Software

Research software

The CogniPrint framework is developed as open-source research software with a manuscript layer, citation metadata, provenance-aware dataset scaffolds, and reproducible local project assets.

• GitHub Repository
• Manuscript Source
• Public evidence snapshot
• Public benchmark v1.1
• Empirical growth layer
• Independent holdout layer
• Wave-005 validation layer
• Validation v1.2 correction layer
• Current state summary
• Benchmark shift note v1.1

Current empirical layer

The current workstation supports local campaign execution, controlled perturbation sets, source provenance records, campaign-level summaries, colleague-facing share packs, and manuscript-oriented exports.

At the present stage, the software should be understood as a reproducible research workstation for empirical stability studies with cautious interpretation of profile shifts and metric changes.

The current public summary describes the evidence package as working empirical materials supporting a follow-up manuscript, not as a publication-ready empirical paper. The current readiness remains descriptive_only with 311 combined readiness rows and an external-review gate still pending at 0/1 valid reviews.

Interpretation

All software and manuscript materials should be interpreted within the research framing of the project. Outputs are analytical signals and campaign-level artifacts for review, not source guarantees or final judgments.

Public boundary

The public site is informational and research-facing. It does not publish account access, transaction routes, or stronger scientific claims.