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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 Gemini 3.5 Live Translate?

Google's Gemini 3.5 Live Translate showcases the latest breakthrough in audio translation technology, enabling nearly real-time translation across more than 70 languages during live conversations. This cutting-edge model adeptly identifies multilingual exchanges and produces seamless, natural-sounding translations that preserve the original speaker's tone, rhythm, and pitch. In contrast to conventional translation systems that require speakers to pause after completing their thoughts, Gemini 3.5 Live Translate operates in real-time, continuously generating translated audio to uphold context and synchronization. By staying just a few seconds behind the speaker, it facilitates smooth and natural interactions without awkward pauses. Its design caters to a wide array of uses, such as multilingual conferences, educational sessions, broadcasts, live interpretation, dubbing, simultaneous translation, and voice translation scenarios, positioning it as a highly adaptable tool for effective cross-language communication. Moreover, its ability to significantly improve the conversational experience distinguishes it within the field of translation technologies, making it a valuable asset for users navigating diverse linguistic environments.

Media

Media

Integrations Supported

Gemini
Gemini Live API
Google AI Studio
Google Meet
Google Translate
SynthID

Integrations Supported

Gemini
Gemini Live API
Google AI Studio
Google Meet
Google Translate
SynthID

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
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

Google

Date Founded

1998

Company Location

United States

Company Website

blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-live-3-5-translate/

Categories and Features

Categories and Features

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