In this episode of Tank Talks, Matt Cohen sits down with Aidan Madigan-Curtis, Partner at Eclipse, for a sharp conversation on physical AI, frontier tech, robotics, manufacturing, and the future of building in the real world. Aidan shares her unlikely path from a small mountain town in Penticton to Harvard, Bridgewater, Apple, Samsara, and now Eclipse, where she invests at the intersection of atoms and bits.

She breaks down what factory floors taught her that most software-first founders miss, why physical AI is becoming one of the biggest venture capital opportunities of the next decade, and what the U.S. and Canada must understand about China’s manufacturing advantage. From launching the first Apple Watch manufacturing lines to scaling Samsara’s hardware operations and investing in autonomous excavation, robotics, energy, defense, and supply chain technology, Aidan brings a rare operator-investor perspective to one of the most important shifts happening in tech today.

Buckle up to understand why the next wave of AI won’t just live in software; it will reshape factories, robots, infrastructure, and the physical world around us.

The Unlikely Path from Penticton to Harvard (00:04:25)

Aidan shares the wild story of growing up in a tiny Canadian mountain town, applying to Harvard almost by accident, and nearly missing her acceptance letter because it sat undelivered in a PO box. She reflects on how community support, risk-taking, and a willingness to swing big shaped the rest of her career.

Bridgewater, Systems Thinking, and Conviction Investing (00:09:00)

Aidan explains how Bridgewater’s fundamental, systematic approach to markets shaped how she evaluates venture opportunities today. She breaks down why Eclipse starts with deep theses, pressure-tests industries, and backs founders before the market fully understands where the world is going.

The Factory Floor Lesson Every Founder Needs (00:17:27)

Drawing from her time launching Apple Watch manufacturing lines, Aidan explains why the best founders must balance brutal honesty with extreme optimism. She argues that founders who get “high on their own supply” lose touch with reality, while founders without belief cannot rally a team to do the impossible.

Why Physical AI Was the Bet Before It Was Cool (00:20:34)

Aidan walks through her career pattern of choosing the “unsexy” path before it becomes obvious: Bridgewater before it was famous, Apple supply chain when software was eating the world, Samsara before industrial IoT was hot, and Eclipse before physical AI became a major venture category.

China’s “Vibe Manufacturing” Advantage (00:28:37)

Aidan unpacks Eclipse’s China Field Notes and explains what “vibe manufacturing” really means: a deeply layered, highly competitive, fast-moving manufacturing ecosystem that can turn ideas into physical products at extraordinary speed. She discusses China’s compounding advantage in tooling, suppliers, human capital, robotics, and government-backed industrial competition.

Where the U.S. Is Ahead and Behind in Robotics (00:37:18)

Aidan breaks down the robotics race between the U.S. and China. She says the U.S. remains highly competitive in embodied AI, autonomy, and goal-oriented machine intelligence, but lags badly in manufacturing depth, actuators, magnets, physical iteration speed, and lower-level robotic control.

The Robotics Data Problem (00:41:14)

Aidan explains why video data alone is not enough to build general-purpose robotics. She discusses the need for proprioception, haptics, physics data, and real-world interaction data, plus why China’s robotic data farms could become a major strategic advantage.

Canada’s Opportunity in AI, Energy, and Deep Tech (00:44:47)

As a Canadian-born investor, Aidan lays out where Canada can win: talent attraction, smart immigration policy, abundant clean energy, AI infrastructure, university research, biotech, quantum, defense, and strategic government offtake. She argues Canada has the raw ingredients to become a major player if it moves with urgency.

Eclipse’s Interest in Canadian Founders (00:49:20)

Aidan shares that Eclipse is already investing in Canada, including companies in Toronto and Vancouver, and is actively interested in deep tech and physical AI founders coming out of Canada’s strongest ecosystems.

About Aidan Madigan-Curtis

Aidan Madigan-Curtis is a Partner at Eclipse, where she invests in physical AI, robotics, manufacturing, energy, defense, supply chain, and frontier technology companies. Before Eclipse, she was an early executive at Samsara, helping scale the industrial IoT company from pre-product to public company. She previously worked on Apple’s manufacturing team for the first Apple Watch and began her career at Bridgewater, where she developed a systems-thinking approach to markets and complex industries.

Connect with Aidan Madigan-Curtis on LinkedIn: https://www.linkedin.com/in/aidan-madigan-curtis/

Visit the Eclipse website: https://eclipse.capital/

Connect with Matt Cohen on LinkedIn: https://ca.linkedin.com/in/matt-cohen1

Visit the Ripple Ventures website: https://www.rippleventures.com/

This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit tanktalks.substack.com

The Brutal Truth About Hardware Startups and Physical AI with Aidan Madigan-Curtis of Eclipse Capital

Tank Talks By Ripple Ventures

The Brutal Truth About Hardware Startups and Physical AI with Aidan Madigan-Curtis of Eclipse Capital