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GenAI startup has launched MirageLSD, an AI video model that transforms live video feeds on the fly. The system is meant to solve two big problems with earlier AI video tools: slow rendering and rapid image quality loss over time.

AI video models are often slow and typically only manage to generate short, five- to ten-second clips before the visuals start to degrade. MirageLSD takes a different approach. Instead of generating entire video sequences at once, the model creates each frame individually.

The system uses a window of recent frames, the current video input, and the user’s prompt to predict the next frame as the stream unfolds. Each new frame is immediately fed back into the next calculation step, so the model can react instantly to changes in the live feed. This setup enables continuous, real-time video transformation at 20 frames per second and 768 x 432 resolution, keeping latency low enough for interactive applications.

To keep video quality stable during longer sessions, Decart uses two training techniques. The first, called “diffusion forcing,” adds noise to each frame individually, teaching the model to clean up images without relying on earlier frames. This helps prevent errors from building up over time.

The second method, “history augmentation,” exposes the model to distorted or faulty frames during training, so it learns to spot and correct recurring mistakes instead of simply passing them along.

Decart has tuned MirageLSD specifically for Nvidia Hopper GPUs, using “architecture-aware pruning” to trim away less important parts of the model and boost both speed and efficiency. The team also applies “shortcut distillation,” training smaller models to replicate the results of larger ones—a process they say leads to a 16x performance boost. As a result, each frame is processed in under 40 milliseconds, keeping latency low enough that most viewers won’t notice major lag.

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MirageLSD does have some limitations. It currently processes only a small window of previous frames, so consistency can still decrease during longer videos. The model also struggles with major style changes and precise control over individual objects.

Mirage Platform Goes Live, With More Features on the Way

Decart has launched the Mirage platform alongside MirageLSD, with a web version already available and mobile apps for iOS and Android on the way. The platform targets livestreaming, video calls, and gaming. Decart plans regular updates throughout the summer, adding features like improved facial consistency, voice control, and more precise object control.

This is Decart’s second AI model, following their viral Minecraft project Oasis. Building MirageLSD took about six months. Other systems like StreamDiT can achieve similar speeds—up to 16 frames per second—and also offer interactive capabilities, but still lag behind top models like Google’s Veo 3 when it comes to image quality.

Early findings from an ambitious global research project show that microplastics might truly be everywhere on our planet — even in the world’s most remote locations.

What’s happening?

Alan Chambers has gained acclaim for exploring some of the world’s most extreme locations. He has skied across Iceland and led a team that walked from Canada to the North Pole.

His latest mission, CNN reported, is for an important scientific cause.

Chambers is heading up Mission Spiritus, an initiative aimed at assessing the global spread of microplastics and nanoplastics. His goal is to gather samples from remote locations on every continent.

“Mission Spiritus aims to deliver evidence-based insights that enable impactful solutions, driving meaningful transformational change on one of humanity’s most pressing environmental crises,” the organization says on its website.

The first journey took place last year, as Chambers and a fellow explorer spent two months skiing from the Antarctic coast to the geographic South Pole. Over the 715-mile journey, the pair filled tins with snow, which were eventually tested by a scientist in Chile. Although the research into those samples is ongoing, initial results have raised some eyebrows.

Watch now: Is this common bathroom item making you sick?

“The researchers found some traces of plastic in (samples from) the middle of Antarctica. The only way it can get there is the wind system,” Chambers told CNN. “Is it snowing plastic in Antarctica?”

Chambers retrieved samples earlier this year from the world’s largest sand desert in Oman’s Empty Quarter. This summer, he’ll do the same in the Faroe Islands. If the project receives enough funding, Chambers also plans to explore remote locations in Chile, the Comoros Islands, Canada, and Western Australia.

Why are microplastics important?

Microplastics are tiny, sometimes imperceptible pieces of plastic that are no bigger than 5 millimeters, or the size of a pencil eraser. Tiny pieces of plastic can be manufactured for various uses, such as beads and microfibers, or they can break off from larger pieces of plastic.

No matter how they are created, however, microplastics are everywhere. Along with Antarctica, they’re found commonly in our oceans, drinking water, soil, and the air we breathe. They’re even in human brains.

The health effects of microplastic pollution are still largely unknown, but new research frequently emerges that paints a worrying picture. Recent studies have linked the issue to health problems such as diabetes, digestive issues, and multiple cancers.

What’s being done about microplastics?

Chambers told CNN his goal is to raise awareness for plastic recycling in an attempt to keep microplastics out of the atmosphere and water.

And although reusing and recycling plastic will help (while also promoting the circular economy), so will using less of the material. Whether it’s by choosing natural cleaning products or reusable shopping bags and food-storage containers, every time we choose to avoid plastic, we create fewer opportunities for plastic waste.

Join our free newsletter for good news and useful tips, and don’t miss this cool list of easy ways to help yourself while helping the planet.

Artificial intelligence is quickly changing the world. Now, it may also change the way students learn. Big AI companies like OpenAI, Anthropic, and Google are working on new tools for students. These tools could make studying easier and more fun.

Recently, some reports claimed that OpenAI is testing a new feature. It is called Study Together. This tool will be part of ChatGPT. The idea is simple. Students can ask ChatGPT questions about any topic. Then, ChatGPT will teach them and give them quizzes to test their knowledge.

How OpenAI, Anthropic, and Google May Change the Way Students Learn

The goal is to create an engaging experience. Instead of studying alone, students can study with ChatGPT. It feels like having a smart study buddy available 24/7. Students can ask questions at any time. ChatGPT will explain things in simple words. Then it will check if the student understood the lesson.

This is just the start. OpenAI is not the only company doing this. Anthropic, the company behind Claude, has its own plan. Anthropic is working on a tool called Study Projects. This was spotted by users on X (formerly Twitter).

Study Projects will do more than just answer questions. It will guide the whole learning process. Students can set up projects for each course or subject. Claude will help break down complex ideas. It can make study guides. It can explain key points in ways that fit each student’s needs. The best part? Students can adjust the project anytime. This makes learning more flexible.

Google is also stepping into this space. Google’s AI, called Gemini, has a new feature called Guided Learning. It works in a similar way. Instead of giving quick answers, Gemini will help guide students step by step. It acts like a tutor. It helps students think more deeply about what they are studying.

To help more students use it, Google made the $20 Gemini AI Pro subscription free for students. This could make AI learning tools available to millions of young people. Many students cannot afford expensive tutors. But with these tools, they could get extra help at no cost.

See Also: OpenAI Launches ChatGPT Agent: AI Assistant That Can Browse, Code, and Automate Real Tasks

Of course, AI is not perfect. These tools will not replace real teachers or professors. Human teachers understand feelings, body language, and special situations. AI cannot do that yet. But AI can be a good helper. It can explain things in simple words. It can answer questions in the middle of the night. More interestingly, it never gets tired. For students who study alone, this could be very useful.

Some people worry that AI will make students lazy. But others think it will make learning more active and fun. It depends on how students use it. If they use AI only for answers, they may learn less. But if they use AI to understand and test themselves, they may learn more.

One thing is clear. AI will not stop growing. OpenAI, Anthropic, and Google are investing a lot in this area. Schools and parents will soon need to decide how to use these tools wisely.

The future of learning is changing. AI could help students learn better. But everyone must use it in a smart way.