Governed Collective Intelligence as a Service: One Endpoint, One Mind, No Replication
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| Natura: | Recurso digital |
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Zenodo
2026
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| _version_ | 1866901631928369152 |
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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. |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_18839922 |
| institution | Zenodo |
| language | |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| 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 |