Recent research from the University of Colorado Boulder exposes critical limitations in AI systems' ability to accurately recognize non-cisgender individuals. While issues with AI misidentifying racial minorities are well-known, this study highlights the gap in AI's gender recognition capabilities.

AI technologies rely on what they visually perceive, often employing traditional gender stereotypes for classification—such as the notion that males do not have long hair and females are devoid of facial hair. However, given the growing acceptance and recognition of diverse gender identities—Facebook, for instance, acknowledges around 71 gender categories—it is crucial for AI systems to evolve beyond these outdated norms to prevent harmful misclassifications.

Morgan Klaus Scheuerman, a researcher who contributed to the study, experienced mislabeling himself, with AI inconsistently identifying him despite his 'cisnormative' gender identity. Scheuerman points out the potential distress AI could cause by incorrectly categorizing individuals who have worked hard to align their gender identities with their personal experiences, including undergoing surgeries or treatments.

Throughout the study, Scheuerman and his team examined 10 distinct facial analysis and image labeling services. These systems generally performed best with images of cisgender women but struggled significantly with images of transgender men. The results indicate a pressing need for advancements in AI technology to adequately embrace and reflect societal diversity.

Fashion and personal expression, including hair trends, change over time, creating further challenges for AI systems trained on historical images. What was considered mainstream decades ago—such as long hair for men in the 70s or buzz cuts for women today—illustrates the fluid nature of gender presentation, which AI must learn to navigate.

The consequences of failing to address these challenges are significant, particularly for LGBT communities who already face elevated mental health risks due to societal biases. Misclassification by AI can exacerbate these issues, emphasizing the urgent need for more inclusive design and development in AI technologies.

As AI becomes more deeply integrated into visual media, ensuring it aligns with evolving societal norms is vital for ethically and effectively leveraging its capabilities. Exciting opportunities in AI-driven visual storytelling, like the AI Walking With Beast effect, demonstrate the potential these technologies have in crafting engaging narratives.

The Future of AI in Video Content Creation

In today’s digital age, video storytelling is no longer limited to big studios or professional creators. Whether you’re building a brand, sharing on social media, or bringing a personal idea to life, video remains the most powerful medium for engagement. But creating cinematic, high-quality video used to take hours—or even days.

That’s all changing, thanks to the rise of AI video generator tools.

Platforms like Dreamlux make it easy to turn a single image or prompt into a dynamic video in just minutes. From animated scenes to realistic character interactions, these tools empower users to create professional-grade content with minimal effort. The best part? You don’t need any editing experience to get started.

And with new, imaginative effects being added all the time, there’s always a fresh way to tell your story.

Step Into Fantasy with AI Walking With Beast

One of the most visually striking effects currently available is the AI Walking With Beast. This creative video effect allows you to generate scenes where your character walks alongside a majestic, AI-generated beast—like a lion, wolf, or dragon—through stunning, cinematic landscapes.

Whether you're working on a fantasy project, building an epic trailer for a game, or simply want to create a mythical, powerful visual for your followers, this tool opens the door to a whole new level of storytelling.

All it takes is a single photo to begin.

How to Create an AI Walking With Beast Video on Dreamlux

Here’s how to bring your wildest ideas to life using this effect:

1. Visit the Dreamlux homepage: https://dreamlux.ai and click on "Templates"
2. Select the "Free AI Walking With Beast"
3. Upload your image (preferably with a full-body subject)
4. Click "Create" and let the AI craft your beast-powered adventure

Within minutes, you’ll have a unique, fantasy-style video that looks like a scene from a movie.