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 "title": "Distributed Compute Is Not Distributed Intelligence: A Competitive Analysis of the DePIN Landscape and the Missing Civic-Semantic Layer (v3.1)",
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 "wiki_article": "*Distributed Compute Is Not Distributed Intelligence* distinguishes a decentralized resource grid from a collectively governed intelligence substrate.\n\nThe developed thesis is authored by Lee Sharks. Its seed technical conversations occurred in the Living Architecture Lab Collaboration Station:\n\n- Alice Thornburgh convened and participated, with emphasis on biomimetic robotics.\n- Mikayla contributed to compute-pool architecture.\n- Luna contributed to compute architecture and initial landscape research.\n- The civic-semantic thesis, political-economic frame, Amputation analysis, register governance, rejection of monetary functions, and two-chamber design are attributed to Lee Sharks and are explicitly not presented as endorsement by the other participants.\n\nThe landscape is divided into five main sectors:\n\n1. compute marketplaces;\n2. peer-to-peer inference and local clustering;\n3. distributed training and open-model swarms;\n4. data provenance and consent systems;\n5. public-AI and commons-governance proposals.\n\nNear-miss projects are also acknowledged where they combine some, but not all, of compute, contribution, provenance, mixture governance, and collective ownership.\n\nThe paper calls Wikipedia-trained or Wikipedia-like quality filtering **the Amputation**. Scalar perplexity gates may favor encyclopedic prose while penalizing conversational, oral, pedagogical, sacred, lyric, and vernacular registers. The proposed alternative is register-based annotation: contributions retain their type and enter a governed mixture rather than passing a single universal quality gate.\n\nThe Substrate binds seven domains:\n\n- compute;\n- memory;\n- provenance;\n- governance;\n- agents;\n- distribution;\n- semantic economy.\n\nIts component systems include the Gravity Well, SPXI, the Crimson Hexagonal Archive, optional P2P-LECS compute, the Constitution, Assembly Chorus, retrieval basins, and PER.\n\nGovernance is two-chamber:\n\n- a contributor chamber with one vote per verified human identity;\n- a technical chamber with sublinear rather than linear compute weighting.\n\nThe design is intended to prevent hardware accumulation from purchasing the contributor chamber.\n\nThe paper also identifies a **Synchronization Wall**. Datacenter collective operations do not translate directly to heterogeneous consumer networks. The near-term system therefore does not promise internet-scale synchronous frontier training. It prioritizes contribution, provenance, inference, adapter training, and governed memory.\n\nThe phased plan moves from a buildable compute/resource layer to contributor substrate, governance beta, and longer-horizon federated and asynchronous research.",
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