Internet computer A blockchain project that has tried to differentiate from rivals doubles on its lanes as the go-to-network for artificial intelligence on-chain (AI).
This may be the beginning of a new tech stack – one in which AI, not humans, becomes the primary developer of applications, according to Dominic Williams, founder of the Internet Computer Developer Dfinity.
Williams claimed that while crypto prices remain driven largely by market mechanics – treasury operations, liquidity games and speculation – the underlying technology will eventually force a calculation in an interview with Coindesk.
“In the long term, the markets begin to reflect realities on Earth,” he said. “But you don’t yet see what’s happening to Internet computer is reflected in the ICP’s price.”
Runs AI On-Chain
The Internet computer first demonstrated neural networks that ran as smart contracts last April, starting with image classification and later face recognition, Williams said.
While these were relatively simple models compared to large language models – the kind that drives AI tools like Chatgpt and Gemini – they were evidence of concept: AI can run naturally on a blockchain. No other network has achieved this, Williams pointed out despite the fact that “decentralized ai.”
Where others rely on infrastructure outside the chain as Amazon Web Services, ICP seeks to integrate the full AI development and execution stack on-chain. Williams describes this as “a self -writing internet” – a system where users describe what they want and an AI delivers it as a work application that hosts the Internet computer directly.
The bigger idea, Williams said, is that AI himself will replace much of today’s developer process. Instead of people writing code, configuring databases and maintaining servers, an AI spin with applications could immediately update them continuously and secure resilience through blockchain-based warranties.
This refreshes blockchain not only as a settlement layer for tokens, but as the optimal environment for AI-generated applications. ICPS designs with features such as “Reverse Gas” model, where developers pay for the calculation costs of their applications, rather than requiring end users to pay a transaction fee – removing the need for firewalls or database migrations that plague traditional infrastructure.
“AI develops these apps hundreds of times faster than humans could,” Williams said. “And because there is no system administrators standing at, you need the protective frames that only blockchain can give.”
Williams pointed to early hackathons where ordinary people used AI on ICP to build apps: from a crowddsourced pothole carding platform, to a tool for generating wills and health directives.
The vision is that such tools could spread in millions. Entrepreneurs, small businesses and even NGOs could create customized apps without technical expertise that pays for use with Fiat, while the crypto -tokens supports the system behind the scenes.
Price action is still hanging
Despite this development, the ICP Token has not yet seen sustained momentum. It gathered briefly when AI integrations were announced last year, but have since traded more in line with a wider market atmosphere than with user recording.
Williams accepts this interruption but predicts that markets can catch up very soon.
“This can be the first time Web3 actually says web2 technologically without a token incentive in sight,” Williams said. “The shock will be when people are aware that they can just talk to an AI, and a blockchain app will appear on a URL.”



