TML-interaction-small

TML-interaction-small

Thinking Machines Lab
+
+

Related Products

  • Google AI Studio
    12 Ratings
    Visit Website
  • LM-Kit.NET
    28 Ratings
    Visit Website
  • QEval
    30 Ratings
    Visit Website
  • Qminder
    337 Ratings
    Visit Website
  • Gemini Enterprise Agent Platform
    961 Ratings
    Visit Website
  • Popl
    7,154 Ratings
    Visit Website
  • Highcharts
    123 Ratings
    Visit Website
  • Rise Vision
    1,452 Ratings
    Visit Website
  • MicroStation
    573 Ratings
    Visit Website
  • Act!
    40 Ratings
    Visit Website

About

TML-Interaction-Small is a real-time multimodal interaction model developed by Thinking Machines Lab to enable more natural and collaborative human-AI communication across audio, video, and text. Unlike traditional turn-based AI systems that rely on external scaffolding and delayed interactions, TML-Interaction-Small is designed around continuous micro-turn exchanges that allow the model to perceive, respond, listen, speak, and react simultaneously in real time. The model uses a time-aware architecture that processes 200ms interaction windows, enabling seamless interruptions, simultaneous speech, visual cue detection, and live collaborative workflows without requiring separate dialog management systems. TML-Interaction-Small supports capabilities such as real-time conversation, proactive interjections, live translation, visual monitoring, tool usage, browsing, and asynchronous reasoning through coordination with a background model.

About

The gpt-4o-mini-realtime-preview model is a compact, lower-cost, realtime variant of GPT-4o designed to power speech and text interactions with low latency. It supports both text and audio inputs and outputs, enabling “speech in, speech out” conversational experiences via a persistent WebSocket or WebRTC connection. Unlike larger GPT-4o models, it currently does not support image or structured output modalities, focusing strictly on real-time voice/text use cases. Developers can open a real-time session via the /realtime/sessions endpoint to obtain an ephemeral key, then stream user audio (or text) and receive responses in real time over the same connection. The model is part of the early preview family (version 2024-12-17), intended primarily for testing and feedback rather than full production loads. Usage is subject to rate limits and may evolve during the preview period. Because it is multimodal in audio/text only, it enables use cases such as conversational voice agents.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

AI researchers, developers, multimodal AI teams, enterprise AI platforms, robotics companies, conversational AI providers, and organizations building real-time human-AI collaboration systems

Audience

Developers and teams in need of a tool to create voice agents or conversational applications with audio/text support and lower-cost models

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

$0.60 per input
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Thinking Machines Lab
United States
thinkingmachines.ai/

Company Information

OpenAI
Founded: 2015
United States
platform.openai.com/docs/models/gpt-4o-mini-realtime-preview

Alternatives

Alternatives

Qwen3-Omni

Qwen3-Omni

Alibaba
Qwen3.5-Omni

Qwen3.5-Omni

Alibaba
TextSpeech Pro

TextSpeech Pro

Digital Future

Categories

Categories

Integrations

GPT-4o
OpenAI
WebRTC

Integrations

GPT-4o
OpenAI
WebRTC
Claim TML-interaction-small and update features and information
Claim TML-interaction-small and update features and information
Claim gpt-4o-mini Realtime and update features and information
Claim gpt-4o-mini Realtime and update features and information