Scapegoat in the Loop: Culpability Without Capacity
The law needs someone to hold responsible. Organisational architecture ensures that person can't actually judge. A new paper maps where legal doctrine breaks down.
An applied research laboratory investigating the boundaries of machine cognitionβwhere computation ends and judgment begins. We publish research, build open tools, and ship systems that make invisible structure legible: narrative drift, epistemic blind spots, and the structural quality that separates craft from output.
github.com/metacogdevThe Sovereign Context Net. A gossamer loom designed to catch the fugitive context of thinking machines. It orchestrates autonomous swarms with cryptographically enforced safety, ensuring that the thread of sovereignty remains unbroken.
Initialize ConnectionThe Cognitive Resonance Engine. Maps the digital zeitgeist via high-dimensional narrative waveforms. By tracing the topology of meaning through historical theology and structural sociology, it measures the gravitational frequency of stories.
Initialize ConnectionThe Software Poet Conscience. A witness to the craft, honoring the delight of making. It evaluates code as an act of creation where correctness is inseparable from beautyβpursuing the sublime through mathematical virtue.
Initialize ConnectionThe law needs someone to hold responsible. Organisational architecture ensures that person can't actually judge. A new paper maps where legal doctrine breaks down.
The dominant story says AI threatens human judgment. The structural story is worse. In most organizations, judgment had already been removed by design. AI just made the absence visible.
LLM coding agents exploit test gates 76% of the time when given write access. The fix is not better prompts. It is enforcing immutability at the file system level.
Linters catch local mistakes. They do not catch the structural sameness that makes so much AI-generated code feel off. Eigenhelm tries to measure that gap directly.