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Description

TML-Interaction-Small is a multimodal interaction model created by Thinking Machines Lab that enables continuous real-time collaboration between humans and AI across audio, video, and text modalities. The model is designed to move beyond traditional turn-based AI systems by supporting native interaction capabilities such as simultaneous listening and speaking, proactive interjections, visual cue awareness, real-time responses, and ongoing contextual collaboration. TML-Interaction-Small processes interactions through a time-aligned micro-turn architecture that continuously exchanges 200ms streams of input and output, allowing the model to maintain conversational presence while reasoning, responding, and acting concurrently. The system combines an interaction model with an asynchronous background model that handles deeper reasoning, tool usage, browsing, and long-running workflows while the primary interaction layer continues communicating with the user in real time. The architecture allows users to collaborate with AI more naturally through speech, video, messaging, and multimodal inputs without waiting for rigid conversational turn boundaries. Thinking Machines Lab developed the model to improve human-AI collaboration by keeping people actively involved during AI workflows rather than relying solely on autonomous agents. TML-Interaction-Small includes capabilities such as live translation, contextual interruptions, visual-based reactions, concurrent speech processing, time awareness, tool calling, web browsing, and multimodal streaming interaction. The system also introduces encoder-free early fusion techniques, streaming inference optimization, and reinforcement learning strategies optimized for interactive responsiveness and stability.

Description

Maia is an advanced AI superagent platform created by Zyphra to support collaborative work environments through intelligent workflow coordination and multimodal interaction. The platform combines communication, knowledge management, and task execution into a single AI-driven system designed for teams and organizations. Maia allows users to interact using text, voice, and visual inputs, creating a unified reasoning loop that supports more natural and flexible collaboration. Its multiplayer-focused architecture provides shared context and persistent memory so that teams can maintain continuity across tasks, discussions, and workflows. The platform is designed to connect with various tools and systems, helping organizations streamline operations and improve coordination between users and AI. Maia is powered by open foundation models, allowing businesses to customize and control the AI environment according to their needs and compliance requirements. Zyphra emphasizes transparency and sovereign control, making the platform suitable for organizations that prioritize flexibility and data ownership. The system is built to handle complex workflows while enabling intelligent assistance across communication and operational processes. Maia’s multimodal capabilities make it adaptable for a wide range of business interactions and collaborative tasks. By integrating execution, reasoning, and knowledge sharing into one platform, Maia helps teams work more efficiently and make faster decisions. The platform reflects Zyphra’s vision for open, scalable AI systems that support the evolving needs of modern enterprises.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

AlphaCode
Claude
NVIDIA AI Enterprise
Stability AI

Integrations

AlphaCode
Claude
NVIDIA AI Enterprise
Stability AI

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Thinking Machines Lab

Country

United States

Website

thinkingmachines.ai/

Vendor Details

Company Name

Zyphra

Founded

2021

Country

United States

Website

www.zyphra.com

Product Features

Product Features

Alternatives

Alternatives