Thinking Machines open-sources 500B MoE Inkling 2 Small under Apache 2.0, vLLM ships Day-0 support

woosuk_k · x · 2026-11-13

Thinking Machines Lab has released Inkling-2-Small, with weights downloadable on HuggingFace under an Apache 2.0 license.

vLLM announced Day-0 support: a 500B-parameter MoE model with text + image inputs and text output, letting you bring images into the conversation on the same model. Under the hood: a new ViT image encoder, mixed NVFP4/MXFP8 MoE layers, and DSpark speculative decoding.

The vLLM integration, led by Inferact in collaboration with Thinking Machines, spans MoE and attention kernels, the vision encoder and image preprocessing, and draft-model GEMMs for speculative decoding.

Related event: Thinking Machines Open-Sources Inkling 2 Small Weights Under Apache 2.0(20 posts)→

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