Top Traders Unplugged

IL44: From AI Hype to Transformative AGI ft. Aubrie Pagano

Mittwoch, 31. Dezember 2025 · 1 h 03

MP3

Shownotes

In this Ideas Lab episode, Kevin Coldiron speaks with venture capitalist and former founder Aubrie Pagano about what stands between today’s AI hype and a truly transformative AGI economy. Rather than treating AI as destiny, Aubrie maps the frictions that hold it back: hard power limits, fragile industrial data, and agents that still cannot coordinate with humans or each other. She explains why we may be a full capital cycle or two away from real AGI and why that delay is precisely where the best opportunities lie. The conversation then widens into the “Aquarius Economy,” a possible future in which human agency, not algorithms, becomes the scarcest and most valuable asset.
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Episode TimeStamps:
- Why agent coordination is still clunky and unreliable
- Intro to Top Traders Unplugged and performance risk framing
- Kevin sets up the Ideas Lab and today’s focus on AGI
- Aubrie’s background as founder, researcher and VC shaping her lens
- Why she wrote about AGI and the Aquarius Economy
- AGI as the last cycle built on labor scarcity
- The blockers framework and why AGI may be a cycle or two away
- Blocker 1: energy constraints and the race for firm power
- Where investment opportunities emerge in power and grid resilience
- Blocker 2: foundational industry data gaps and Moravec’s paradox
- Skilled trades as a bottleneck and a long term opportunity
- Blocker 3: agent to human coordination and walled gardens
- Early agent marketplaces and trust mechanisms
- The Aquarius Economy as a framework for future societal structure
- Outlier groups, human agency and implications for investors
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