Learnings from trusted testers
While Genie 4 is a major research milestone, it remains an early, experimental model. To understand how interactive world models can support real-world workflows—and where they still need to grow—we’ve been working with cohorts of trusted testers across creative industries, journalism, education, gaming, and engineering.
Testers highlighted how the leap in photorealism, native audio, and real-time steering allows ideas and concepts to be turned into realistic simulations, unlocking new abilities across disciplines:
- Creative direction: Creatives and technologists are testing Genie 4 as a rapid "draft mode" for pre-visualization and ideation. For example, filmmakers can step into a live simulation of a scene and run multiple "takes" in real-time, adjusting camera angles, lighting, dialogue, and action on the fly.
- Historical scenarios & immersive photographs: Photojournalists are exploring how a single 2D archival photograph can become a grounded simulation of that environment in seconds. Teams are testing how populated, dynamic worlds can help experience historical spaces or visualize how short-term environmental events, like a flash flood or wildfire, unfold.
- Interactive experience concept design: Game developers and creative technologists are testing Genie 4 to go from an initial idea to an explorable prototype in seconds, testing visual styles, material aesthetics, and interactive mechanics through natural language prompts before writing a single line of engine code.
- Simulation: Aside from our robotics research, enterprise partners across industries are evaluating Genie 4 as a tool for rapid "zero-to-one" scenario generation, and identifying gaps to further improve Genie to best fulfill that simulation need.
Future Work: Towards hybrid world models
A promising path for future progress lies in hybrid world models, which combine the logical, structured reasoning of code and language models with the rich, sensory representation of pixel-level simulation.
Bringing Genie and Gemini models closer together is an early step in this direction. Gemini works behind the scenes to map the structure and plan the narrative timeline, while Genie generates the immediate physical reality—rendering how the world looks, sounds, and responds, pixel by pixel. Together, these complementary strengths can unlock a new class of world models that are far more coherent, controllable, and grounded than either approach could achieve alone.
Building world models responsibly
Genie 4 marks a new area of frontier research that merges real-time generation and photorealism, introducing a new range of capabilities and dimensions that we want to roll out and explore in a responsible way. Genie 4 includes strict safety guardrails that are consistent with our safety policies across other models. Before launching this preview, we evaluated Genie 4 through internal rigorous safety evaluations to prevent the generation of harmful or malicious content. Also, we have intentionally deployed it first to trusted tester partners to get early feedback, before we release the model more broadly.
To maintain transparency, all video and audio generated by Genie 4 will include SynthID, our imperceptible digital watermarking technology that helps identify AI-generated content across visual and audio modalities.
Understanding current limitations
Genie 4 remains an early, evolving area of research.
While it can maintain coherent environments over short sessions, visual details and object permanence can still shift or drift over time—especially as a simulation runs longer, after multiple complex prompt edits, or when navigating throughout the scene. Complex physical interactions, real-time audio accuracy, rendering legible text, spatial accuracy, and long-term consistency are active areas of ongoing research. We are sharing Genie 4 as a preview to learn alongside our community and safely advance the frontier of interactive simulation.
Next steps for Genie 4
Genie 4 has been released as a research preview to trusted testers, and is coming soon to Google AI Ultra subscribers in Project Genie and early access partners in the Gemini API and Google AI Studio. Join the waitlist for Genie 4 in Project Genie here.
We’re excited for users to step inside, experiment, and build their own interactive worlds soon.