{
  "id": "artifact:the-mind-is-sparse-the-machine-should-remember",
  "slug": "the-mind-is-sparse-the-machine-should-remember",
  "title": "The Mind Is Sparse. The Machine Should Remember.",
  "thesis": "Intelligence requires selection. Continuity requires reconstruction. The human can follow the idea; the machine can hold the thread.",
  "abstract": "A first-person systems thesis connecting constrained human working context, context reinstatement, sparse machine computation, and durable reconstructable agent context into a governed architecture for cognitive re-entry.",
  "topics": [
    "cognitive-continuity",
    "context-reinstatement",
    "sparse-computation",
    "mixture-of-experts",
    "deepseek-harness",
    "context-as-code",
    "ghostmesh",
    "human-ai-systems"
  ],
  "date": "2026-08-18",
  "dateLabel": "Published",
  "published": true,
  "publicationState": "PUBLISHED",
  "updated": "2026-08-18",
  "sourceDates": {
    "created": "2026-08-18",
    "updated": "2026-08-18",
    "published": "2026-08-18"
  },
  "kind": "SharePlane flagship systems thesis",
  "sourceFamily": "SharePlane Platform",
  "href": "artifacts/the-mind-is-sparse-the-machine-should-remember/index.html",
  "contextHref": "records/the-mind-is-sparse-the-machine-should-remember/context.txt",
  "recordHref": "records/the-mind-is-sparse-the-machine-should-remember/work.json",
  "receiptHref": "records/the-mind-is-sparse-the-machine-should-remember/receipt.json",
  "packageHref": "downloads/works/the-mind-is-sparse-the-machine-should-remember.zip",
  "canonicalUrl": "https://shareplane.malott.ai/artifacts/the-mind-is-sparse-the-machine-should-remember/",
  "sources": [
    {
      "id": "source:platform:issue-513",
      "title": "Candidate thesis: The Mind Is Sparse. The Machine Should Remember.",
      "locator": "https://github.com/pinklon/shareplane-platform/issues/513",
      "type": "governing-semantic-authority",
      "role": "Owner intent, semantic boundaries, evidence receipt, relationship decisions, design-memory capture, exact-head UAT acceptance, merge authority, and public Production authorization.",
      "publicationDate": "2026-08-18",
      "retrievedDate": "2026-08-18",
      "publiclyExposed": true
    },
    {
      "id": "source:cognition:todd-marois",
      "title": "Capacity limit of visual short-term memory in human posterior parietal cortex",
      "locator": "https://doi.org/10.1038/nature02466",
      "type": "peer-reviewed-primary-research",
      "publisher": "Nature",
      "publicationDate": "2004",
      "retrievedDate": "2026-08-18",
      "role": "Primary evidence for constrained visual short-term / working-memory capacity.",
      "publiclyExposed": true
    },
    {
      "id": "source:cognition:bays-husain",
      "title": "Dynamic Shifts of Limited Working Memory Resources in Human Vision",
      "locator": "https://pmc.ncbi.nlm.nih.gov/articles/PMC2532743/",
      "type": "peer-reviewed-primary-research",
      "publisher": "Science",
      "publicationDate": "2008",
      "retrievedDate": "2026-08-18",
      "role": "Primary evidence for limited working-memory resource in visual tasks.",
      "publiclyExposed": true
    },
    {
      "id": "source:cognition:manning",
      "title": "Oscillatory patterns in temporal lobe reveal context reinstatement during memory search",
      "locator": "https://pmc.ncbi.nlm.nih.gov/articles/PMC3150951/",
      "type": "peer-reviewed-primary-research",
      "publisher": "PNAS",
      "publicationDate": "2011",
      "retrievedDate": "2026-08-18",
      "role": "Primary evidence for temporal context reinstatement during episodic-memory search.",
      "publiclyExposed": true
    },
    {
      "id": "source:cognition:debettencourt",
      "title": "Neurofeedback helps to reveal a relationship between context reinstatement and memory retrieval",
      "locator": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7034791/",
      "type": "peer-reviewed-primary-research",
      "publisher": "NeuroImage",
      "publicationDate": "2019",
      "retrievedDate": "2026-08-18",
      "role": "Primary evidence linking context reinstatement with recall from the associated context.",
      "publiclyExposed": true
    },
    {
      "id": "source:cognition:weidemann",
      "title": "Distinct cortical systems reinstate the content and context of episodic memories",
      "locator": "https://pmc.ncbi.nlm.nih.gov/articles/PMC8295370/",
      "type": "peer-reviewed-primary-research",
      "publisher": "Nature Communications",
      "publicationDate": "2021",
      "retrievedDate": "2026-08-18",
      "role": "Primary evidence distinguishing content and temporal-context reinstatement in episodic memory.",
      "publiclyExposed": true
    },
    {
      "id": "source:ai:attention-is-all-you-need",
      "title": "Attention Is All You Need",
      "locator": "https://arxiv.org/abs/1706.03762",
      "type": "primary-technical-paper",
      "publicationDate": "2017",
      "retrievedDate": "2026-08-18",
      "role": "Primary architecture source for Transformer attention.",
      "publiclyExposed": true
    },
    {
      "id": "source:ai:deepseek-moe",
      "title": "DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models",
      "locator": "https://arxiv.org/abs/2401.06066",
      "type": "primary-technical-paper",
      "publisher": "DeepSeek AI",
      "publicationDate": "2024",
      "retrievedDate": "2026-08-18",
      "role": "Primary architecture source for sparse expert routing in DeepSeekMoE.",
      "publiclyExposed": true
    },
    {
      "id": "source:ai:deepseek-v3",
      "title": "DeepSeek-V3 Technical Report",
      "locator": "https://arxiv.org/abs/2412.19437",
      "type": "primary-technical-report",
      "publisher": "DeepSeek AI",
      "publicationDate": "2024",
      "retrievedDate": "2026-08-18",
      "role": "Primary source for 671B total / 37B activated parameter example.",
      "publiclyExposed": true
    },
    {
      "id": "source:deepseek:harness",
      "title": "DeepSeek Harness",
      "locator": "https://github.com/deepseek-ai/deepseek-harness",
      "type": "first-party-source-code",
      "publisher": "DeepSeek AI",
      "publicationDate": "2026-08-13",
      "retrievedDate": "2026-08-18",
      "role": "Primary source establishing DeepSeek Harness identity, open-source status, developer-preview posture, and Cordis linkage.",
      "publiclyExposed": true
    },
    {
      "id": "source:deepseek:harness-architecture",
      "title": "DeepSeek Harness Architecture",
      "locator": "https://github.com/deepseek-ai/deepseek-harness/blob/master/docs/architecture.md",
      "type": "first-party-architecture-documentation",
      "publisher": "DeepSeek AI",
      "publicationDate": "2026-08-13",
      "retrievedDate": "2026-08-18",
      "role": "Primary evidence for shared context, durable session events, session-log-derived model context, reconstructability, replay, fork/resume, and replaceable capability seams.",
      "publiclyExposed": true
    },
    {
      "id": "source:cordis:paper",
      "title": "A Programming Paradigm for Spatiotemporal Composability",
      "locator": "https://github.com/cordiverse/paper",
      "type": "first-party-preprint",
      "publisher": "Cordiverse",
      "publicationDate": "2026-08-13",
      "retrievedDate": "2026-08-18",
      "role": "Design basis linked by DeepSeek Harness for Cordis; preprint under active revision.",
      "publiclyExposed": true
    },
    {
      "id": "source:platform:issue-488",
      "title": "When Another Lab Finds the Same Wall",
      "locator": "https://github.com/pinklon/shareplane-platform/issues/488",
      "type": "internal-publication-lineage",
      "publicationDate": "2026-08-15",
      "retrievedDate": "2026-08-18",
      "role": "Durable SharePlane evidence that the DeepSeek Harness / Cordis convergence Work already existed.",
      "publiclyExposed": true
    },
    {
      "id": "source:platform:pr-491",
      "title": "Issue #488: When Another Lab Finds the Same Wall",
      "locator": "https://github.com/pinklon/shareplane-platform/pull/491",
      "type": "internal-publication-lineage",
      "publicationDate": "2026-08-15",
      "retrievedDate": "2026-08-18",
      "role": "Exact Development candidate and owner-UAT lineage for the recalled DeepSeek Harness article.",
      "publiclyExposed": true
    },
    {
      "id": "source:platform:continuity-system",
      "title": "The Continuity System semantic source",
      "locator": "Private repository authority: pinklon/shareplane-platform docs/intake/issue-356/continuity-system.yaml",
      "type": "internal-architecture-authority",
      "retrievedDate": "2026-08-18",
      "role": "Existing SharePlane semantic authority for externalized continuity, reconstruction tax, durable context, and temporary intelligence at the perimeter.",
      "publiclyExposed": true
    }
  ],
  "posture": "Owner-authored first-person systems thesis with primary technical sources, bounded neuroscience claims, explicit analogy limits, and durable internal lineage.",
  "media": [],
  "schema": "shareplane.portable-work.v1",
  "author": {
    "name": "Tony Malott",
    "url": "https://malott.ai/"
  },
  "content": {
    "mediaType": "text/plain",
    "path": "records/the-mind-is-sparse-the-machine-should-remember/context.txt",
    "sha256": "047f04f2eaedbd597e0cd8340771611935f86efbba566aa975c64e2ad0f01e2a",
    "complete": true,
    "extraction": "Native presentation reading order; scripts, styles, and platform chrome excluded."
  },
  "relationships": [
    {
      "source": "artifact:the-mind-is-sparse-the-machine-should-remember",
      "target": "artifact:the-semantic-operating-system",
      "type": "foundation",
      "group": "foundations",
      "label": "Foundation: The Semantic Operating System",
      "explanation": "Stable identity, relationships, authority, temporal state, provenance, evidence, boundaries, and next valid action provide the substrate for governed context reconstruction."
    }
  ],
  "representations": {
    "html": "artifacts/the-mind-is-sparse-the-machine-should-remember/index.html",
    "text": "records/the-mind-is-sparse-the-machine-should-remember/context.txt",
    "json": "records/the-mind-is-sparse-the-machine-should-remember/work.json",
    "package": "downloads/works/the-mind-is-sparse-the-machine-should-remember.zip"
  }
}