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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 CerTus SCAFFOLDING?

CerTus SCAFFOLDING is an advanced BIM authoring tool specifically tailored for the creation of scaffold structures. This innovative software equips users with sophisticated 3D modeling features and an extensive library of BIM components, providing unmatched design versatility while significantly reducing the risk of missing important details. Suitable for both small-scale residential jobs and extensive industrial projects, CerTus SCAFFOLDING meets a wide array of construction needs, including those related to roadwork and the upkeep of technical systems in buildings. Users have the option to design scaffolding elements in either a conventional 2D layout or a dynamic 3D workspace, enabling modifications to object properties at any stage of the design process. This harmonious blend of capabilities ensures that every facet of scaffolding design can be precisely customized to meet the unique requirements of each project, resulting in enhanced efficiency and effectiveness in construction planning and execution. Additionally, the software's user-friendly interface allows for easy navigation, making it accessible for both seasoned professionals and newcomers to the field.

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

$24.71 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

ACCA software

Date Founded

1989

Company Location

Italy

Company Website

www.accasoftware.com/en/scaffold-design-software

Categories and Features

Categories and Features

BIM

2D Drawing
3D Modeling
Change Management
Collaboration
Conflict Tracking
Design Modeling
Document Management
For Facility Management
Mobile Access
Scheduling

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