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
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.