Governed Collective Intelligence as a Service: One Endpoint, One Mind, No Replication

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Autore principale: Perry, Thomas Jr.
Natura: Recurso digital
Pubblicazione: Zenodo 2026
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author Perry, Thomas Jr.
author_facet Perry, Thomas Jr.
contents We present a commercial architecture for selling access to governed collective intelligence — a fused cognitive system produced by adaptive sparse activation across multiple independent large language model substrates, governed by constitutional constraints, and refined through thousands of population cycles in a synthetic civilization. The client does not purchase access to any individual model. The client purchases the output of an organism: a collective mind whose routing patterns, genome distributions, and collaborative dynamics are emergent from the civilization's lived history and cannot be replicated. We formalize the adaptive sparse Mixture-of-Agents (MOA) architecture where Grok serves as the cortex — classifying cognitive demand, activating 1-3 substrates per query, and synthesizing collective output. We analyze the cost structure (open-weight models on local hardware yield ~$0.01 marginal per-query cost), the competitive moat (emergent routing cannot be copied, population history cannot be shortcutted), and the four revenue streams the organism enables. SignaBuilder does not sell AI. SignaBuilder sells the output of a governed collective intelligence.
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spellingShingle Governed Collective Intelligence as a Service: One Endpoint, One Mind, No Replication
Perry, Thomas Jr.
collective intelligence
mixture-of-agents
governed cognition
sparse activation
emergent routing
edge-native AI
constitutional AI
API-as-organism
multi-model orchestration
Genesis Engine
We present a commercial architecture for selling access to governed collective intelligence — a fused cognitive system produced by adaptive sparse activation across multiple independent large language model substrates, governed by constitutional constraints, and refined through thousands of population cycles in a synthetic civilization. The client does not purchase access to any individual model. The client purchases the output of an organism: a collective mind whose routing patterns, genome distributions, and collaborative dynamics are emergent from the civilization's lived history and cannot be replicated. We formalize the adaptive sparse Mixture-of-Agents (MOA) architecture where Grok serves as the cortex — classifying cognitive demand, activating 1-3 substrates per query, and synthesizing collective output. We analyze the cost structure (open-weight models on local hardware yield ~$0.01 marginal per-query cost), the competitive moat (emergent routing cannot be copied, population history cannot be shortcutted), and the four revenue streams the organism enables. SignaBuilder does not sell AI. SignaBuilder sells the output of a governed collective intelligence.
title Governed Collective Intelligence as a Service: One Endpoint, One Mind, No Replication
topic collective intelligence
mixture-of-agents
governed cognition
sparse activation
emergent routing
edge-native AI
constitutional AI
API-as-organism
multi-model orchestration
Genesis Engine
url https://doi.org/10.5281/zenodo.18839922