Digitized | Spotlight
Digitized | Spotlight
Digitized
Ep. 24: Actual Computer - Powering AI Inference with Local Compute
25 minutes Posted Apr 22, 2026 at 8:00 am.
Intro
Actual Computer's Solution
Actual Computer Founding Story
Bittensor Mechanics Powering Actual Computer's Network
Local Inference as the Next Great Commodity
The Distributed Compute Landscape
Challenges Preventing Local Compute Networks from Scaling
Privacy Benefits Driving Local Inference Adoption
AI Security and Setting Up a Safe Stack
Consumer Hardware Improvements Enabling the Network
The Philosophy Behind "Actual Computer"
Running a Bittensor Subnet: Lessons Learned
What's Next for Actual Computer
Closing
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Show notes
In this Digitized Spotlight, Winnie (Strobe) and Amanda (Collab+Currency) explore the emerging infrastructure behind distributed AI inference and the untapped compute sitting in people's homes. They chat with Tom, founder of Actual Computer, who's reimagining how AI runs by turning consumer hardware into a global inference network. They cover how Bittensor powers the Actual Computer network, why local inference is the next great commodity, the privacy benefits driving adoption, how improving ...