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What is TML-interaction-small?

TML-Interaction-Small is a real-time multimodal interaction model developed by Thinking Machines Lab to enable scalable human-AI collaboration through continuous interaction across audio, video, and text. The model is designed to overcome the limitations of traditional turn-based AI systems by allowing humans and AI to communicate more naturally through simultaneous perception, speech, visual understanding, interruptions, and collaborative reasoning. Instead of relying on external dialog management systems or separate real-time scaffolding, TML-Interaction-Small handles interaction natively through a time-aware architecture built around continuous 200ms micro-turn exchanges. This architecture allows the model to process streaming input and generate output concurrently while maintaining awareness of silence, interruptions, overlap, timing, and visual context. The model is capable of responding proactively to spoken and visual cues, enabling interaction patterns such as live translation, contextual interruptions, visual monitoring, simultaneous speech, live commentary, and continuous conversational collaboration. TML-Interaction-Small also coordinates with an asynchronous background reasoning model that performs deeper reasoning, tool usage, web browsing, and longer-horizon tasks while the interaction layer remains present and responsive throughout the conversation. Thinking Machines Lab designed the system to reduce the collaboration bottleneck in modern AI workflows by enabling humans to stay continuously involved in AI-assisted processes rather than being pushed out by fully autonomous systems. The model uses a multimodal streaming architecture with lightweight audio and visual processing pipelines, encoder-free early fusion techniques, optimized streaming inference infrastructure, and batch-invariant kernels for low-latency performance and training stability.

What is Happy Oyster?

Happy Oyster is an innovative AI platform that acts as a comprehensive world model, empowering users to design, explore, and continually enhance immersive 3D environments through simple prompts. Instead of producing a one-off output, it operates as a dynamic ecosystem that evolves in real time according to user interactions, facilitating updates to scenes based on commands given via text, voice, or visual inputs. The platform encourages multimodal engagement while maintaining consistent physical laws like lighting, gravity, and motion, ensuring that the environments resemble cohesive, lasting worlds rather than disjointed scenes. It encompasses two main modes: Directing, which grants users the ability to guide scenes, adjust camera angles, manage characters, and shape unfolding stories; and Wandering, which enables users to explore an infinitely vast world from a first-person perspective, allowing free movement beyond the initial frames. This dual functionality not only enhances the user experience by offering creative control and exploratory freedom but also fosters a deeper connection to the immersive environments crafted within the platform. Ultimately, Happy Oyster represents a significant advancement in the realm of interactive digital experiences.

Media

Media

Integrations Supported

Additional information not provided

Integrations Supported

Additional information not provided

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Thinking Machines Lab

Company Location

United States

Company Website

thinkingmachines.ai/

Company Facts

Organization Name

Alibaba

Date Founded

1999

Company Location

China

Company Website

www.happyoyster.cn/

Categories and Features

Categories and Features

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