Research system
A growing collection of reusable scientific-AI, numerical, inference, validation, and closed-loop experimental method contracts developed within the calyr.aí research system.
Catalog index
Designed to grow by method family and domainCALYR-METHOD-EVIDENCE-WORKFLOW-001
Capture sources in Safari, preserve them in Zotero, extract page-bound evidence, and publish curated claims to the calyr.aí knowledge catalog.
CALYR-METHOD-NR-AI-001
Trustworthy surrogate prediction through numerical baselines, uncertainty, applicability limits, and validation.
CALYR-METHOD-REP-001
Freeze sources, environments, datasets, metrics, and random states before extending a scientific baseline; explain every deviation from the reference result.
CALYR-METHOD-DATA-001
Move observations through immutable raw, staging, curated, feature, and registry layers with ownership, source, license, version, checksum, schema, and quality status.
CALYR-METHOD-EVID-001
Separate hypothesis, reproduced baseline, retrospective validation, prospective validation, and repeated closed-loop evidence; attach an explicit gate to every claim and release.
CALYR-METHOD-LOOP-001
Connect constrained design, informative candidate selection, multi-modal observation, surrogate updates, experimental validation, and selection of the next batch.
CALYR-METHOD-ORACLE-001
Turn evidence, predictions, uncertainty, constraints, and trade-offs into traceable decision proposals and explicit next actions.
CALYR-METHOD-GOV-001
Classify reusable platform methods, project-specific results, mixed artifacts, licenses, and approval requirements before knowledge moves between repositories or products.