Taxonomy
How should knowledge be indexed across style, design, sample stage, issue, action and result?
Research · AI × garments
Preserving technical memory without automating away judgment.
My long-term research theme is a garment knowledge assistant that helps teams retrieve relevant, validated historical learning while protecting confidential source material.
Concept model
CommentsImagesSample stagePattern actionOutcome
Structured, permission-aware knowledge layerRelevant precedent
with evidence and confidence
with evidence and confidence
RetrieveCompareExplainDecide
Research questions
The hard problems are technical and human.
Evidence quality
How can the system keep assignments, proposals, completed actions and validated outcomes distinct?
Confidentiality
How can useful relationships be preserved while employer and buyer sources remain restricted?
Human judgment
How should retrieved precedent support—not replace—the accountable technical professional?
Current status
A research concept, not a production product.
The taxonomy and evidence model are being developed through structured professional records. No claim is made that the system currently diagnoses fit, generates production-ready patterns or replaces a pattern maker.
The next meaningful milestones are a safe sample dataset, retrieval evaluation criteria, permission classes and a small prototype that always shows provenance and uncertainty.
Read the concept study →