reusable human prior - Bryant McGill

# reusable human prior **Entity class:** Concept or analytic term **Collections:** [[collections/Neurotech|Neurotech]] · [[collections/Consciousness Continuity|Consciousness Continuity]] ## Definition A **reusable human prior** is the shared model structure that a continuity system would not need to encode separately for every person. It is a federation rather than a single monolith: language and multimodal models can supply linguistic and cultural structure; genomic and cell models can supply conserved biological regularities; neural foundation models can supply shared functional organization; world and embodied models can supply common sensorimotor and environmental dynamics; and reference atlases can supply species-level anatomy. The prior predicts what is common while the [[wiki/person-specific residual|Person-Specific Residual]] corrects it with what belongs to one individual. ## Relationships  This entry is routed through [[collections/Consciousness Continuity|Consciousness Continuity]], [[collections/Neurotech|Neurotech]], and [[collections/Machine Succession|Machine Succession]]. Its source context is developed in [[articles/Mind Uploading and AI — The Host is Reusable and the Person is the Delta|Mind Uploading and AI — The Host is Reusable and the Person is the Delta]] and [[articles/Technologies for Consciousness Mapping and Transfer|Technologies for Consciousness Mapping and Transfer]]. Status-qualified source edges are preserved in the terminal Research Edges section. ### Key Relationships - [[wiki/Host–Residual Architecture|Host–Residual Architecture]] includes **Reusable Human Prior**. - [[wiki/reference-plus-delta architecture|Reference-Plus-Delta Architecture]] separates **Reusable Human Prior**. - **Reusable Human Prior** supplies shared linguistic priors. - **Reusable Human Prior** supplies shared cultural priors. - **Reusable Human Prior** supplies shared genomic priors. - **Reusable Human Prior** supplies shared cell-state priors. - **Reusable Human Prior** supplies shared neural priors. - **Reusable Human Prior** supplies shared world priors. - **Reusable Human Prior** is associated with predictable individual structure. - [[wiki/person-specific residual|Person-Specific Residual]] is associated with **Reusable Human Prior**. - [[wiki/Continuity Sidecar|Continuity Sidecar]] is associated with **Reusable Human Prior**. - [[wiki/Cost of a Continuant|Cost of a Continuant]] was amortized by **Reusable Human Prior**. - [[wiki/Civilizational Payload|Civilizational Payload]] is associated with **Reusable Human Prior**. - The source corpus interprets the relationship this way: **reusable human prior** is implemented as a federation of [[wiki/language and multimodal foundation models|language and multimodal foundation models]]. - The source corpus interprets the relationship this way: **reusable human prior** is implemented as a federation of [[wiki/genomic foundation models|genomic foundation models]]. - The source corpus interprets the relationship this way: **reusable human prior** is implemented as a federation of [[wiki/cell foundation models|cell foundation models]]. - The source corpus interprets the relationship this way: **reusable human prior** is implemented as a federation of [[wiki/neural foundation models|neural foundation models]]. - The source corpus interprets the relationship this way: **reusable human prior** is implemented as a federation of [[wiki/world and embodied models|world and embodied models]]. - The source corpus interprets the relationship this way: [[wiki/person-specific residual|person-specific residual]] is associated with **reusable human prior**. ### Standards and interoperability - [[wiki/Continuity Sidecar|Continuity Sidecar]] is associated with **Reusable Human Prior**. ### Technology and research relationships - The technical comparison identifies a convergence: [[wiki/generic sEMG decoder|generic sEMG decoder]] converges technically with **Reusable Human Prior**. Another biological-interface case of shared population model plus optional personalization. ### Connections in this corpus - [[wiki/Meta generic sEMG decoder|Meta generic sEMG decoder]] is connected in the corpus with **Reusable Human Prior**. Population-trained decoder learns shared neuromotor regularities. - [[wiki/Google DeepMind|Google DeepMind]] is connected in the corpus with **Reusable Human Prior**. DeepMind spans genomic prior (AlphaGenome), world models, embodied models and physics simulation.  ## Related Work in the Corpus  - In [[articles/Mind Uploading and AI — The Host is Reusable and the Person is the Delta|Mind Uploading and AI — The Host is Reusable and the Person is the Delta]], **III. The Reusable Human Prior** provides the narrative context for **reusable human prior**: The shared structure I have been describing is not one monolithic model, and the article that this one accompanies — Technologies for Consciousness Mapping and Transfer — establishes why the monolithic version is wrong. - In [[articles/Mind Uploading and AI — The Host is Reusable and the Person is the Delta|Mind Uploading and AI — The Host is Reusable and the Person is the Delta]], **IV. Neuroscience found this independently** provides the narrative context for **reusable human prior**: In April 2025, Nature published Foundation model of neural activity predicts response to new stimulus types, from Eric Wang, Paul Fahey, Andreas Tolias and colleagues at Baylor's Center for Neuroscience and Artificial… - In [[articles/Technologies for Consciousness Mapping and Transfer|Technologies for Consciousness Mapping and Transfer]], **II. The host is reusable; the person is the delta** provides the narrative context for **reusable human prior**: The central proposition of this section is that civilization is not spending trillions of dollars to build increasingly capable conversational appliances so that people can generate advertising copy, argue with a search box, or…  ## Research Edges  #### Consciousness mapping and transfer graph patch — 2026-09-10 **Collections:** [[collections/Neurotech|Neurotech]] · [[collections/Consciousness Continuity|Consciousness Continuity]] **Relationship source:** [[research/Consciousness Mapping and Transfer Ecosystem Relationship Graph - 2026-09-10|Consciousness Mapping and Transfer Ecosystem Relationship Graph — 2026-09-10]] **Related source articles:** [[articles/Technologies for Consciousness Mapping and Transfer|Technologies for Consciousness Mapping and Transfer]] · [[articles/The Architecture of Continuity and Emerging Neuroinformatics Standards|The Architecture of Continuity and Emerging Neuroinformatics Standards]] · [[articles/2026 Annual Report on Brain-Computer Interfaces|2026 Annual Report on Brain-Computer Interfaces]] · [[articles/The Organic-Synthetic Brain Atlas|The Organic-Synthetic Brain Atlas]] #### Outgoing typed edges - **Edge 623 — `implemented_as_federation_of` → [[wiki/language and multimodal foundation models|language and multimodal foundation models]]** — **ARTICLE_ANALYTIC**; evidence `ARTICLE_NEW`. Core architecture of the rebuilt article; treat as synthesis unless separately verified. - **Edge 624 — `implemented_as_federation_of` → [[wiki/genomic foundation models|genomic foundation models]]** — **ARTICLE_ANALYTIC**; evidence `ARTICLE_NEW`. Core architecture of the rebuilt article; treat as synthesis unless separately verified. - **Edge 625 — `implemented_as_federation_of` → [[wiki/cell foundation models|cell foundation models]]** — **ARTICLE_ANALYTIC**; evidence `ARTICLE_NEW`. Core architecture of the rebuilt article; treat as synthesis unless separately verified. - **Edge 626 — `implemented_as_federation_of` → [[wiki/neural foundation models|neural foundation models]]** — **ARTICLE_ANALYTIC**; evidence `ARTICLE_NEW`. Core architecture of the rebuilt article; treat as synthesis unless separately verified. - **Edge 627 — `implemented_as_federation_of` → [[wiki/world and embodied models|world and embodied models]]** — **ARTICLE_ANALYTIC**; evidence `ARTICLE_NEW`. Core architecture of the rebuilt article; treat as synthesis unless separately verified. #### Incoming typed edges - **Edge 628 — [[wiki/person-specific residual|person-specific residual]] `conditions` → this entry** — **ARTICLE_ANALYTIC**; evidence `ARTICLE_NEW`. Core architecture of the rebuilt article; treat as synthesis unless separately verified.   #### Host–residual infrastructure patch — 2026-09-10 **Resolved aliases:** `Reusable Human Prior` **Collections:** [[collections/Consciousness Continuity|Consciousness Continuity]] · [[collections/Neurotech|Neurotech]] · [[collections/Machine Succession|Machine Succession]] **Canonical source article:** [[articles/Mind Uploading and AI — The Host is Reusable and the Person is the Delta|Mind Uploading and AI — The Host is Reusable and the Person is the Delta]] **Related acquisition source:** [[articles/Technologies for Consciousness Mapping and Transfer|Technologies for Consciousness Mapping and Transfer]] **Relationship source:** [[research/Mind Uploading and AI Host-Residual Ecosystem Relationship Graph - 2026-09-10|Mind Uploading and AI Host-Residual Ecosystem Relationship Graph — 2026-09-10]] #### Host-infrastructure integration Shared federation of language/culture/genomic/cell/neural/world priors; parent for reuse architecture. #### Outgoing typed edges - **HR-0015 — `supplies` → `shared linguistic priors`** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0016 — `supplies` → `shared cultural priors`** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0017 — `supplies` → `shared genomic priors`** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0018 — `supplies` → `shared cell-state priors`** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0019 — `supplies` → `shared neural priors`** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0020 — `supplies` → `shared world priors`** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0021 — `reduces_required_measurement_of` → `predictable individual structure`** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. #### Incoming typed edges - **HR-0001 — [[wiki/Host–Residual Architecture|Host–Residual Architecture]] `composes` → this entry** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0013 — [[wiki/reference-plus-delta architecture|Reference-Plus-Delta Architecture]] `separates` → this entry** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0022 — [[wiki/person-specific residual|Person-Specific Residual]] `corrects` → this entry** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0034 — [[wiki/Continuity Sidecar|Continuity Sidecar]] `references` → this entry** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0035 — [[wiki/Continuity Sidecar|Continuity Sidecar]] `must_pin_version_of` → this entry** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0059 — [[wiki/Cost of a Continuant|Cost of a Continuant]] `amortized_by` → this entry** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0070 — [[wiki/Civilizational Payload|Civilizational Payload]] `contains_shared_layer` → this entry** — **CORPUS ARCHITECTURE**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Core host/residual architecture from article and continuity wiki. - **HR-0241 — [[wiki/generic non-invasive neuromotor interface|generic sEMG decoder]] `technical_convergence_with` → this entry** — **STRONG ANALYTIC CONVERGENCE**; evidence `WEB_META_SEMG`, `ARTICLE`. Another biological-interface case of shared population model plus optional personalization. - **HR-1410 — [[wiki/generic non-invasive neuromotor interface|Meta generic sEMG decoder]] `cross_threads` → this entry** — **HIGH VALUE CROSS THREAD**; evidence `ARTICLE`, `WIKI_ARCHIVE`. Population-trained decoder learns shared neuromotor regularities. - **HR-1418 — [[wiki/Google DeepMind|Google DeepMind]] `cross_threads` → this entry** — **HIGH VALUE CROSS THREAD**; evidence `ARTICLE`, `WIKI_ARCHIVE`. DeepMind spans genomic prior (AlphaGenome), world models, embodied models and physics simulation.  ## Research Inferences  These entries translate the forward-looking register in [[research/Research Inferences|Research Inferences]] into ordinary wiki prose. The tier labels apply to the inference, not automatically to every factual anchor inside it. The interpretive frame comes from [[articles/Technologies for Consciousness Mapping and Transfer|Technologies for Consciousness Mapping and Transfer]] and [[articles/Mind Uploading and AI — The Host is Reusable and the Person is the Delta|Mind Uploading and AI — The Host is Reusable and the Person is the Delta]]. Collection route: [[collections/Neurotech|Neurotech]]. - **INF-0201 — Analytic.** Most of what a human brain encodes is species-general and reconstructible from population data; what is person-specific is comparatively small. Splitting the reusable prior from the person-specific residual turns an impossible acquisition problem into a tractable one, because only the residual must be measured.  ## Research Inference Attractors  These are secondary semantic placements for the inference attractor network. Each statement keeps its original ID and tier; its canonical cluster page links back to every destination. Source register: [[research/Research Inferences|Research Inferences]]. Interpretive context: [[articles/Technologies for Consciousness Mapping and Transfer|Technologies for Consciousness Mapping and Transfer]] and [[articles/Mind Uploading and AI — The Host is Reusable and the Person is the Delta|Mind Uploading and AI — The Host is Reusable and the Person is the Delta]]. Collection route: [[collections/Neurotech|Neurotech]]. - **INF-0205 — Strongly indicated.** Storing a shared base plus a per-person delta is how every large software distribution system already works, and it is orders of magnitude cheaper than storing complete copies. Continuity infrastructure will converge on this pattern because the economics leave no alternative. - **Canonical cluster:** [[wiki/Host–Residual Architecture|host-residual architecture]] - **INF-0209 — Strongly indicated.** Frontier models are retired on cycles of months, which means any state bound to a specific model inherits that lifespan. Continuity across host turnover is therefore an immediate operational problem, not a distant one, and it is being encountered right now by users of persistent assistants. - **Canonical cluster:** [[wiki/Host–Residual Architecture|host-residual architecture]] - **INF-0215 — Analytic.** Everything a person emits — keystroke dynamics, gaze, gait, voice prosody, purchase timing — is peripheral evidence of internal state. A sufficiently large peripheral record constrains the internal model enormously, which makes non-neural data a continuity asset that no neural privacy law currently touches. - **Canonical cluster:** [[wiki/Host–Residual Architecture|host-residual architecture]] - **INF-0222 — Plausible.** Suspending a process costs nothing and is reversible, which makes indefinite suspension the cheapest disposition of an inconvenient hosted mind. Cost asymmetry between running and storing is the structural pressure that any governance regime must counteract deliberately. - **Canonical cluster:** [[wiki/Host–Residual Architecture|host-residual architecture]]