Neural Data Provenance - Bryant McGill

# Neural Data Provenance **Entity class:** Technology, method, or technical system **Domain:** Neuroinformatics / Data Governance **Doc Type:** Technical Concept Node **Maturity:** Essential Practice **Related:** [[BCI Metadata]], [[DICOM]], [[wiki/Brain Imaging Data Structure|Brain Imaging Data Structure]], [[Honest Computing]] --- ## Definition **Neural data provenance** is the traceable history of how a neural record was acquired, calibrated, transformed, annotated, decoded, copied, fused, accessed, and interpreted. It identifies devices, software, versions, people, timestamps, parameters, source files, derived artifacts, and custody changes. ## Key insight Long-lived bits are insufficient if later readers cannot distinguish raw measurement, preprocessing, human annotation, model inference, and generative completion. Provenance is therefore a condition of scientific and personal interpretability. ## Neurotech cluster route **Collection:** [[collections/Neurotech|Neurotech]] **Source articles:** [[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]] ## Relationships [[wiki/Neural Data Provenance|Neural Data Provenance]] is related to [[collections/Neurotech|Neurotech]] through [[articles/The Architecture of Continuity and Emerging Neuroinformatics Standards|The Architecture of Continuity and Emerging Neuroinformatics Standards]] and [[articles/2026 Annual Report on Brain-Computer Interfaces|2026 Annual Report on Brain-Computer Interfaces]].  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/2026 Annual Report on Brain-Computer Interfaces|2026 Annual Report on Brain-Computer Interfaces]], [[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.  ## Read First in the Wiki  - [[wiki/Connectome Proofreading|Connectome Proofreading]] — supplies the related concept or analytic term context needed to place **Neural Data Provenance** within the wider system. - [[wiki/Connectome Reconstruction Infrastructure|Connectome Reconstruction Infrastructure]] — supplies the related concept or analytic term context needed to place **Neural Data Provenance** within the wider system. - [[wiki/Cryptographic Hash|Cryptographic Hash]] — supplies the related concept or analytic term context needed to place **Neural Data Provenance** within the wider system. - [[wiki/Honest Computing|Honest Computing]] — supplies the related concept or analytic term context needed to place **Neural Data Provenance** within the wider system. - [[wiki/Longitudinal Drift|Longitudinal Drift]] — supplies the related concept or analytic term context needed to place **Neural Data Provenance** within the wider system. - [[wiki/Neural Data Sovereignty|Neural Data Sovereignty]] — supplies the related technology, method, or technical system context needed to place **Neural Data Provenance** within the wider system. - [[wiki/Neural Interfaces and Continuity Architecture|Neural Interfaces and Continuity Architecture]] — supplies the related technology, method, or technical system context needed to place **Neural Data Provenance** within the wider system. - [[wiki/Project Silica|Project Silica]] — supplies the related program or project context needed to place **Neural Data Provenance** within the wider system.  ## 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]], **XIV. Versioning becomes existential** provides the narrative context for **Neural Data Provenance**: This is why neural data provenance, content-addressed versioning, cryptographic identity, and re-entry pathways are not bureaucratic overhead. - 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]], **XVII. The landlord problem** provides the narrative context for **Neural Data Provenance**: This is why continuity contracts, custody, provenance, ring zero, and the residual sovereign belong in the same conversation as memory hierarchies and interconnect bandwidth, and why Who Pays for Your Heaven treats hosting as a… - In [[articles/Technologies for Consciousness Mapping and Transfer|Technologies for Consciousness Mapping and Transfer]], **XII. The serialization problem** provides the narrative context for **Neural Data Provenance**: None of this is uploading. - In [[articles/The Architecture of Continuity and Emerging Neuroinformatics Standards|The Architecture of Continuity and Emerging Neuroinformatics Standards]], ****2\. Neuroinformatics Data Structures and File Formats**** provides the narrative context for **Neural Data Provenance**: Concept route: BIDS · BIDS-EEG · NWB · FHIR ImagingStudy · Zarr · OME-Zarr · SpatialData · multiscale image pyramids · digital phenotyping · ecological momentary assessment · neural data provenance.  ## Research Edges  #### Host–residual infrastructure patch — 2026-09-10 **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 This entry is expanded through the concrete host-side relationships and status-qualified edges below. #### Outgoing typed edges - **HR-0804 — `wiki_links_to` → [[wiki/Honest Computing|Honest Computing]]** — **EXISTING WIKI EDGE**; evidence `WIKI_ARCHIVE`. Direct internal link currently present in `Neural Data Provenance.md`. - **HR-0805 — `wiki_links_to` → [[wiki/Neural Data Provenance|Neural Data Provenance]]** — **EXISTING WIKI EDGE**; evidence `WIKI_ARCHIVE`. Direct internal link currently present in `Neural Data Provenance.md`. #### Incoming typed edges - **HR-0357 — [[wiki/Connectome Proofreading|Connectome Proofreading]] `wiki_links_to` → this entry** — **EXISTING WIKI EDGE**; evidence `WIKI_ARCHIVE`. Direct internal link currently present in `Connectome Proofreading.md`. - **HR-0360 — [[wiki/Connectome Reconstruction Infrastructure|Connectome Reconstruction Infrastructure]] `wiki_links_to` → this entry** — **EXISTING WIKI EDGE**; evidence `WIKI_ARCHIVE`. Direct internal link currently present in `Connectome Reconstruction Infrastructure.md`. - **HR-0547 — [[wiki/Cryptographic Hash|Cryptographic Hash]] `wiki_links_to` → this entry** — **EXISTING WIKI EDGE**; evidence `WIKI_ARCHIVE`. Direct internal link currently present in `Cryptographic Hash.md`. - **HR-0690 — [[wiki/Honest Computing|Honest Computing]] `wiki_links_to` → this entry** — **EXISTING WIKI EDGE**; evidence `WIKI_ARCHIVE`. Direct internal link currently present in `Honest Computing.md`. - **HR-0742 — [[wiki/Longitudinal Drift|Longitudinal Drift]] `wiki_links_to` → this entry** — **EXISTING WIKI EDGE**; evidence `WIKI_ARCHIVE`. Direct internal link currently present in `Longitudinal Drift.md`. - **HR-0805 — [[wiki/Neural Data Provenance|Neural Data Provenance]] `wiki_links_to` → this entry** — **EXISTING WIKI EDGE**; evidence `WIKI_ARCHIVE`. Direct internal link currently present in `Neural Data Provenance.md`. - **HR-0806 — [[wiki/Neural Data Sovereignty|Neural Data Sovereignty]] `wiki_links_to` → this entry** — **EXISTING WIKI EDGE**; evidence `WIKI_ARCHIVE`. Direct internal link currently present in `Neural Data Sovereignty.md`. - **HR-0827 — [[wiki/Neural Interfaces and Continuity Architecture|Neural Interfaces and Continuity Architecture]] `wiki_links_to` → this entry** — **EXISTING WIKI EDGE**; evidence `WIKI_ARCHIVE`. Direct internal link currently present in `Neural Interfaces and Continuity Architecture.md`. - **HR-0909 — [[wiki/Project Silica|Project Silica]] `wiki_links_to` → this entry** — **EXISTING WIKI EDGE**; evidence `WIKI_ARCHIVE`. Direct internal link currently present in `Project Silica.md`.  ## 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-0009 — Plausible.** Three clinical sites recording the same device format produces the first multi-site, single-format chronic human neural corpus. If that corpus is written in NWB and deposited in DANDI, the clinical program becomes a foundation-model dataset as a byproduct of its regulatory obligations. - **Canonical cluster:** [[wiki/Neural Interfaces and Continuity Architecture|Neural Interfaces and Continuity Architecture]] - **INF-0018 — Analytic.** Power, not data, is the first hard ceiling on implant scaling, because heat dissipation in tissue is bounded at roughly a degree of local rise. Every channel-count roadmap is implicitly a thermal roadmap, and low-power neuromorphic front ends are the most direct route past it. - **Canonical cluster:** [[wiki/Neural Interfaces and Continuity Architecture|Neural Interfaces and Continuity Architecture]] - **INF-0019 — Strongly indicated.** Moving the decoder onto the implant converts a bandwidth problem into a compute problem, and compute miniaturizes faster than tissue-boundary bandwidth improves. The implant that ships its own model, not its own spikes, is the architecture that scales. - **Canonical cluster:** [[wiki/Neural Interfaces and Continuity Architecture|Neural Interfaces and Continuity Architecture]] - **INF-0020 — Established.** Decoders drift as the recording population changes, so every chronic BCI is already running a continuous identity-maintenance process on a moving substrate. That maintenance loop is a working prototype of the problem any uploaded state would face, running today in clinic. - **Canonical cluster:** [[wiki/Neural Interfaces and Continuity Architecture|Neural Interfaces and Continuity Architecture]] - **INF-0091 — Plausible.** Treating a neural interface as a faster keyboard caps its value at typing speed. The configurations that exceed human output rates are the ones that skip language altogether and exchange embeddings, which requires the receiving system to be a model rather than a person. - **Canonical cluster:** [[wiki/Cognitive Interface Layer|Cognitive Interface Layer]] - **INF-0093 — Strongly indicated.** Consumer devices already carry electrodes near the head in earbuds and headsets, which makes passive neural sensing an accessory question rather than a surgical one. The first population-scale neural dataset will be collected by consumer hardware, not by clinics. - **Canonical cluster:** [[wiki/Cognitive Interface Layer|Cognitive Interface Layer]] - **INF-0098 — Analytic.** Continuous low-latency access to a capable model makes the functional cognitive unit the person-plus-model dyad. Measuring the person alone becomes the wrong measurement, and every assessment instrument in psychology and education is calibrated on the wrong unit. - **Canonical cluster:** [[wiki/Cognitive Interface Layer|Cognitive Interface Layer]] - **INF-0100 — Strongly indicated.** If neural input, personal state, and the assisting model are supplied by one vendor, switching costs become cognitive rather than commercial. Portability of the personal residual is therefore the single most consequential standards fight of the next decade, and it is currently unclaimed. - **Canonical cluster:** [[wiki/Cognitive Interface Layer|Cognitive Interface Layer]] - **INF-0254 — Analytic.** DICOM shows that a format designed for interchange becomes infrastructure and survives every vendor that implements it. Neural interface data will need its clinical-grade equivalent, and whoever authors it inherits decades of default authority. - **Canonical cluster:** [[wiki/Continuity Governance|Continuity Governance]] - **INF-0256 — Analytic.** Recording acquisition device, subject state, preprocessing, and software version alongside the data is what allows a result to be re-derived later. In a continuity context that same metadata is the difference between a person's record and an unattributable file. - **Canonical cluster:** [[wiki/Continuity Governance|Continuity Governance]] - **INF-0260 — Plausible.** Neural telemetry entering the electronic health record through existing health-data standards makes it subject to the entire apparatus of medical records law. Integration path determines legal regime, which makes an engineering choice into a rights question. - **Canonical cluster:** [[wiki/Continuity Governance|Continuity Governance]] - **INF-0264 — Plausible.** Documentation conventions for models could extend to hosted personal states, specifying base model, adapter lineage, training data, and known distortions. Disclosure norms established voluntarily tend to become regulatory minimums, which makes early norm-setting unusually leveraged. - **Canonical cluster:** [[wiki/Continuity Governance|Continuity Governance]] - **INF-0268 — Strongly indicated.** Training across institutions without centralizing raw data resolves the tension between corpus scale and neural privacy. Federated architecture is what will allow a global neural foundation model to be built under restrictive data law rather than in spite of it. - **Canonical cluster:** [[wiki/Continuity Governance|Continuity Governance]] - **INF-0269 — Plausible.** Formal privacy guarantees let population-scale neural statistics be published without exposing individuals. The guarantee is mathematical rather than contractual, which is the only kind that survives a change of institutional ownership. - **Canonical cluster:** [[wiki/Continuity Governance|Continuity Governance]]