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Home/Open Source
Open Source

MOSS Image: Open Diffusion Model with JSON Layout Control

Sam Witteveen·October 26, 2026·high confidence

Why it matters

  • →JSON layout control enables deterministic placement of text and objects, solving the 'randomness' problem in generation.
  • →Apache 2.0 licensing allows unrestricted commercial use, lowering barriers for enterprise integration.
  • →Compatibility with ComfyUI and SGLang ensures immediate adoption by existing developer workflows.
MOSS Image: Open Diffusion Model with JSON Layout Control
©Sam Witteveen

The OpenMOSS-Team has released MOSS Image, a 5B parameter diffusion transformer licensed under Apache 2.0. The model distinguishes itself by supporting JSON-based layout control, allowing users to specify the position of text and visual elements with precision. It is compatible with major inference engines including ComfyUI, SGLang, and vLLM-Omni. This release provides an open-source alternative for deterministic image composition, addressing a common limitation in generative AI.

Read original

The story around this

TopicImage Generation Models

Earlier coverage that leads up to this article, and what followed. Lines connect each piece to the closest one after it, converging here.

FLUX 3: A New Multimodal Model by Black Forest Labs — Replicate Blog1AI Model Trained to Paint Watercolours — Hugging Face Blog2OpenAI Launches ChatGPT Images 2.5 — OpenAI3OpenAI Launches ChatGPT Sketch for Image Creation — The Verge AI4ChatGPT 6 Astra: Hands-on with Multimodal Capabilities — Skill Leap AI5OpenAI Releases ChatGPT Images 2.5 and Navier-Stokes Solution — Matt Wolfe6OpenAI tests visual product ads in ChatGPT image generation — The Verge AI7FLUX.3 Image Klein arrives in Diffusers — Hugging Face Blog8MOSS Image: Open Diffusion Model with JSON Layout ControlAug 4You are here

How we got here

  1. 1
    FLUX 3: A New Multimodal Model by Black Forest Labs

    Replicate Blog · August 4, 2026 · Background

  2. 2
    AI Model Trained to Paint Watercolours

    Hugging Face Blog · September 3, 2026 · Background

  3. 3
    OpenAI Launches ChatGPT Images 2.5

    OpenAI · September 8, 2026 · Background

  4. 4
    OpenAI Launches ChatGPT Sketch for Image Creation

    The Verge AI · September 8, 2026 · Background

  5. 5
    ChatGPT 6 Astra: Hands-on with Multimodal Capabilities

    Skill Leap AI · September 9, 2026 · Background

  6. 6
    OpenAI Releases ChatGPT Images 2.5 and Navier-Stokes Solution

    Matt Wolfe · September 11, 2026 · Background

  7. 7
    OpenAI tests visual product ads in ChatGPT image generation

    The Verge AI · October 5, 2026 · Background

  8. 8
    FLUX.3 Image Klein arrives in Diffusers

    Hugging Face Blog · October 15, 2026 · Related

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