Black Forest Labs · Released October 15, 2026 · Live on Nano AI

FLUX.3 Klein online: generate and edit without a GPU

Run Black Forest Labs' new open FLUX.3 Klein in your browser: text-to-image and edits with up to 5 reference images, 4 credits per image. Downloads, VRAM needs and the ComfyUI setup are further down the page.

Best for: Fast, low-cost FLUX generation and reference edits
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16 free credits = 2 standard images. No card required.

Output board

FLUX.3 Klein AI generated example
FLUX.3 Klein AI image example

Your generated variations will appear here.

Made by
Black Forest Labs
Released
October 15, 2026
Price on Nano AI
4 credits per image
Page updated
October 20, 2026

Source: bfl.ai

What is FLUX.3 Klein?

FLUX.3 Klein, officially FLUX 3 Image Klein, is the open-weights member of Black Forest Labs' FLUX 3 family, released on October 15, 2026, two weeks after the closed FLUX 3 Image. One 5.6-billion-parameter model handles text-to-image, editing with up to 10 reference images and layout with bounding boxes, at up to 4K.

It comes in two versions: the distilled Klein, which needs 16 steps and no CFG, and Klein Base, which needs 50 steps and is meant for fine-tuning. A 9B prompt upsampler, fine-tuned from Qwen3.5-9B, rewrites short prompts into the detailed captions the model was trained on, and Black Forest Labs says not to use the model without it.

The weights use the FLUX Kommunity License: free for non-commercial use, and businesses with less than US$5 million in yearly revenue may use the images commercially. Nano AI runs FLUX.3 Klein through an API provider with prompt enhancement on, so you get the model without the 52 GB download or a GPU.

FLUX.3 Klein specifications

Developer
Black Forest Labs
Released
October 15, 2026
Parameters
5.6B image transformer
Text encoder
Qwen3-VL-4B
Prompt upsampler
9B, fine-tuned from Qwen3.5-9B (Apache 2.0)
VAE
FLUX.2 VAE
Versions
Klein (distilled, 16 steps, no CFG) and Klein Base (50 steps, CFG)
Inputs
Text, up to 10 reference images, bounding boxes
Output
Up to 4K
License
FLUX Kommunity License; commercial use of images under US$5M yearly revenue
Black Forest Labs API
$0.009 per 1K image
On Nano AI
1K output, up to 5 reference images, 4 credits per image

How to run FLUX.3 Klein in ComfyUI

Native support arrived in ComfyUI 0.41.0 on October 15, 2026. Use 0.41.3 or later: the launch-day template settings were corrected after release. The weights are gated, so accept the license on Hugging Face first.

  1. 1

    Update ComfyUI

    Update a git install and reinstall the requirements. ComfyUI Desktop updates itself; the portable build uses update/update_comfyui.bat.

    cd ComfyUI
    git pull
    pip install -r requirements.txt
  2. 2

    Accept the license and log in

    Open black-forest-labs/flux-3-image-klein-comfy on Hugging Face, accept the FLUX Kommunity License, then log in from the terminal with an access token.

    pip install -U huggingface_hub
    hf auth login
  3. 3

    Download the default files, about 17.8 GB

    The distilled model and text encoder in 8 bits, the 4-bit prompt upsampler and the VAE, straight into the right folders:

    hf download black-forest-labs/flux-3-image-klein-comfy \
      diffusion_models/flux3-image-klein-int8-convrot.safetensors \
      text_encoders/qwen3vl_4b_int8_convrot.safetensors \
      text_encoders/qwen3.5_9b_flux3_prompt_upsampler_w4a8.safetensors \
      vae/flux2-vae.safetensors \
      --local-dir ComfyUI/models
  4. 4

    Open a FLUX.3 Klein template

    In Templates, search for FLUX 3 Image Klein and pick text-to-image or image edit, distilled or Base. The text encoder and the upsampler load through CLIP Loader with the type flux3.

  5. 5

    Check the settings and run

    Distilled: 16 steps at CFG 1. Base: 50 steps with CFG around 3.5 to 4. Keep the prompt upsampler switched on; Black Forest Labs says results are noticeably weaker without it.

FLUX.3 Klein model files for ComfyUI

From black-forest-labs/flux-3-image-klein-comfy on Hugging Face, gated behind the license. You need one diffusion model, the Qwen3-VL text encoder, the prompt upsampler and the VAE. Sizes as listed on October 20, 2026.

FileFolder in ComfyUI/modelsSizeWhen to pick it
flux3-image-klein-int8-convrot.safetensorsdiffusion_models5.83 GBDefault: the distilled model in 8 bits; runs on 8 GB cards such as the RTX 3070
flux3-image-klein-bf16.safetensorsdiffusion_models11.1 GBThe distilled model in full precision, for cards with more than 24 GB
flux3-image-klein-nvfp4.safetensorsdiffusion_models5.28 GB4-bit, for RTX 50-series (Blackwell) cards only
flux3-image-klein-base-int8-convrot.safetensorsdiffusion_models5.81 GBKlein Base in 8 bits, for LoRA training and research
flux3-image-klein-base-bf16.safetensorsdiffusion_models11.08 GBKlein Base in full precision
qwen3vl_4b_int8_convrot.safetensorstext_encoders4.86 GBDefault text encoder, 8 bits
qwen3vl_4b_bf16.safetensorstext_encoders8.88 GBText encoder in full precision
qwen3.5_9b_flux3_prompt_upsampler_w4a8.safetensorstext_encoders6.72 GBDefault prompt upsampler, 4 bits
qwen3.5_9b_flux3_prompt_upsampler_int8_convrot.safetensorstext_encoders9.75 GBPrompt upsampler in 8 bits
flux2-vae.safetensorsvae336 MBThe VAE, shared with FLUX.2

FLUX.3 Klein examples

From the examples in Black Forest Labs' flux-3-image-klein repository, made with the distilled model and the prompt upsampler, not retouched. The prompt or edit instruction is under each image; the three edits use the repository's own mug and dog photos as references.

FLUX.3 Klein: a 1960s cereal box, 'MORNING OATS' in bold rounded letters, 'with real honey' in a banner, a cartoon bear holding a spoon, 'NET WT 16 OZ' at the bottom corner and 'A good start to the day' in script, flat colours, photographed straight on
Prompta 1960s cereal box, 'MORNING OATS' in bold rounded letters, 'with real honey' in a banner, a cartoon bear holding a spoon, 'NET WT 16 OZ' at the bottom corner and 'A good start to the day' in script, flat colours, photographed straight on
FLUX.3 Klein: a letterpress gig poster on cream stock, wood type: 'THE LOW TIDES' very large at the top, below it 'with special guests' small, then 'MOTH LIGHT' and 'HARBOUR SOUND' medium, at the bottom 'Saturday 21 March, Doors 8pm, The Old Chapel, Margate' and 'Tickets 12 pounds' in small caps, two inks, black and brick red, nothing else written
Prompta letterpress gig poster on cream stock, wood type: 'THE LOW TIDES' very large at the top, below it 'with special guests' small, then 'MOTH LIGHT' and 'HARBOUR SOUND' medium, at the bottom 'Saturday 21 March, Doors 8pm, The Old Chapel, Margate' and 'Tickets 12 pounds' in small caps, two inks, black and brick red, nothing else written
FLUX.3 Klein: an open field notebook on a wooden table, handwritten in pencil: the heading 'Lake Vyrnwy, 14 October', then the lines 'wind NW, light', 'two herons on the far shore', 'water 9 degrees', 'the fog lifted at ten', a small pencil sketch of a heron, a pressed leaf, nothing else written
Promptan open field notebook on a wooden table, handwritten in pencil: the heading 'Lake Vyrnwy, 14 October', then the lines 'wind NW, light', 'two herons on the far shore', 'water 9 degrees', 'the fog lifted at ten', a small pencil sketch of a heron, a pressed leaf, nothing else written
FLUX.3 Klein: fill the mug with coffee and put a croissant next to it
Edit instructionfill the mug with coffee and put a croissant next to it
FLUX.3 Klein: put a red bandana around the dog's neck
Edit instructionput a red bandana around the dog's neck
FLUX.3 Klein: print the dog from the second image onto the mug (two reference images: the mug photo and the dog photo)
Edit instructionprint the dog from the second image onto the mug (two reference images: the mug photo and the dog photo)

What FLUX.3 Klein does well, and what testers criticise

01

Edits that keep the rest of the photo

Black Forest Labs' internal Elo puts Klein first among open models for editing and multi-reference work, about 70 points above FLUX.2 [klein] 9B. A photographer testing 12-megapixel edits on Reddit was impressed by how consistent they stayed.

02

Follows long prompts

In a four-model comparison at 2 megapixels on Reddit, Klein followed prompts best, ahead of FLUX.2 Klein 9B, Qwen Image 2.1 and Krea 2.

03

Readable typography

Posters, packaging and handwriting like the examples above come out readable when the exact words are in quotes.

04

Layout with bounding boxes

Boxes place each object where you want it, both in new images and in edits.

05

Fast and low-cost

16 steps without CFG: about 4 seconds per 1-megapixel image on an RTX 5090 with the int8 files, by Black Forest Labs' numbers. On Nano AI it is the lowest-priced model that also edits, at 4 credits.

06

Weak spots

At launch many testers criticised anatomy, faces and hands in text-to-image and preferred FLUX.2 Klein for people. Results get noticeably weaker without the prompt upsampler.

FLUX.3 Klein vs other image models on Nano AI

Credits are Nano AI prices on October 20, 2026. Parameter counts are the developers' own figures.

FLUX.3 KleinQwen Image 2.1Z-ImageNano Banana 2.1
DeveloperBlack Forest LabsAlibabaTongyi LabGoogle
Open weightsYes, FLUX Kommunity LicenseYesYesNo
Parameters5.6B7B6BNot published
Credits per image4848
Edits with reference imagesYesYesNoYes
A good first pick forLow-cost edits and prompt-faithful layoutsChinese and English textQuick low-cost draftsPhoto edits and product shots

How to use FLUX.3 Klein online

  1. 1

    Describe the image

    Type a prompt in the box at the top of this page; FLUX.3 Klein is already selected. Put any words you want printed in quotes, then choose an aspect ratio and 1 to 4 variations.

  2. 2

    Or edit with reference images

    Switch to Edit and add up to 5 images (PNG, JPEG or WebP, 5 MB each). Say in one sentence what should change and what should stay the same.

  3. 3

    Generate and download

    Sign in to use your free credits. The cost is shown on the button before you generate, and results are saved under My creations.

FLUX.3 Klein prompt ideas

Describe what you want plainly and quote any exact text; prompt enhancement fills in the detail. Edits work best as one short instruction.

  • Product label

    a tea tin, dark green enamel: 'HIGHLAND BREAKFAST' in gold caps on the front, 'Assam and Ceylon leaf' beneath, 'est. 1884' in a roundel, and on the side in small white type 'Brew for four minutes. One spoon per cup and one for the pot.', hard side light, product photograph

  • Letterpress poster

    a letterpress poster on cream paper: 'NIGHT MARKET' very large at the top, 'Fridays 6pm to midnight' below it, a simple illustration of paper lanterns, two inks, black and red, nothing else written

  • Miniature scene

    an isometric miniature of a rainy harbour town at dusk, tiny fishing boats, warm window lights, tilt-shift look, no people

  • Breakfast photo

    top-down photograph of a breakfast table: a white ceramic mug of coffee, a croissant on a linen napkin, morning window light, no people

  • Edit: add one object

    put a small potted cactus next to the mug and keep everything else the same

  • Edit: combine two images

    print the pattern from the second image onto the tote bag in the first image, following the folds of the fabric

FLUX.3 Klein problems and fixes

What people ran into in the first days after release.

Flat, plain-looking images
The prompt upsampler is off. Turn it on in the template; the model was trained on the captions it writes.
403 or gated repo error when downloading
Accept the license on the Hugging Face model page with the same account, then run hf auth login again.
CLIP Loader has no flux3 type
Your ComfyUI is older than 0.41.0. Update it, reinstall the requirements and restart.
Out of memory
Use the int8 model and text encoder with the 4-bit upsampler and start ComfyUI with --lowvram. On 8 GB cards expect around a minute and a half per image.
The NVFP4 file will not load
NVFP4 needs an RTX 50-series or other Blackwell GPU. Use the int8 file on older cards.
No fp8 file in the ComfyUI repository
The fp8 builds are only in the Diffusers repositories. In ComfyUI use int8, or NVFP4 on Blackwell.
Base looks worse than distilled
Base needs 50 steps with CFG around 3.5 to 4; at 16 steps and CFG 1 it is unfinished.
Hands and faces look wrong
A known weakness at launch. Keep the upsampler on and try 2K, or fix the area with an edit. For portraits, Qwen Image 2.1 and Nano Banana 2.1 are safer picks.

FAQ

FLUX.3 Klein FAQ

Short answers about the model, running it locally and using it on Nano AI.

Is FLUX.3 Klein free?

The weights are free to download and use for non-commercial work, and businesses under US$5 million in yearly revenue may use the images commercially. Online, Black Forest Labs' API charges $0.009 per 1K image. On Nano AI an image costs 4 credits, and new accounts in most regions get 16 free credits, enough for 4 images.

Is FLUX.3 Klein open source?

It is open weights rather than open source. The code and the prompt upsampler are Apache 2.0; the model weights use the FLUX Kommunity License, which limits commercial use.

How much VRAM does FLUX.3 Klein need?

The int8 ComfyUI files run on 8 GB GPUs such as the RTX 3070, slowly. Black Forest Labs' reference code peaks at 31 GB in bf16 without the upsampler, which needs about 28 GB more. In Diffusers, bf16 peaked at 20.7 GiB on an H100.

What is the difference between FLUX.3 Klein and FLUX 3?

FLUX 3 Image, released on October 1, is Black Forest Labs' closed flagship, available only through APIs. FLUX.3 Klein, released on October 15, is the smaller open-weights model. Nano AI offers Klein now; FLUX 3 Image has its own page.

FLUX.3 Klein or FLUX.2 Klein?

FLUX.3 Klein is one 5.6B model; FLUX.2 [klein] came in January 2026 as 4B and 9B. Black Forest Labs measures FLUX.3 Klein about 90 Elo points higher for text-to-image and 70 for editing than FLUX.2 Klein 9B, but some testers still prefer FLUX.2 Klein for people.

Can FLUX.3 Klein edit images?

Yes. The model accepts up to 10 reference images and can place edits with bounding boxes. On Nano AI you can add up to 5 images per edit.

Does ComfyUI support FLUX.3 Klein?

Yes, natively since 0.41.0. Use 0.41.3 or later with the files from black-forest-labs/flux-3-image-klein-comfy, as described above.

Is Nano AI an official Black Forest Labs product?

No. Nano AI is an independent service that offers FLUX.3 Klein through an API provider.

Related pages

Nano AI is an independent service and is not affiliated with, endorsed by or sponsored by Black Forest Labs. FLUX is a trademark of Black Forest Labs. Model facts, prices and file sizes come from Black Forest Labs' blog, GitHub repository, Hugging Face model cards and API documentation as read on October 20, 2026; community opinions are summarised with their sources. Sample images are from Black Forest Labs' flux-3-image-klein repository.