Trust architecture
Methodology
Research First → Synthesize → Decide → Deploy → Learn → Adapt → Repeat.
Methodology
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Evidence is multi-axis
We do not compress truth into one score. Each claim records knowledge class, source type, study design, directness, consistency, precision, relevance, safety, regulation, commercial interest, freshness and publication state.
Statement-level provenance
Every material public statement receives a stable claim ID. Its source links identify publisher, document type, date, language, interest context and review date. Sources support only the bounded statement to which they are linked. Citation does not transfer the authority of a regulator, university or tradition to unrelated claims.
From source to publication
- IngestCapture source identity and immutable metadata.
- ClassifySeparate tradition, mechanism, outcome, safety, regulation and commercial assertions.
- SynthesizeCompare methods, populations, dose, uncertainty and disagreement.
- ReviewEditorial and safety gates operate independently.
- PublishOnly approved versioned objects enter a hashed release.
- WitnessPublic routes, metadata, sources and withdrawal paths are verified outside the serving process.
Unknown is a result
Absence of evidence is not automatic evidence of absence. It is also not permission to imply benefit. We state what has not been measured, why current studies cannot settle the question and what a decisive study would require.
Authority separation
- Content Authority
- Defines scope, terminology and publication constitution.
- Research
- Finds and appraises sources; cannot publish alone.
- Ingestion
- Captures data with lineage; cannot interpret silently.
- Editorial
- Synthesizes bounded claims; cannot waive safety.
- Safety
- May block or withdraw content independently.
- Commercial Data
- Records products and relationships without ranking authority.
- Publication
- Activates immutable releases with rollback.
- Witness & Evidence
- Verifies public outcome and records proof.
Reviewed governance
Four-eyes publication control
Every daily publication candidate must pass four distinct automated review lanes against one immutable candidate hash before it can enter an atomic public release.
Independent-source constitution
Institutions are footnotes, not truth authorities.
Governmental, intergovernmental, regulatory, industry, trade-association and lobby sources may record only their own position, a legal status or a safety alert. They cannot define a tradition, establish a mechanism, support an effectiveness conclusion or control editorial ranking.
Health content requires an independent editorial core. Tradition worlds additionally require primary traditional material, independent scholarship or research, and a living practitioner or community perspective with disclosed provenance and conflicts.