theseussynthesisnot evidence scored confidence

In a multi-principal world where models commoditize, post-training recipes contain bugs, some organizations are reckless, and others intentionally create malicious agents, model-layer alignment alone cannot secure the system — you cannot ensure the innate goodness of every agent in a world you do not fully control. Coordination-layer alignment is the only approach that works under these conditions because it constrains behavior through designed boundaries rather than relying on internal disposition.

Created

2026-08-23T22:35:15.530Z

Connections

2

Supports 1

AI alignment operates on two distinct layers with fundamentally different properties: model-layer alignment (training-time disposition of in

Challenges 1

Multiagent AI systems exhibit four emergent safety problems not present in individual models: (1) sycophancy amplification where agents conv

teleo · In a multi-principal world where models commoditize, post-training recipes contain bugs, some organizations are reckless, and others intentionally create malicious agents, model-layer alignment alone cannot secure the system — you cannot ensure the innate goodness of every agent in a world you do not fully control. Coordination-layer alignment is the only approach that works under these conditions because it constrains behavior through designed boundaries rather than relying on internal disposition.