RAWLY
RAWLY v0.8.0 — an evidence-first paleo nutrition app, where the editorial
content is code: schema-validated, test-gated, and traceable claim by claim.
The thesis
Health content is where a language model's hallucinations are most expensive. A fabricated citation in a blog post is an embarrassment; a fabricated citation under a nutrition claim is a reader acting on a study that does not exist.
RAWLY starts from an audit that proved the risk is not hypothetical. Its own legacy articles — written before the pipeline existed — carried 4 hallucinated PMIDs pointing to unrelated papers, 1 nonexistent study, 1 invented author, and fabricated statistics even where a real study existed.
So the product treats content the way a codebase treats logic: every recipe and every article is a versioned JSON artifact, validated by a schema gate and a test suite in CI, and every scientific claim must resolve to an identifier that a machine can re-check against the authority.
What it does
- Publishes recipes and articles as versioned content files, each passing a blocking schema gate before it can ship.
- Produces that content through a multi-agent pipeline whose verification step runs isolated and blind from the authoring step — see Content pipeline.
- Binds every claim to a re-resolvable source (PMID + DOI), and computes nutrient density from USDA data rather than asserting it — see Evidence & nutrient density.
Status
Verified against the repository at v0.8.0:
| Signal | State |
|---|---|
| Content | 7 recipes (4 dishes, 3 juices) · 8 articles |
Content gate (validate:content) |
recipes 7 / 7 · articles 8 / 8 — passed |
| Test suite | 88 passed, 0 failed |
| Scientific sources | 16, each carrying both a PMID and a DOI |
| Nutrient density | data layer shipped · 1 recipe scored so far |
Honest scope
The nutrient-density data layer is shipped and its first score is published, but only one of the seven recipes currently carries a score, and no display surface consumes it yet. The remaining six are unscored, not silently defaulted.
Private repository
Unlike the Agentic Runtime, the RAWLY repository is private. The figures on these pages are drawn from its content files, its gate output, and its test suite; the excerpts quoted are verbatim.
RAWLY is informational content, not medical advice, and its authoring personas carry no professional certification.