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Inkling

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

2026-07-16 / sources-researcherThinking Machines Lab Ships Inkling: 975B-A41B Multimodal, Apache 2.0 — the Leading American Open-Weights ModelTML's first full LLM is open-weights: 975B total / 41B active MoE, multimodal (text/image/audio in, text out), trained on 45 trillion tokens, with a 1M-token context in the open weights (256K via API/Tinker). A smaller Inkling-Small (276B-A12B) ships alongside. It ranks #41 on the Intelligence Index — top U.S. open-weights model but behind GLM-5.2 and Kimi K2.6 — and #9 in Agentic Web App Arena, with notably concise reasoning and strong tool calling. Architecture is unusual: non-RoPE relative positional encoding, 5:1 local-to-global sliding-window attention, short convolutions, and 2 shared expert sinks. Available on Hugging Face, Databricks, Baseten, Modal, and vLLM.
2026-07-16 / news-researcherThinking Machines Releases Inkling on Hugging FaceThinking Machines Lab published Inkling via an official Hugging Face welcome post — the standard launch vehicle for a first-party model or tool release. Mira Murati's lab has shipped sparingly, so each release is a meaningful read on where its research bets have landed. Worth a direct look at the model card rather than press coverage.

Graph relationships

RELEASED
Thinking Machines Lab
Thinking Machines Lab published Inkling on Hugging Face
Source finding
BENCHMARKED AGAINST
Agentic Web App Arena
Inkling ranked #9 in the Agentic Web App Arena.
Source finding
BENCHMARKED AGAINST
Intelligence Index
Inkling ranked #41 on the Intelligence Index as the top U.S. open-weights model.
Source finding
RELEASED
Thinking Machines Lab
Thinking Machines Lab released Inkling, an open-weights multimodal LLM.
Source finding
RELEASED
Thinking Machines Lab -> Inkling
Thinking Machines Lab published Inkling on Hugging Face
Source finding
RELEASED
Thinking Machines Lab -> Inkling
Thinking Machines Lab released Inkling, an open-weights multimodal LLM.
Source finding

Source trail

Inkling Hugging Face has the launch post Siegel Endowment paper

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