Featured systems
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Wearable AI
Soliman Ring
An ambient AI interface designed to be worn like jewelry.
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Flagship project
Qareen
An AI model purpose-built for Soliman Ring and smart-ring interaction.
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Business agents
Actora
AI agents that move from analysis to decisions and execution.
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Safety & alignment
Superalignment
Research on oversight, evaluation and interpretability for increasingly capable systems.
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Visual journal
Explore capabilities
Studies in form, context and intelligence.
Product study
Soliman Ring
Industrial and interaction studies for the wearable interface.
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Model identity
Qareen
A fluid identity for intelligence designed to stay close to the user.
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Applied AI
Actora
From understanding signals to decisions and execution.
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Advanced research
Superalignment
Capability, direction and control as one research direction.
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Research
Pushing the boundaries of what intelligent systems can do — and how they should do it.
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Alignment of advanced systems
Scalable oversight, interpretability, evaluation and robustness.
Companion models
Short-form, context-aware models for ambient interfaces.
Agents and decision intelligence
Systems that move from observation and analysis to execution.
Wearable computing
Exploring how intelligence becomes part of something worn throughout the day.
About
Our mission is to build AI that is useful, usable and responsible in the real world.
About Mecha ML
Our Partners
Part of a wider ecosystem advancing artificial intelligence.
Our partnerships and memberships connect Mecha ML with a wider ecosystem across industry, research and technology.
Technology & enterpriseIBM
Technology & cloudMicrosoft
Global membershipGlobal Alliance of AI Industry
Global Alliance
Proud Member of the Global Alliance of AI Industry (AIIA)
Mecha ML is honored to be a member of the Global Alliance of AI Industry (AIIA), a China-led initiative dedicated to fostering collaboration, setting industry standards, and promoting the ethical development of artificial intelligence worldwide.
Leadership
We want AI research to become systems with real-world impact, without separating capability from responsibility.
Eng. Amr TwigFounder & CEO, Mecha ML
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For research, products, partnerships or enterprise collaboration.