launch post · Thinking Machines Lab
CharXiv Reasoning (with tools)87.7Inkling 2 Small launch post · Thinking Machines Lab
Code2Video-AA Elo1020Inkling 2 Small launch post · Artificial Analysis
ComplexConstraints44.5Inkling 2 Small launch post · Surge AI
CritPt v2 (agentic, avg@5)55.7Inkling 2 Small launch post · Artificial Analysis
CyberBench v1.1 Overall72.7Inkling 2 Small launch post · Vals AI
DAYJOB: Finance (October 2026 rescoring)14.3Inkling 2 Small launch post · Thinking Machines Lab
DeepSearchQA (F1 score)90.9Inkling 2 Small model card · Thinking Machines Lab
DeepSWE v1.172.1Inkling 2 Small launch post · Datacurve
DistressBench82.0Inkling 2 Small launch post · Thinking Machines Lab
EnterpriseBench: CoreCraft71.8Inkling 2 Small launch post · Surge AI
EnterpriseOps-Gym-AA46.8Inkling 2 Small launch post · Artificial Analysis
Excel Modeling Benchmark v1.169.5Inkling 2 Small launch post · Vals AI
Finance Agent v2.167.5Inkling 2 Small launch post · Vals AI
FORTRESS Average Risk Score (ARS)16.2Inkling 2 Small launch post · Thinking Machines Lab
FrontierCode 2.0 (Artificial Analysis)25.4Inkling 2 Small launch post · Artificial Analysis
Loading Atlas data…