Capability node
Fact Verification
Check claims, sources, dates, and links before content is published.
Why this capability exists
AI-generated content fails on confidence, not effort. Unverified claims erode trust and can cause real damage, so every load-bearing fact needs a source.
Input
- Draft claims and quoted figures
- Candidate source URLs
Output
- Verified claim list with source links and check dates
- Unverifiable claims flagged for removal
- Source quality notes
Risks
- Confusing "the model said so" with "a source says so"
- Citing the same low-quality source repeatedly
- Letting verification become an afterthought
Acceptance criteria
- Every factual claim traces to a named, checked source
- Claims without sources are either removed or marked unverified
- Check date is stored with each verified claim