Modules (target platform)

High-level modules in the product framework. Available today are marked; others are roadmap.

Module	Role	Today
Identity & access	Orgs, users, roles, SSO, API tokens	Local single-user only
Project management	Task type, schema, members, settings	Projects + classes
Data sources	Folders, ZIP, cloud, DBs, sync	Folder / ZIP / upload
Dataset registry	Samples, schema, lineage, tags	Project-scoped images
Annotation workspace	CV / NLP / audio / tabular / GenAI tools	CV boxes & polygons
Task management	Assign, lock, submit, reassign	Manual annotate UI
Review & QC	Multi-stage review, IAA, golden sets	—
Profiling	Image/text/tabular/audio stats	Image + sample profiles
Quality engine	Leakage, corrupt files, invalid labels	Image + sample checks
Data cleaning	Dedup, empty drop, flag / leakage fixes	Per-modality remediations
Training readiness	Score vs task/adapter/export	CV + sample train gates
Transformation	Resize, encode, filter, embeddings	Preprocess pipeline
Augmentation	CV / text / audio / tabular	CV aug in versions
Splitting	Stratified, group, time, k-fold	Random train/valid/test
Versioning	Immutable versions + lineage	Numbered versions
Data explorer	Grid, filters, embeddings	Image grid
Pipeline builder	Visual / YAML workflows	—
Training adapters	Framework-neutral train API	Ultralytics / LibreYOLO
Experiments	Compare runs, metrics, artifacts	Live train metrics
Model registry	Lifecycle Experimental → Production	Register custom weights
Active learning	Uncertainty → retrain loops	—
Notifications	In-app, email, Slack, webhooks	—
Audit	Append-only security events	—

Annotation modalities (target)

CV: classification, boxes, polygons, instance/semantic seg, keypoints, OBB, video, OCR, point cloud.
NLP: classification, NER, QA, summarization, RAG relevance.
Audio: transcription, events, speakers.
Tabular: labels, anomaly, correction.
GenAI: preference ranking, instruction tuning, safety, tool-call / agent review.

Roles (target)

Organization Owner/Admin, Workspace Admin, Project Manager, Data Engineer, Annotator, Reviewer, ML Engineer, Data Scientist, Viewer, Service Account — with backend-enforced permissions.