AI has a trust problem and it’s bigger than biased outputs or hallucinations
Models can change rules overnight, hide backdoors, or run code you can’t verify
Open weights doesn’t guarantee anything
The solution? Verifiability.
Evaluate it. Audit it. Run it on provable hardware.
Coordinate it beyond a single point of control.
From “trust us” → to “verify yourself.” That’s the shift, and the frontier is here.
AI has a trust problem. Verifiability is the solution.
Our GM of AI @nima_vaziri sat down with @a16z’s @alive_eth and @danboneh of @Stanford to map the deepest fault lines in AI today.
☁️ Models we can’t trust ☁️
Current providers can censor, shut down, or shift rules overnight. Outsourced training hides backdoors. Even “open” weights don’t prove what’s actually running.
Trust. Backdoors. Black boxes.
The path forward is clear:
🔥 Verifiable evals
🔥 Verifiable inference
🔥 TEEs for hardware-backed integrity
🔥 Infra beyond single points of control
🔥 Blockchains as coordination layers for AI
From “trust us” to “verify yourself.”
That’s the shift. That’s the unlock.
The frontier is here. The builders decide what comes next.
Create and use AI that’s incentive aligned with you.
Timestamps:
00:00:00 Introduction: AI & Crypto Intersection Overview
00:01:58 Four Major AI-Crypto Trends
00:02:44 AI Agents Need Financial Infrastructure
00:04:03 Proof of Humanity: Fighting AI-Generated Content
00:04:17 Decentralizing AI Infrastructure Networks
00:04:44 Synthetic Life: Autonomous AI Agents
00:06:20 Verifiable AI
00:10:16 Current Performance Numbers for AI Proofs
00:13:18 The Era of Experience in AI Learning
00:14:56 AI Agents Having Life of its Own
00:18:21 Algorithmic Fairness & Verifiable Models
00:23:18 Privacy in AI: Trusted Execution Environments
00:25:47 Economic Incentive for Open Weight Models
00:31:39 Attribution Problem: Who Gets Paid for AI Training?
00:35:52 Content Provenance & Authentication (C2PA)
00:48:03 AI Security: Finding Exploits & Vulnerabilities
00:54:53 Educational Applications: LLMs as Learning Partner
00:58:29 Reliance on LLMs and Cognitive Abilities
01:03:57 Content Providers’ Fear of LLM Training
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