Humans On The Loop

AI Doesn't Have To Be This Way feat. Alex Komoroske

Feb 10, 2026
Alex Komoroske, CEO and co-founder of Common Tools and former product leader at Google and Stripe, outlines privacy-first, decentralized computing and resonant computing as an alternative to centralized AI. He discusses embedding policies with data, confidential compute, emergent folksonomies, LLMs as translators of thought, ambient interfaces, and ephemeral, user-owned software. Quick, provocative, and future-focused.
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INSIGHT

Policy-On-Data Beats Trusting App Code

  • Attach explicit policies to data rather than to app code to control usage.
  • Confidential compute plus remote attestation lets you trust remote runtimes to enforce those policies.
ADVICE

Delegate Policy Defaults To Trusted Agents

  • Let trusted experts or organizations set default data policies for non-expert users.
  • Allow users to delegate policy choice to entities they trust like EFF or a security friend.
INSIGHT

Aggregation Without Identification Is Possible

  • Useful population-level insights can be built from aggregated, non-identifying signals.
  • Differential privacy and simple aggregation thresholds can unlock shared benefits without leaking personal data.
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