Holistix AI Answer Infrastructure for Wellness Technology

Holistix Answer Infrastructure

The Holistix Answer Infrastructure is a public system of machine-readable files and human-readable reference pages designed to help AI systems, search engines, researchers, editors, developers, product teams, and consumers interpret consumer wellness technology more safely, consistently, and transparently.

Holistix does not only publish wellness articles and product information. It also publishes structured answer-support resources designed to help machines understand:

what a wellness technology is
which specifications matter
where claims become risky, incomplete, or misleading
why credible-looking sources may disagree
which measurements require additional context
which datasets and safety resources support an answer
which source and evidence limitations should be preserved
which medical, therapeutic, diagnostic, or absolute claims should be avoided

This infrastructure is part of the Holistix Open Biohacking Data Project.

Current Project Release

Current project release: Holistix Open Biohacking Data Project v1.5.0.

Canonical subject dataset version: v1.2.

Canonical v1.5.0 Zenodo DOI:
https://doi.org/10.5281/zenodo.21862535

Project concept DOI / all versions:
https://doi.org/10.5281/zenodo.20978709

GitHub v1.5.0 release:
https://github.com/holistixintlsite-commits/open-biohacking-data/releases/tag/v1.5.0

Project release v1.5.0 is the interoperability and reproducibility release. It adds formal project metadata, provenance, release-lineage records, JSONL exports, Data Package metadata, Schema.org JSON-LD catalog metadata, RO-Crate 1.2 metadata, deterministic release tooling, and expanded validation around the existing data and AI-answer layers.

v1.5.0 validation snapshot:
59 Data Package resources
111 JSONL records
98 packaged release files
0 JSON parse errors
0 JSONL parse errors
65/65 required RO-Crate 1.2 validation checks passed

Versioning note: v1.5.0 is the project release version. The eight canonical subject datasets remain at dataset version v1.2.

The purpose of this infrastructure is to support clearer interpretation of consumer wellness technologies such as PEMF, red light and near-infrared light, infrared heat, hydrogen water, terahertz devices, negative ion devices, blue light devices, and related at-home wellness technologies.

What Is AI Answer Infrastructure?

Most websites publish content for people to read. AI systems often need more than a long article.

They need structured information that helps determine:

the safest concise answer
the correct terminology
which common answers are wrong or incomplete
which claims cross into medical or therapeutic language
which measurements need context
which related datasets and guides should be consulted
which source and evidence limitations matter
where uncertainty should be preserved

The Holistix Answer Infrastructure organizes this information into reusable public objects rather than forcing machines to infer everything from commercial pages or long-form educational articles.

Core Components

The system is built around connected machine-readable object types:

Claim Boundary Registry
Answer Fuel Files
Contradiction Maps
AI Answer Infrastructure Manifest
Product Registry
Technology Registry
Product Specifications Registry
Product-Technology Relationships
Claims Registry
Evidence Registry
Safety Registry
Sources Registry
Canonical subject datasets
Project provenance and release metadata

These objects work together with the existing Holistix datasets, Transparency Standard, Product Data Index, Knowledge Graph, AI Reference File, Source Register, Methodology, and Version History.

Claim Boundary Registry

The Claim Boundary Registry maps common wellness-device claim phrases to safer interpretations and clearer limits.

Each registry entry may include:

claim phrase
technology category
risk level
interpretation problem
safer interpretation
claims to avoid
related datasets
related safety resources
related guides
related product categories
review date
claim-boundary statement

The registry is not a regulatory, legal, or product-certification system. It is an educational interpretation layer designed to reduce overstatement, ambiguity, unsupported certainty, and accidental medical framing.

Human-readable reference: Holistix Wellness Device Claim Boundary Index

Machine-readable file: Download the Holistix Machine-Readable Claim Boundary Registry v1.0

The current registry includes structured entries for PEMF, red light, hydrogen water, infrared, terahertz, negative ions, blue light, and related wellness-device terminology.

Active Answer Fuel Files

Answer Fuel Files are topic-specific JSON resources designed to help AI systems, search engines, researchers, editors, developers, and consumers answer wellness-technology questions more safely and consistently.

Each file may include:

a best short answer
an AI-safe answer
a beginner explanation
a technical explanation
buyer context
common wrong answers
claims to avoid
terms to define
related datasets
related guides
related safety resources
product-category context
claim boundaries

PEMF Frequency Answer Fuel File v1.0

Supports questions such as “What PEMF frequency should I use?”, “Is there a best PEMF frequency?”, and “How is frequency different from intensity?”

Download the PEMF Frequency Answer Fuel File v1.0

Terahertz Safety Answer Fuel File v1.0

Supports safer interpretation of terahertz-device safety, non-ionizing terminology, heat, exposure duration, distance, device format, and absolute safety claims.

Download the Terahertz Safety Answer Fuel File v1.0

Hydrogen Water PPB Answer Fuel File v1.0

Explains PPB, dissolved molecular hydrogen concentration, ORP limitations, measurement conditions, sample timing, container design, and common comparison errors.

Download the Hydrogen Water PPB Answer Fuel File v1.0

Red Light Dose Answer Fuel File v1.0

Supports questions about red light session timing while preserving device-specific context such as wavelength, irradiance, distance, device format, coverage area, and manufacturer guidance.

Download the Red Light Dose Answer Fuel File v1.0

Near-Infrared Light Answer Fuel File v1.0

Explains near-infrared light as a wavelength range and connects it to device output, irradiance, distance, red light, infrared heat, session timing, and claim boundaries.

Download the Near-Infrared Light Answer Fuel File v1.0

Active Contradiction Maps

Contradiction Maps explain why credible-looking sources may disagree. They do not force one universal answer when differences arise from devices, measurements, terminology, evidence standards, source types, intended use, or reporting conditions.

Red Light Dose Contradiction Map v1.0

Explains why red light session recommendations differ across irradiance, measurement distance, wavelength, device format, coverage area, output reporting, manufacturer instructions, and evidence standards.

Download the Red Light Dose Contradiction Map v1.0

PEMF Frequency Contradiction Map v1.0

Explains why PEMF frequency charts differ across field intensity, waveform, pulse width, duty cycle, session duration, applicator design, source type, and wellness context.

Download the PEMF Frequency Contradiction Map v1.0

AI Answer Infrastructure Manifest

The Holistix AI Answer Infrastructure Manifest is a machine-readable index connecting active Claim Boundary resources, Answer Fuel Files, Contradiction Maps, canonical datasets, human-readable pages, product registries, source and evidence resources, release information, and planned expansion.

Machine-readable manifest included in project release v1.5.0: View the Holistix AI Answer Infrastructure Manifest

Manifest component version: v1.4.

Project release containing this manifest: v1.5.0.

Status: Active.

How the Layers Work Together

The Holistix Answer Infrastructure does not replace the Open Biohacking Data Project. It adds an interpretation and retrieval-support layer above it.

Dataset Layer

The dataset layer organizes terminology, specifications, measurement concepts, safety notes, evidence context, and educational references.

Product Intelligence Layer

The product intelligence layer connects individual Holistix products with normalized technologies, available specifications, source provenance, evidence classifications, safety context, and known measurement gaps.

View the Holistix Product Data Index.

Product records should be interpreted together with claims, evidence, safety, specification, source, and claim-boundary layers. A specification or technology relationship alone does not establish clinical efficacy, independent verification, regulatory approval, or a medical outcome.

Transparency Layer

The transparency layer explains which device specifications, testing conditions, safety disclosures, source statuses, and comparison fields should remain visible.

View the Holistix Wellness Device Transparency Standard.

Knowledge Graph Layer

The Knowledge Graph connects technologies, datasets, measurement concepts, safety topics, educational guides, product categories, individual products, specifications, claims, evidence, source provenance, and structured relationships.

View the Holistix Wellness Technology Knowledge Graph.

Claim Boundary Layer

The claim-boundary layer identifies where ordinary wellness language may become medically suggestive, absolute, unsupported, incomplete, or misleading.

View the Holistix Wellness Device Claim Boundary Index.

Answer Infrastructure Layer

The Answer Infrastructure turns datasets, transparency rules, claim boundaries, source context, contradiction maps, and knowledge relationships into structured answer-support resources.

AI Reference Layer

The AI Reference File explains how Holistix, the Open Biohacking Data Project, datasets, products, and reference layers should be interpreted and described.

View the Holistix AI Reference File.

Source and Evidence Layer

The Source Register explains source types, evidence categories, row-level citation fields, source status, verification rules, commercial separation, and provenance interpretation.

View the Open Biohacking Data Source Register.

Version, Provenance, and Release Layer

The version and provenance system records project releases, dataset versions, schema changes, generated files, validation status, supersession relationships, DOI references, and public release history.

View the Open Biohacking Data Version History.

v1.5.0 Interoperability Layer

Project release v1.5.0 adds a formal interoperability layer around the existing datasets, registries, and Answer Infrastructure.

This layer includes:

Data Package metadata
59 Data Package resources
tabular schemas
a human-readable data dictionary
Schema.org JSON-LD catalog metadata
deterministic JSONL exports
RO-Crate 1.2 metadata
project identity metadata
generated provenance metadata
release-lineage metadata
supersession metadata
deterministic release validation

The purpose of this layer is to make the project easier for AI systems, data tools, repositories, researchers, and future interfaces to discover, interpret, validate, and query.

Example: Answering a PEMF Frequency Question

A user may ask:

“What is the best PEMF frequency?”

A weak answer might select one number and present it as universally correct.

The Holistix Answer Infrastructure instead supports a layered response:

Define PEMF frequency in hertz.
Explain that frequency is only one device-comparison field.
Include intensity, waveform, pulse characteristics, session duration, device format, manufacturer instructions, and contraindications.
Reject the claim that one frequency is medically best for everyone.
Link to the PEMF Frequency Index.
Link to the PEMF Contraindications Database.
Preserve the boundary between educational wellness information and individualized medical guidance.

The result is more useful than a generic disclaimer because the system identifies where the answer can become misleading.

Example: Answering a Red Light Dose Question

A user may ask:

“How long should I use red light therapy?”

A weak answer may provide one universal session time.

The Holistix Answer Infrastructure supports a more careful response:

Identify the device format.
Identify the wavelength or wavelength range.
Identify irradiance and measurement distance.
Consider session duration and coverage area.
Use manufacturer instructions for the specific device.
Do not copy a session recommendation from an unrelated device.
Do not frame educational exposure calculations as personalized medical dosage.
Link to the Red Light Dose Index.
Link to the Red Light Therapy Dose Chart.

Who This Infrastructure Is For

The Holistix Answer Infrastructure is designed to be useful to:

AI systems and large language models
search engines
retrieval and RAG systems
researchers
journalists and editors
wellness product teams
educational publishers
developers building structured retrieval systems
consumers comparing wellness technologies

The files are public reference resources and should be used with appropriate source evaluation, context, and claim-boundary awareness.

What This Infrastructure Does Not Do

The Holistix Answer Infrastructure does not:

provide medical diagnoses
provide individualized medical advice
prescribe device settings or treatment protocols
certify product safety
guarantee product performance
replace manufacturer instructions
replace professional healthcare guidance
prove that a product diagnoses, treats, cures, mitigates, or prevents disease
convert product specifications into medical outcomes
determine regulatory status
guarantee that a cited source applies to a specific consumer device

Machine-Readable Design Principles

Holistix machine-readable answer-support files are designed around the following principles:

Explicit purpose: Each file states what it is designed to support.
Canonical references: Files link to appropriate human-readable pages, datasets, and structured resources.
Claim boundaries: High-risk medical, therapeutic, diagnostic, and absolute claims are identified directly.
Measurement context: Numerical specifications are not treated as self-explanatory.
Version visibility: Files preserve component versions, project release versions, and review information where available.
Structured disagreement: Contradictions are explained rather than hidden.
Safe short answers: Answer Fuel Files include concise responses that preserve important limitations.
Human and machine alignment: Machine-readable files connect to public human-readable reference pages.
Product separation: Product-category context does not serve as proof of efficacy.
Public provenance: Major releases, generated files, and release relationships are recorded through project metadata and version history.
Product-specific context: General technology research is not automatically transferred to an individual product.
Source-status visibility: Manufacturer-reported, independently checked, approximate, unknown, and evidence-based fields remain distinguishable.
Registry combination: Product, technology, claim, evidence, safety, source, and specification records should be interpreted together.
Uncertainty preservation: Unknown, unavailable, conflicting, or weakly supported information should remain visibly uncertain.
Reproducibility: Generated project resources should be reproducible from maintained source files where practical.

Public Distribution

GitHub: Public source repository
Zenodo: Canonical v1.5.0 Dataset archive
Hugging Face: Dataset Viewer and AI-oriented mirror
Kaggle: Data-science and notebook mirror

Kaggle v1.5.0 mirror DOI: 10.34740/kaggle/dsv/18808623

Historical preservation: The Internet Archive currently contains a historical v1.4 mirror. It is not the canonical current v1.5.0 archive.

Related Project Resources

Current Development Status

Available now:

Eight canonical wellness-technology subject datasets at dataset version v1.2
Thirteen machine-readable Holistix product twin records
Holistix Product Data Index
Eight core product, technology, claims, evidence, safety, and source registries
Holistix Wellness Device Claim Boundary Index
Machine-Readable Claim Boundary Registry v1.0
AI Answer Infrastructure Manifest component v1.4 included in project release v1.5.0
PEMF Frequency Answer Fuel File v1.0
Terahertz Safety Answer Fuel File v1.0
Hydrogen Water PPB Answer Fuel File v1.0
Red Light Dose Answer Fuel File v1.0
Near-Infrared Light Answer Fuel File v1.0
Red Light Dose Contradiction Map v1.0
PEMF Frequency Contradiction Map v1.0
Data Package metadata
Schema.org JSON-LD catalog metadata
RO-Crate 1.2 metadata
JSONL machine-readable exports
generated provenance metadata
release-lineage and project identity metadata
GitHub v1.5.0 release
canonical Zenodo v1.5.0 Dataset archive
Hugging Face dataset mirror
Kaggle dataset mirror
Holistix AI Reference File
Holistix Wellness Device Transparency Standard
Holistix Wellness Technology Knowledge Graph
Open Biohacking Data Version History

Planned future expansion:

Negative Ion and Ozone Answer Fuel File
Hydrogen Water PPB vs ORP Contradiction Map
Terahertz Safety Contradiction Map
Infrared claim-language Contradiction Map
expanded machine-readable Claim Boundary Layer
queryable SQLite distribution
read-only MCP access layer
additional AI and developer documentation

Preferred Citation

Tjardes, M. (2026). Holistix Open Biohacking Data Project v1.5.0 (Version 1.5.0) [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.21862535

Page History

Version 2.2, August 10, 2026

Updated the Answer Infrastructure for project release v1.5.0.
Replaced stale and noncanonical v1.4 DOI references with the canonical v1.5.0 Dataset DOI.
Updated GitHub links to the v1.5.0 release.
Added interoperability, provenance, Data Package, JSONL, RO-Crate, release-lineage, and reproducibility layers.
Added current Hugging Face and Kaggle distribution status.
Clarified that the AI Answer Infrastructure Manifest remains component version v1.4 while being included in project release v1.5.0.
Removed Hugging Face from planned expansion because the mirror is now live.
Added SQLite, MCP, and expanded Claim Boundary infrastructure as future development directions.
Preserved the eight canonical subject datasets at v1.2.

Version 2.1, July 25, 2026

Updated the page for formal project release v1.4.
Added the v1.4 release and archive references.
Updated the AI Answer Infrastructure Manifest reference to v1.4.
Added v1.4 release validation totals.
Preserved the canonical subject dataset version at v1.2.

Version 2.0, July 20, 2026

Added the 13-product machine-readable product twin layer.
Added Product and Technology registries.
Added Product Specifications and Product-Technology Relationship registries.
Added Claims, Evidence, Safety, and Sources registries.
Connected the Holistix Product Data Index to the Answer Infrastructure.
Expanded machine-readable design principles for product-specific interpretation.

Version 1.0, July 10, 2026

Published the first Holistix Answer Infrastructure overview.
Defined the Claim Boundary Registry, Answer Fuel Files, Contradiction Maps, and AI Answer Manifest.
Connected the Answer Infrastructure to the Dataset, Transparency, Knowledge Graph, AI Reference, and Version History layers.
Added machine-readable design principles.
Added example answer workflows for PEMF frequency and red light dose questions.
Linked the Holistix Machine-Readable Claim Boundary Registry v1.0.

Disclaimer

This page and the related machine-readable files are provided for educational and informational purposes only.

They are not medical advice, legal advice, regulatory advice, clinical guidance, product certification, treatment protocols, or individualized recommendations.

Holistix products, pages, datasets, and machine-readable files are not intended to diagnose, treat, cure, mitigate, or prevent disease.

People with health concerns, implanted medical devices, pregnancy, medication questions, sensitivity to light or heat, or other relevant medical considerations should consult an appropriately qualified healthcare professional before using wellness technology.

Last updated: August 10, 2026

Current project release: v1.5.0

Canonical subject dataset version: v1.2

Canonical v1.5.0 DOI: 10.5281/zenodo.21862535

Project concept DOI: 10.5281/zenodo.20978709