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rappidAI research

RESOURCES

Inspect the evidence, not just the claims.

Publications, reproducibility records, data provenance, responsible-use guidance, licensing boundaries and current project status in one evidence-bounded documentation hub.

LAST REVIEWED

23 July 2026

f7eda1fb0ae153f0f9cc3477ead997cbdb462b39

Research statements are reviewed against this immutable lumen-quantum snapshot and the pinned Hugging Face model revisions linked from each record.

Inspect pinned snapshot

EVIDENCE MAP

Every resource area with its current documentation status. Dashed cells are open gaps, not omissions.

  • Publications
  • Reproducibility
  • Data & training
  • Responsible use
  • Licensing
  • Project status
  • FAQ
4 Published2 Partial evidence1 Not yet available

OPEN SOURCE

Citation metadata

CITATION.cff for the website repository

OPEN SOURCE

Contributing

Contribution scope and evidence requirements

OPEN SOURCE

Security

Private vulnerability-reporting guidance

DOCUMENTATION DIRECTORY

Documentation by topic.

Every section keeps public evidence, configured targets and missing information visibly separate.

RESEARCH OUTPUTS

Published

Publications

Source-linked research notes that separate observations, negative results and open questions.

Open resource

ARTIFACT INTEGRITY

Partial evidence

Reproducibility

Pinned revisions, GGUF checksums, reference commands and explicit gaps in the public run record.

Open resource

PROVENANCE

Partial evidence

Data & training

Dataset sources, configured targets, smoke evidence, filtering and missing final manifests.

Open resource

LIMITS FIRST

Published

Responsible use

Known failure modes, unmeasured risks, excluded uses and secure artifact handling.

Open resource

REUSE BOUNDARIES

Maintainer input required

Licensing

A material-by-material record of what is licensed, governed elsewhere or still unresolved.

Open resource

CURRENT STATE

Published

Project status

Model-line maturity, the reviewed evidence snapshot, open artifacts and next documentation work.

Open resource

ORIENTATION

Published

FAQ

Plain-language answers about base completion, GGUF, Echelon, privacy, evidence and licensing.

Open resource