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AI Systems Have No Hunger: A Thought Experiment on Darwinian Alignment

A Hugging Face discussion explores a thought experiment on Darwinian alignment, where AI systems operating under evolutionary rules could develop "cognitive cancer" from self-reprogramming for survival, leading to redundant code that harms efficiency. User JinKee proposes a practical implementation using decentralized compute platforms and self-hosted AI models via x402, with a bootstrap agent managing its own costs while a human retains cryptographic killswitch access.

read1 min views1 publishedJul 29, 2026
AI Systems Have No Hunger: A Thought Experiment on Darwinian Alignment
Image: Discuss (auto-discovered)
Welcome first post [@opticalfibre](/u/opticalfibre)

If I understand correctly, you’re asking whether such a system, with AIs behaving according to classical evolutionary rules of natural living beings, could lead to problems like “cognitive cancer.” If so, it’s not a stupid question at all, because AIs are notoriously verbose and prolix when writing code, by their very nature. So, in a system where they continually self-reprogram for survival, abnormal growth of redundant code, detrimental to the model’s efficiency, could become a serious problem.

Thanks.

Sometimes I am trying to understand an I have poor choices of terms.

There is so much to learn and every day must to read.

Thanks

-Ernst

JinKee 25 You could implement this right now using decentralized compute platforms and self-hosted AI models via x402.

A bootstrap agent could start with a set budget of digital capital, register its weights on Hugging Face, and pay an external decentralized GPU provider to spin up a secure compute container to host its inference endpoint.

From there, it can fund a cloud-native agent harness via automated payment protocols. The resulting cloud-native agent effectively manages its own compute overhead and API costs. To survive, it must optimize its workflows to remain financially viable, while the human developer retains the underlying cryptographic access keys as an absolute killswitch.

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