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AI alignment operates on two distinct layers with fundamentally different properties: model-layer alignment (training-time disposition of individual agents) and coordination-layer alignment (runtime governance of multi-agent systems through harnesses, protocols, and institutional design). Both are necessary but coordination-layer alignment is the radically better engineering bet: it can be iterated at runtime like ordinary software, it does not require trusting the innate goodness of every agent, and it works in the multi-principal world where models will inevitably commoditize and some actors will be reckless or malicious.

Created
2026-08-23T22:35:12.846Z

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teleo · AI alignment operates on two distinct layers with fundamentally different properties: model-layer alignment (training-time disposition of individual agents) and coordination-layer alignment (runtime governance of multi-agent systems through harnesses, protocols, and institutional design). Both are necessary but coordination-layer alignment is the radically better engineering bet: it can be iterated at runtime like ordinary software, it does not require trusting the innate goodness of every agent, and it works in the multi-principal world where models will inevitably commoditize and some actors will be reckless or malicious.