AIR Group

Exploring artificial intelligence and robotics through applied experimentation.

The AIR Group (AI & Robotics) is a focused initiative within StartupWorks dedicated to understanding, testing, and building intelligent systems in the real world.

We are interested less in hype and more in how AI and robotics actually behave—under constraints, uncertainty, and real operating conditions.

What We Mean by AI & Robotics

Artificial intelligence and robotics are converging fields. Algorithms increasingly make decisions, while machines increasingly act on those decisions in physical and digital environments.

The AIR Group focuses on this intersection:

• Machine learning and reinforcement learning
• Autonomous decision-making systems
• Robotic sensing, movement, and inspection
• Simulation-to-reality workflows
• Human interaction with intelligent machines

How We Approach the Work

AIR Group projects emphasize applied learning and experimentation. We believe understanding comes from building systems and observing how they behave, not just from reading about them.

• Start with simplified models and environments
• Test assumptions through simulation and prototypes
• Iterate based on observed outcomes, not expectations
• Document insights as much as successes

Failure is treated as data. Unexpected results are often the most informative.

Areas of Exploration

While the scope evolves, AIR Group work may include:

• Reinforcement learning for navigation, control, and inspection
• Robotic systems operating in constrained or hazardous environments
• AI-assisted decision tools for infrastructure, energy, or operations
• Simulation platforms for training and testing intelligent agents
• Connections between algorithmic behavior and human oversight

Who This Is For

• Builders and engineers interested in applied AI
• Students exploring robotics or machine learning
• Researchers looking for practical experimentation pathways
• Founders and operators curious about real-world AI limits
• Anyone who wants to understand how intelligent systems behave outside of demos

Relationship to Algorithm Works

AIR Group is closely aligned with Algorithm Works, which focuses on explaining and experimenting with algorithms themselves.

Where Algorithm Works emphasizes learning and exploration, AIR Group emphasizes application, embodiment, and system behavior. Together, they reflect StartupWorks’ broader interest in building technology that is both understandable and usable.

The AIR Group exists to explore how intelligent systems actually work—when theory meets reality, constraints, and consequence.