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Inkling

Thinking Machines Lab · 2026-07-15 · 952.4B parameters

Inkling is Thinking Machines Lab's first open-weight foundation model, a 66-layer multimodal Mixture-of-Experts transformer described as 975 billion total parameters and 41 billion active parameters. It accepts text, image, and audio inputs, supports controllable reasoning effort and a 1,048,576-token context window, and was pretrained from scratch on 45 trillion multimodal tokens.

Benchmark scores

BenchmarkScore
A-Fantasia64.7
A-Fantasia (Valid Attempts with Retries)64.7
A-Fantasia Backwards Spelling62.0
A-Fantasia Chess54.0
A-Fantasia Chess (Valid Attempts with Retries)54.0
A-Fantasia Cube (Valid Attempts with Retries)78.0
A-Fantasia Cube Rotation78.0
A-Fantasia Spelling (Valid Attempts with Retries)62.0
AA-3D v1.0 Elo583
AA-AnalystAgent (pass@1)52.3
AA-AnalystAgent (pass@5)78.8
AA-AnalystAgent (pass^5)23.8
AA-Briefcase Elo839
AA-Briefcase v1.1 Elo833
AA-LCR63.3
AA-LCR v1.177.3
AA-Omniscience Index2.0
AA-Omniscience v1.1 Accuracy39.3
AA-Omniscience v1.1 Hallucination Rate67.2
AA-Omniscience v1.1 Index-1.5
AdvancedIF77.6
AdvancedIF (rubric mean score)93.5
AHK-Eval61.1
AHK-Eval Algorithms66.7
AHK-Eval Data Structures66.7
AHK-Eval Date and Time16.7
AHK-Eval Easy58.3
AHK-Eval Hard50.0
AHK-Eval Hidden Cases64.1
AHK-Eval Mid75.0
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