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Glaze 2 launched on April 14, 2024, as a faster and more robust way for artists to make individualized AI style imitation harder. The project’s current download page now lists Glaze 2.2 for Windows, released with support for Nvidia 50-series GPUs, alongside Glaze 2.1 builds for Windows and macOS. The tool can be useful for new work published online, but it is not a scraping blocker, copyright shield, or guarantee against training, copying, or style imitation.
The video protection discussed at launch remains a planned project rather than a generally available release verified in the current official download materials.
What Glaze actually does
Glaze modifies an image with carefully calculated, pixel-level changes intended to look similar to a person while presenting a distorted signal to an AI system. If that modified image is used to train or fine-tune a model, the model may have more difficulty reproducing the artist’s visual style.
That is narrower than “anti-AI scraping.” Glaze does not stop a website from downloading an image. It does not remove an image from the internet, prevent screenshots or tracing, establish ownership, or replace copyright, licensing, takedown, or contractual remedies. Its primary target is individualized style mimicry, particularly through fine-tuning workflows associated with Stable Diffusion-style systems.
The project describes Glaze as an ongoing defensive measure, not a universal solution. Its original research was peer-reviewed and presented at USENIX Security 2023, but its findings apply to the models, datasets, attacks, and evaluation methods tested in that research—not automatically to every present or future AI system. See the Glaze research paper and the project’s explanation of what Glaze is designed to protect.
What changed in Glaze 2
According to the Glaze team, version 2 brought four major changes:
- Stronger robustness: improved resistance against newer Stable Diffusion models, including SDXL.
- Better results for smooth artwork: improvements for flat-color, anime, cartoon, and other smooth-surface styles.
- Less noticeable modification: the team aimed to make the changes harder for viewers to see.
- Faster processing: the release notes describe an approximately 50% speed improvement on most platforms and more than a fivefold improvement on Macs using Apple M-series processors.
Those are project-reported improvements, not universal benchmarks. Processing time depends on the image, settings, operating system, processor, GPU, and driver support. Contemporary examples included an older GPU processing an image in roughly two minutes instead of four, and another system improving from about 50 seconds to 30 seconds. These examples should not be treated as a promised runtime for every computer. VentureBeat’s launch report provides that contemporaneous context.
The current version: Glaze 2.1 and 2.2
“Glaze 2” is now an incomplete description of the available software. The official downloads page, updated April 3, 2026, lists:
| Version | Platform | Notable detail |
|---|---|---|
| Glaze 2.2 | Windows | Adds support for Nvidia 50-series GPUs |
| Glaze 2.1 | Windows | Earlier Windows build |
| Glaze 2.1 | macOS Apple CPUs | Requires macOS 13 or later |
| Glaze 2.1 | macOS Intel CPUs | Requires macOS 13 or later |
Glaze 2.1 included changes intended to improve resistance to the “noisy upscaler” attack, along with usability changes and bug fixes. The official update page labels the release “June 19”; its position after the April 2024 Glaze 2.0 release places it in that update sequence, but readers should rely on the project’s current downloads page for the available build.
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The Windows 2.2 download is listed at approximately 3.65 GB, including PyTorch GPU libraries. The Windows 2.1 download is approximately 2.7 GB. After installation, additional machine-learning libraries and resources require a stable internet connection and about 4 GB of storage. Glaze is free to download and use; the project says it does not intend to commercialize the protection tool. Check the official downloads page for current files and requirements.
How to use Glaze without undermining the result
The safest workflow is to treat Glaze as the final image-processing step:
- Finish the artwork and all editing.
- Resize, convert formats, and apply any watermark first.
- Open Glaze and add the final image.
- Select the desired intensity and rendering settings.
- Preview the output carefully.
- Change the settings if the visible changes are unacceptable.
- Run Glaze.
- Upload the Glazed output—not the unmodified original.
Keep an unmodified archival master separate, ideally offline or in private storage. The published, Glazed copy is the protected copy; Glaze cannot protect an original high-resolution file that is accidentally shared.
The project’s guide also advises against glazing the same image twice, saying that doing so can hurt protection. If the result needs more protection, the guide recommends increasing intensity or rendering quality instead. The older guide may not use exactly the same interface labels as current releases, so consult the current application and downloads documentation rather than assuming every historical instruction is unchanged. The official user guide explains the basic workflow.
Local processing, hardware, and WebGlaze
With the desktop application, the project says the artwork stays on the user’s computer during local processing. The installation burden is nevertheless significant: the download is large, model resources must be retrieved, and compatible hardware can affect both whether processing works and how long it takes.
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Glaze 2.2 specifically adds Windows support for Nvidia 50-series GPUs. The current page also lists separate Apple Silicon and Intel Mac builds, both requiring macOS 13 or later. Older documentation says Nvidia GPU use requires more than 3.6 GB of GPU memory and compatible CUDA/PyTorch support. Because that guidance predates 2.2, treat it as legacy information unless the current release documentation confirms it for your system.
WebGlaze is the alternative for artists using phones, tablets, older computers, non-Nvidia GPUs, or machines without enough local hardware. It processes through project-funded cloud GPUs rather than entirely on the artist’s computer. The official project describes WebGlaze as free but invite-only, so it is not a universally available substitute for the desktop download.
What Glaze cannot guarantee
- It cannot protect images scraped before glazing. An attacker who already has the original file has the unmodified training candidate.
- It cannot guarantee protection against every model. Results against a particular Stable Diffusion or SDXL fine-tuning setup do not establish results against every architecture, dataset, or preprocessing pipeline.
- It is weaker when the target style is already in a model’s base training data. The project gives impressionism, Van Gogh-like styles, and some popular anime subgenres as examples of situations where individualized protection is less effective.
- It cannot stop human copying. Tracing, screenshots, photography, reposting, and manual imitation remain outside its purpose.
- It may not survive every transformation. Resizing, compression, metadata stripping, enhancement, and platform-generated previews can alter the protected file. Effectiveness depends on the exact transformation and threat model.
- It does not preserve every visible detail by definition. Higher protection intensity can make changes more noticeable, especially in gradients, clean linework, and flat-color areas.
For that reason, artists should inspect the processed image at normal viewing size and at close range before publishing. A visually acceptable result is a practical trade-off, not proof that the protection is invisible or permanent.
Known attacks and the debate over durability
The Glaze project discusses attacks including IMPRESS, which attempts to purify or remove protective perturbations, and noisy upscaling, which uses noise and diffusion-based upscaling or filling to replace portions of an image.
The Glaze team acknowledges that noisy upscaling can weaken protection, particularly for some smoother styles. It also argues that the process can degrade the artwork’s details and quality, creating a cost for an attacker who wants to preserve the original image. Version 2.1 included changes intended to improve resistance to that attack. Read the project’s Glaze 2.1 update for its explanation.
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Critics argue that adversarial perturbations cannot reliably protect artists forever because attackers can adapt. The Glaze team’s position is that imperfect, updateable defenses can still be useful, much like other security tools that reduce risk without making an attack impossible. Both points can be true: Glaze is neither useless nor unbreakable.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.What happened to video protection?
Video status as of August 18, 2026: Video defense was publicly planned in 2024, but no generally available video-protection release was verified in the current official download materials reviewed.
When Glaze 2 launched, the team said it was working on Glaze-like protection for short videos and animations. It also sought participation to study how effectively AI could replicate video frames and how a defense might disrupt that mimicry. That announcement established a research direction, not a public product.
The current Glaze homepage and downloads page list image-oriented desktop releases. Artists who need video protection today should not assume that the image application protects an animation or a sequence of frames.
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Glaze and Nightshade are related but not interchangeable. Glaze primarily aims to make a model’s individualized imitation of an artist’s style more difficult. Nightshade is a separate project intended to disrupt model training when poisoned images enter a dataset. Neither should be described as a universally stronger version of the other; they address different threat models.
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Technical protection works best as one layer in a broader publishing strategy:
- Publish lower-resolution previews when full resolution is unnecessary.
- Keep full-resolution originals private.
- Use website and platform terms that prohibit unauthorized dataset use where those terms are enforceable.
- Monitor for unauthorized copies and document infringement.
- Use licensing, registration, takedown, and contractual remedies where appropriate.
These measures do not make scraping impossible either, but they reduce exposure or provide routes for enforcement that pixel-level defenses cannot supply.
Who should use Glaze?
Glaze is a reasonable precaution for an artist publishing new work online who is chiefly concerned about individualized style fine-tuning and who can accept some visual modification. Use the current Windows or macOS build when your system is compatible, or request WebGlaze access if local processing is impractical.
Be more cautious when the work depends on perfectly preserved gradients or tiny details, when the image has already circulated widely, when the style is strongly represented in a base model, or when your platform aggressively resizes and recompresses uploads. If you need protection for video, the current materials do not establish that Glaze provides it.
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