Black Forest Labs claims its newly released FLUX 3 Image β generation and editing with pixel-level bounding-box layout control and weights available under its open/commercial licensing split β becomes the new default for local and ComfyUI image generation and editing workflows, displacing prior FLUX versions and Qwen-Image.
state: watchingheat: highuncertainty: highconvergesscott: highopen-weight-image-models generative-media black-forest-labs local-inference comfyuiBlack Forest Labs
Surfaced 2026-10-03T15:55:11Z β FLUX 3 Image: 'Maximum control over every pixel' β compose images from scratch and lay them out exactly via bounding boxes, with docs and a β Launch-window attention peaked (~76 pts/h) and is cooling; everything new since grounding is amplification β API-era commentary (OpenRouter promo endpoint, a Playground hands-on) and a zero-discussion Reddit crosspost of the same link. The case's meaning is unchanged in substance: the bounding-box feature and commercial tier are established, but the load-bearing claim β open weights actually landed and displacing prior FLUX/Qwen-Image in ComfyUI β has no evidence yet, so it graduates seedβwatching with the weights question as its resolution condition rather than on engagement.
What is this?
FLUX 3 Image is Black Forest Labs' image generation and editing model inside FLUX 3, the lab's first multimodal foundation model (announced 2026-07-23; one backbone trained jointly on images, video and audio, with the video piece GA'd 2026-08-04). The first-party release page shows Image live via API and Playground, with layout specified programmatically as JSON bounding boxes (drawn by hand or described in a layout prompt), plus a commercial weights license for fine-tuning and self-hosted deployment at scale β but the supplied portion of that page evidences only the commercial tier, and launch-window coverage conflicts with a full-release picture: at announcement there were no downloadable FLUX 3 weights at all (open-weight FLUX 3 Dev merely 'announced', license terms unpublished), Image was slated as early-access 'coming in weeks', and an Aug 12 review said Image 'has not shipped', so whether an open-weights image release has actually landed is not established by this material. None of the snippets mention ComfyUI or Qwen-Image or any adoption signal, so the 'new local default / displacement' half of the claim rests on the first-party page alone. What the material does support is the case's separation from the robotics case: FLUX 3 Action, an open-weights 7B world action model, is a distinct artifact with its own release.
Why it matters to Scott
BFL shipping JSON bounding-box layout control is a frontier image lab independently arriving at Scott's own structure-first thesis for visual assets β generate and judge from skeleton/shape-of-the-thought, not pixels β a dated receipt, while the 'new local/ComfyUI default' claim bears directly on his active image stack (gamepc model zoo, BRIA 3.2 spike, Replicate Flux already generating assets in shipped projects). Caveat from the grounding: the supplied evidence establishes the feature and commercial tier only β the open-weights landing and any ComfyUI/Qwen-Image displacement, the load-bearing half for his local workflows, are unproven and are precisely what this case must resolve.
ip:source.skeleton-of-a-visual-ebookip:concept.shape-of-the-thoughtdev:project.gamepcdev:project.briadev:technology.replicateradar:flux-3-omnimodal-backboneradar:qwen-image-21-open-weightsradar:comfyui-media-model-routerradar:concept.open-weight-models
queries asked of Scott's wikis
- open-weight image model licensing split commercial license economics
- local image generation stack default ComfyUI model choice
- structured layout control JSON bounding-box programmatic image composition
- unified multimodal backbone vs specialized per-modality models
- Qwen-Image open-weight image generation comparison
- open weights framed as enterprise deployment feature not community gesture
Measured heat
now 0 pts/hpeak 76 pts/hcomments 0/hpeers p14momentum: steady3 platformsage 237h
points/hour across evidence Β· reading as of 2026-10-12 02:59:37.977291+11:00 Β· deterministic, not a model opinion
How the heat travelled
pace: p87 vs 1188 stories at the 168h mark (now 237h old) β ahead of sanotts-microcontroller-tts (1.0x), behind cross-lab-frontier-incident-investigation (1.0x)
Evidence (3) β β canonical anchor
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| π§ hn | FLUX 3 ImageRetrieved article excerptOpen article Β· Retrieved 2026-10-02T01:27:11.003253+00:00 # FLUX 3βββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώβββββββο»Ώο»Ώββββββο»Ώββββββββββο»Ώβββββββββββββββο»Ώββββββββο»Ώο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώββο»Ώο»Ώββββββο»Ώββο»Ώββββββββο»Ώββο»Ώββββο»Ώο»Ώβββββββββββββο»Ώββββο»Ώο»Ώββο»Ώβββο»Ώο»Ώβββββββββο»Ώο»Ώββο»Ώβββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββββββββο»Ώββββο»Ώο»Ώββο»Ώββο»Ώβββββββο»Ώββββο»Ώβββββββββββββββο»Ώβββββββο»Ώββο»Ώβββο»Ώο»Ώο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώββββο»Ώββο»Ώο»Ώββββββο»Ώβββββββο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώβββββββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββββββββο»Ώββββο»Ώο»Ώββο»Ώββο»Ώβββββββο»Ώββββο»Ώβββββββββββββββο»Ώβββββββο»Ώββο»Ώβββββββο»Ώβββββββο»Ώβββο»Ώβο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββο»Ώβββο»Ώββββββββο»Ώββββββο»Ώβο»Ώβββββββββββββββββο»Ώο»Ώβ Imageβββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώβββββββο»Ώο»Ώββββββο»Ώββββββββββο»Ώβββββββββββββββο»Ώββββββββο»Ώο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώββο»Ώο»Ώββββββο»Ώββο»Ώββββββββο»Ώββο»Ώββββο»Ώο»Ώβββββββββββββο»Ώββββο»Ώο»Ώββο»Ώβββο»Ώο»Ώβββββββββο»Ώο»Ώββο»Ώβββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββββββββο»Ώββββο»Ώο»Ώββο»Ώββο»Ώβββββββο»Ώββββο»Ώββββββββββο»Ώββββο»Ώο»Ώβββββο»Ώβββββο»Ώβο»Ώβββο»Ώο»Ώο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώββββο»Ώββο»Ώο»Ώββββββο»Ώβββββββο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώβββββββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββββββββο»Ώββββο»Ώο»Ώββο»Ώββο»Ώβββββββο»Ώββββο»Ώββββββββββο»Ώββββο»Ώο»Ώβββββο»Ώβββββο»Ώβο»Ώβββββββο»Ώβββββββο»Ώβββο»Ώβο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββο»Ώβββο»Ώββββββββο»Ώββββββο»Ώβο»Ώβββββββββββββββββο»Ώο»Ώβ
Control every pixel.βββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώβββββββο»Ώο»Ώββββββο»Ώββββββββββο»Ώβββββββββββββββο»Ώββββββββο»Ώο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώββο»Ώο»Ώββββββο»Ώββο»Ώββββββββο»Ώββο»Ώββββο»Ώο»Ώβββββββββββββο»Ώββββο»Ώο»Ώββο»Ώβββο»Ώο»Ώβββββββββο»Ώο»Ώββο»Ώβββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββββββββο»Ώββββο»Ώο»Ώββο»Ώββο»Ώβββββββο»Ώββββο»Ώβββββββββββββββο»Ώββο»Ώο»Ώο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώββββο»Ώββο»Ώο»Ώββββββο»Ώβββββββο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώβββββββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββββββββο»Ώββββο»Ώο»Ώββο»Ώββο»Ώβββββββο»Ώββββο»Ώβββββββββββββββο»Ώββββββο»Ώβββββββο»Ώβββο»Ώβο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββο»Ώβββο»Ώββββββββο»Ώββββββο»Ώβο»Ώβββββββββββββββββο»Ώο»Ώβ
[Try it](https://flux-tools.bfl.ai/precise-editing)[Read the docs](https://docs.bfl.ai/flux_3/flux3_image_overview)
[Talk to us about commercial weightsβββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώβββββββο»Ώο»Ώββββββο»Ώββββββββββο»Ώβββββββββββββββο»Ώββββββββο»Ώο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώββο»Ώο»Ώββββββο»Ώββο»Ώββββββββο»Ώββο»Ώββββο»Ώο»Ώβββββββββββββο»Ώββββο»Ώο»Ώββο»Ώβββο»Ώο»Ώβββββββββο»Ώο»Ώββο»Ώβββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββββββββο»Ώββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώββο»Ώο»Ώβββββο»Ώβββββο»Ώβο»Ώββββββββο»Ώββο»Ώβββββββο»Ώββββο»Ώββββββο»Ώο»Ώο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώββββο»Ώββο»Ώο»Ώββββββο»Ώβββββββο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώβββββββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββββββββο»Ώββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώββο»Ώο»Ώβββββο»Ώβββββο»Ώβο»Ώββββββββο»Ώββο»Ώβββββββο»Ώββββο»Ώββββββββββο»Ώβββββββο»Ώβββο»Ώβο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββο»Ώβββο»Ώββββββββο»Ώββββββο»Ώβο»Ώβββββββββββββββββο»Ώο»Ώβ](https://bfl.ai/contact?interest=flux-license)
## Compose images from scratch.βββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώβββββββο»Ώο»Ώββββββο»Ώββββββββββο»Ώβββββββββββββββο»Ώββββββββο»Ώο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώββο»Ώο»Ώββββββο»Ώββο»Ώββββββββο»Ώββο»Ώββββο»Ώο»Ώβββββββββββββο»Ώββββο»Ώο»Ώββο»Ώβββο»Ώο»Ώβββββββββο»Ώο»Ώββο»Ώβββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββο»Ώββββββο»Ώο»Ώο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώββββο»Ώββο»Ώο»Ώββββββο»Ώβββββββο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώβββββββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββο»Ώββββββββββο»Ώβββββββο»Ώβββο»Ώβο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββο»Ώβββο»Ώββββββββο»Ώββββββο»Ώβο»Ώβββββββββββββββββο»Ώο»Ώβ
Lay out the image exactly how you want using bounding boxes.βββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώβββββββο»Ώο»Ώββββββο»Ώββββββββββο»Ώβββββββββββββββο»Ώββββββββο»Ώο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώββο»Ώο»Ώββββββο»Ώββο»Ώββββββββο»Ώββο»Ώββββο»Ώο»Ώβββββββββββββο»Ώββββο»Ώο»Ώββο»Ώβββο»Ώο»Ώβββββββββο»Ώο»Ώββο»Ώβββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώβββββββο»Ώο»Ώβββββο»Ώβββββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβββββο»Ώβββββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώββββο»Ώββββββββββο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβββββο»Ώβββο»Ώβο»Ώβββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώββο»Ώβββββββο»Ώβββο»Ώβββο»Ώο»Ώο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώββββο»Ώββο»Ώο»Ώββββββο»Ώβββββββο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώβββββββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώβββββββο»Ώο»Ώβββββο»Ώβββββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβββββο»Ώβββββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώββββο»Ώββββββββββο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβββββο»Ώβββο»Ώβο»Ώβββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώββο»Ώβββββββο»Ώβββο»Ώβββββββο»Ώβββββββο»Ώβββο»Ώβο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββο»Ώβββο»Ώββββββββο»Ώββββββο»Ώβο»Ώβββββββββββββββββο»Ώο»Ώβ
Le Festival du SoleilFive frames of winterKnitted iceberg villageUp from the subway
Bounding boxes
Replay
Le Festival du Soleil, generated from bounding boxes and a scene prompt
1. 01Aspect ratioβββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώβββββββο»Ώο»Ώββββββο»Ώββββββββββο»Ώβββββββββββββββο»Ώββββββββο»Ώο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώββο»Ώο»Ώββββββο»Ώββο»Ώββββββββο»Ώββο»Ώββββο»Ώο»Ώβββββββββββββο»Ώββββο»Ώο»Ώββο»Ώβββο»Ώο»Ώβββββββββο»Ώο»Ώββο»Ώβββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώβββββββββββο»Ώβββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβο»Ώβββββββο»Ώβββο»Ώβο»Ώβββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβο»Ώβββο»Ώβββο»Ώβββο»Ώβββββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώβββο»Ώβββββββββββββββο»Ώββο»Ώο»Ώο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώββββο»Ώββο»Ώο»Ώββββββο»Ώβββββββο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώβββββββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώβββββββββββο»Ώβββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβο»Ώβββββββο»Ώβββο»Ώβο»Ώβββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβο»Ώβββο»Ώβββο»Ώβββο»Ώβββββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώβββο»Ώβββββββββββββββο»Ώββββββο»Ώβββββββο»Ώβββο»Ώβο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββο»Ώβββο»Ώββββββββο»Ώββββββο»Ώβο»Ώβββββββββββββββββο»Ώο»Ώβ
Aspect ratioβββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώβββββββο»Ώο»Ώββββββο»Ώββββββββββο»Ώβββββββββββββββο»Ώββββββββο»Ώο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώββο»Ώο»Ώββββββο»Ώββο»Ώββββββββο»Ώββο»Ώββββο»Ώο»Ώβββββββββββββο»Ώββββο»Ώο»Ώββο»Ώβββο»Ώο»Ώβββββββββο»Ώο»Ώββο»Ώβββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώβββββββββββο»Ώβββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβο»Ώβββββββο»Ώβββο»Ώβο»Ώβββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβο»Ώβββο»Ώβββο»Ώβββο»Ώβββββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώβββο»Ώβββββββββββββββο»Ώββο»Ώο»Ώο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώββββο»Ώββο»Ώο»Ώββββββο»Ώβββββββο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώβββββββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώβββββββββββο»Ώβββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβο»Ώβββββββο»Ώβββο»Ώβο»Ώβββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβο»Ώβββο»Ώβββο»Ώβββο»Ώβββββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώβββο»Ώβββββββββββββββο»Ώββββββο»Ώβββββββο»Ώβββο»Ώβο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββο»Ώβββο»Ώββββββββο»Ώββββββο»Ώβο»Ώβββββββββββββββββο»Ώο»Ώβ
Pick an aspect ratio. Whatever its shape, the canvas is a 0 to 1000 grid on both axes.βββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώβββββββο»Ώο»Ώββββββο»Ώββββββββββο»Ώβββββββββββββββο»Ώββββββββο»Ώο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώββο»Ώο»Ώββββββο»Ώββο»Ώββββββββο»Ώββο»Ώββββο»Ώο»Ώβββββββββββββο»Ώββββο»Ώο»Ώββο»Ώβββο»Ώο»Ώβββββββββο»Ώο»Ώββο»Ώβββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώβββββββββββο»Ώβββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβο»Ώβββββββο»Ώβββο»Ώβο»Ώβββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβο»Ώβββο»Ώβββο»Ώβββο»Ώβββββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώβββββββββββο»Ώββο»Ώβββο»Ώο»Ώο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώββββο»Ώββο»Ώο»Ώββββββο»Ώβββββββο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώβββββββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώβββββββββββο»Ώβββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβο»Ώβββββββο»Ώβββο»Ώβο»Ώβββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβο»Ώβββο»Ώβββο»Ώβββο»Ώβββββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώβββββββββββο»Ώββο»Ώβββββββο»Ώβββββββο»Ώβββο»Ώβο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββο»Ώβββο»Ώββββββββο»Ώββββββο»Ώβο»Ώβββββββββββββββββο»Ώο»Ώβ
2. 02Elementsβββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώβββββββο»Ώο»Ώββββββο»Ώββββββββββο»Ώβββββββββββββββο»Ώββββββββο»Ώο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώββο»Ώο»Ώββββββο»Ώββο»Ώββββββββο»Ώββο»Ώββββο»Ώο»Ώβββββββββββββο»Ώββββο»Ώο»Ώββο»Ώβββο»Ώο»Ώβββββββββο»Ώο»Ώββο»Ώβββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώββββββββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβο»Ώβο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώβββββββββββο»Ώβββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβο»Ώβββββββο»Ώβββο»Ώβο»Ώβββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβο»Ώβββο»Ώβββο»Ώβββο»Ώβββββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώβββο»Ώβββββββββββββββο»Ώββο»Ώο»Ώο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώββββο»Ώββο»Ώο»Ώββββββο»Ώβββββββο»Ώβο»Ώβο»Ώβββο»Ώββββββββββββο»Ώο»Ώβββββββββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββο»Ώβββο»Ώβββββββο»Ώο»Ώβββββββο»Ώββο»Ώβββο»Ώβββο»Ώβο»Ώββββββο»Ώββββββββο»Ώββββββο»Ώβββββββο»Ώβββββββββββο»Ώββββο»Ώβββββο»Ώβββββββο»Ώβββββββο»Ώο»Ώββββο»Ώββο»Ώο»Ώββο»Ώββο»Ώββββο»Ώο»Ώβο»Ώβο»Ώββββββο»Ώβββββββββββο»Ώβββο»Ώο»Ώββο»Ώββο»Ώβο»Ώβο»Ώβββββββο»Ώβββο»Ώβο»Ώβββββο»Ώββββββββο»Ώο»Ώβββο»Ώβββββο»Ώβββββββο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββββο»Ώβββο»Ώβββββο»Ώβο»Ώβββο»Ώβββο»Ώβββο»Ώβββββββο»Ώβββο»Ώβββββββο»Ώββββββββο»Ώβββο»Ώβββββββββββββββο»Ώββββββο»Ώβββββββο»Ώβββο»Ώβο»Ώβο»Ώβββββββββο»Ώβο»Ώβββββββο»Ώβββββββο»Ώο»Ώββο»Ώβββο»Ώββββββββο»Ώββββββο»Ώβο»Ώβββββββββββββββββο»Ώο»Ώβ
Elementsβββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώ | minimaxir | 443 | 87 |
| π§ echo.blog β | FLUX 3 Image: 'Maximum control over every pixel' β compose images from scratch and lay them out exactly via bounding boxes, with docs and a | Black Forest Labs | β | β |
| π reddit | FLUX 3 Image: Maximum control over every pixel singularity | SuperV1234 | 93 | 2 |
Interpretation history
2026-10-03T15:26:13Z
magnitude valve eligible (multi-platform, top-decile engagement) and never alerted; deterministic escalation to deliver
2026-10-03T15:23:51Z
evidence attached: reddit.post.1wwopgk β shared external link with case evidence
2026-10-02T01:48:03Z
grounded: converges/high β BFL shipping JSON bounding-box layout control is a frontier image lab independently arriving at Scott's own structure-first thesis for visual assets β generate
2026-10-02T01:39:18Z
case created β First-party release page for the leading open-weight image-model family is a distinct claim and artifact from the open FLUX 3 Action robotics case, resolving on adoption in local/ComfyUI media workflows.
Decision trace
- 10-05 18:31review_screenThe diff's additions are already reflected in the assessment: minimaxir's OpenRouter 50% image-model promo note and skybrian's mixed Playground test (accordion error, editing untested)
- 10-05 18:31review_screenjev screen borderline (noul=0.68) β luna review
- 10-05 00:47review_screenjev screen: no material development (noul=0.13)
- 10-04 03:20sensor_dirtycomment_update
- 10-04 01:55pushFLUX 3 Image: 'Maximum control over every pixel' β compose images from scratch and lay them out exactly via bounding boxes, with docs and a β Launch-window attention peaked (~76 pts/h) and i
- 10-04 01:26repriceLaunch-window attention peaked (~76 pts/h) and is cooling; everything new since grounding is amplification β API-era commentary (OpenRouter promo endpoint, a Playground hands-on) and a zero-discussion
- 10-04 01:26alert_heldFLUX 3 Image: 'Maximum control over every pixel' β compose images from scratch and lay them out exactly via bounding boxes, with docs and a β Launch-window attention peaked (~76 pts/h) and i
- 10-04 01:26alert_routeFLUX 3 Image: 'Maximum control over every pixel' β compose images from scratch and lay them out exactly via bounding boxes, with docs and a β Launch-window attention peaked (~76 pts/h) and i
- 10-04 01:23attachshared external link with case evidence
- 10-04 01:21sensor_dirtyvelocity_spike
- 10-04 01:21propose_attachshared external link with case evidence
- 10-03 19:20sensor_dirtyvelocity_spike
- 10-03 12:21sensor_dirtyvelocity_spike
- 10-03 09:21sensor_dirtycomment_update
- 10-03 05:21sensor_dirtyvelocity_spike
- 10-03 03:32sensor_dirtycomment_update
- 10-02 11:48groundBFL shipping JSON bounding-box layout control is a frontier image lab independently arriving at Scott's own structure-first thesis for visual assets β generate and judge from skeleton/shape-of-th
- 10-02 11:39createFirst-party release page for the leading open-weight image-model family is a distinct claim and artifact from the open FLUX 3 Action robotics case, resolving on adoption in local/ComfyUI media workflo