Why status labels matter
A large research site can become misleading when a deployed technique, a proposed framework, a biological metaphor, and a long-horizon scenario appear with equal certainty. ModelBreeder.com uses maturity labels to indicate what kind of claim a page or report contains.
| Label | Meaning | Appropriate use |
|---|---|---|
| Established method | Repeatedly documented technique with known implementations and limitations | Architecture and implementation planning |
| Emerging practice | Demonstrated in research or early production without broad operational consensus | Controlled experiments and limited pilots |
| Conceptual synthesis | New organization of established or emerging ideas | Framing, hypothesis formation, terminology |
| Engineering blueprint | Concrete design assembled from methods and constraints | Project planning followed by validation |
| Decision-support worksheet | Structured aid, not an authoritative answer | Architecture reviews and evidence planning |
| Risk analysis | Examination of plausible failure or misuse pathways | Threat modeling and controls |
| Speculative scenario | Assumption-heavy or long-horizon possibility | Boundary testing, not prediction |
| Human-motivation analogy | Psychological or evolutionary material used to illuminate system design | Metaphor with explicit limits |
Evidence hierarchy
Where claims conflict, prioritize target-environment measurements, primary technical documentation, peer-reviewed or reproducible research, and independently replicated results. Vendor benchmarks and unsourced numerical claims require additional verification.
Curated guide status
Each guide displays a research-status line. That label applies to the guide’s dominant type, not every sentence. A guide may combine an established operator such as quantization with an engineering recommendation about how to govern it.
Raw report status
The research library presents the original source reports with an archive warning. Reports are categorized and assigned an overall maturity label, but they are not fact-checked line by line. Their inclusion preserves the project’s intellectual history and enables independent review.
Promotion of an idea
FUNCTION update_maturity(idea, new_evidence)
REQUIRE EVIDENCE_IS_TRACEABLE(new_evidence)
REQUIRE RESULTS_ARE_COMPARABLE(new_evidence)
body <- REVIEW_BY_DOMAIN_OWNERS(idea, new_evidence)
IF body.finds_repeated_reproducible_support
RETURN PROMOTE_LABEL_WITH_CHANGELOG(idea)
END IF
RETURN RETAIN_LABEL_AND_DOCUMENT_UNCERTAINTY(idea)
END FUNCTIONCorrections
Corrections should identify the affected page, exact claim, reason, supporting evidence, and proposed wording. Source files in /docs remain unchanged; editorial corrections apply to curated content and metadata.
Source reports used for this guide
These reports are preserved verbatim in the site archive. The guide above is an editorial synthesis and may narrow, qualify, or reorganize claims from the source material.