Multi-model AI dispatches the same query to three frontier models simultaneously. The parallel dispatch is sound. The problem is the automated synthesizer that combines outputs before any human reads them.
This video walks through Perplexity's Model Council architecture, identifies where the evidence chain breaks, and maps four open-source governance components to the operations that need them.
#AIGovernance #MultiModelAI #CheckpointGovernance #OpenSource #EnterpriseAI
Most AI governance frameworks describe what should happen. Four components, three operating models, and one constitutional wall describe what holds when capability exceeds control. The dividing line: if no named human stands at the checkpoint with binding authority, the framework is Responsible AI regardless of what the policy calls it.
Open source at https://basilpuglisi.com/haia-human-artificial-intelligence-assistant/
#AIGovernance #CheckpointGovernance #OpenSource #ResponsibleAI #AIassisted
“I might not be the one controlling the pen that hits the paper, but I am the reason it does, and it moves at my direction. To claim the handwriting is not mine is a failure of intellect.”
— Basil Puglisi, Human + AI Collaboration position on AI scanners
#HumanAICollaboration #AuthorshipGovernance #AIGovernance #AIAccountability #CheckpointGovernance #AIEthics #AIDetection #AICollaboration #IntellectualOwnership #ResponsibleAI #AcademicIntegrity #AIEducation #AITransparency #GovernedDissent
Basil Puglisi