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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 Cartesia Sonic-3?

The Cartesia Sonic-3 represents a cutting-edge advancement in real-time text-to-speech (TTS) technology, delivering remarkably lifelike and expressive voice outputs with minimal latency, thus facilitating AI systems to participate in discussions that closely mimic human dialogue. Employing a complex state space model architecture, this innovative solution ensures high-quality speech synthesis, allowing audio generation to initiate within a rapid timeframe of 40 to 100 milliseconds, which fosters a seamless conversational flow devoid of any perceptible interruptions. Designed explicitly for conversational AI scenarios, Sonic-3 acts as the vocal interface for AI agents, transforming written language into speech that captures a wide array of emotions such as enthusiasm, compassion, and even laughter. Furthermore, with its support for over 40 languages and the capability to adapt to various accents, developers are equipped to create applications that deliver outstanding quality and accessibility for users worldwide. This adaptability not only fulfills the diverse requirements of numerous markets but also significantly boosts user engagement through its remarkably realistic vocal outputs. As a result, the Sonic-3 model stands out as a powerful tool in enhancing communication between AI and users.

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

$4 per month
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

Cartesia

Date Founded

2023

Company Location

United States

Company Website

cartesia.ai/sonic

Categories and Features

Categories and Features

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