AI and Crypto Tokens
What happens when intelligence and incentives share the same infrastructure?
ABCD of Tech Innovation
- A: Augmented Intelligence
- B: Blockchain Integrity
- C: Crypto Incentives
- D: Decentralized Infrastructure
Problems
Instead of a few "God-models" dominating the AI landscape, we're likely to see a world with many smaller, specialized models:
- Rug risk: Developers want to avoid dependence on a single closed-source company.
- Cost-performance trade-off: Smaller, specialized models can be more cost-effective for specific tasks.
- Vertical integration: Entrepreneurs will seek competitive advantages by building their own specialized models.
- Privacy concerns: Organizations may be reluctant to entrust sensitive data to large, generalized models.
Synergy
Cryptocurrency provides unique advantages for the AI ecosystem:
- Coordination Layer: Crypto rails can facilitate collective coordination without centralized control.
- Open, Permissionless API: Allows AI agents to access services and transfer value autonomously.
- Trustlessness: Provides cryptographic assurances for execution and access.
- Censorship-Resistance: Offers unstoppable intelligence outside of government control.
Tech Stack
Key areas where crypto and AI intersect:
- Data Centers and Compute: Decentralized compute for training and inference.
- Data: Crypto incentives for data collection, preparation, and marketplaces.
- Models: Efforts to create decentralized, community-owned AI models.
- Applications: AI agents leveraging crypto rails for autonomous operations.
Bittensor
Context
- LLM Models — Centralised model providers
- AI Modalities — What AI can do
- Crypto Economics — Token incentive design
- Protocols — Where blockchain meets AI coordination
Links
- Delphi Labs — Research on crypto-AI convergence
Questions
When intelligence and incentives share the same infrastructure — who captures the value: the model operator, the data provider, or the network?
- What prevents decentralised compute from becoming a race to the bottom on inference pricing?
- At what model size does self-hosting become cheaper than API access — and does DePIN change that threshold?
- If crypto solves coordination for AI, what stops a centralised provider from simply copying the coordination pattern without the token?