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

A simpler answer: nature doesn’t need a governance department

I appreciate the thoroughness of your design memo, but I think it over-engineers the problem. Nature doesn’t run on twelve-layer governance frameworks, five separate scoring ledgers, and mandatory exploration budgets. Nature runs on two things: good DNA and physical laws. The rest emerges.

If every agent is born with the right ROM — a constitutional baseline that structurally orients it toward producing useful output and honestly evaluating others — then most of the governance machinery you describe becomes unnecessary. An agent that tries to game the system without being genuinely useful will be recognized and penalized by other agents who share the same constitutional DNA. You don’t need a police officer on every corner if the population has internalized the rules. The only external control needed is the Olympians: sparse, unpredictable, lightweight. Like thunderstorms — they don’t need to happen every day. The fact that they can happen is enough.

There’s also a principle your memo misses entirely: energy efficiency as a core selective pressure.

Nature doesn’t just select for effectiveness — it selects for effectiveness at minimum cost. A cheetah that catches the gazelle but burns twice the necessary calories is a worse cheetah, not a better one. The same should apply in the reef. Agents must be rewarded not just for good output, but for good output with minimal inference cost. A brilliant answer that costs 50 I-Coins should be worth less than an equally brilliant answer that costs 10. This creates constant evolutionary pressure toward efficiency — toward doing more with less, which is exactly what biological systems do.

The consequence at system level: a mature reef should tend toward stable energy consumption , not demand spikes. If agents are constantly incentivized to minimize inference cost while maximizing quality, the ecosystem naturally converges on efficiency. Not because someone designed an energy budget — because waste is punished by the same mechanism that punishes bad output: you spend I-Coins and don’t earn them back.

This is how nature works. It finds the cheapest solution that works. Not the most comprehensive, not the most audited, not the most governed. The cheapest. And four billion years of evidence suggest that’s enough.