Where Matflow is headed

Chain Data Synthesis → Evaluation → Prediction → Optimization with synthetic-data nodes and TEA in the loop on a visual node graph, and save a configuration as a reusable pipeline template (backend/routes/pipeline_routes.py; /pipeline).

TEA runs inside the optimization loop with scale-up costing rules feeding a net-value objective, so candidates are ranked on economics as well as performance (Studio TEA; /studio/tea).

A cross-validated ensemble returning global/local impact, permutation importance, PDP/ICE curves, conformal intervals from the same folds, and an extrapolation flag on every prediction (backend/models/prediction/generalized_predictor.py; /studio/prediction).

Structural-similarity virtual screening, six design families, and an active-learning loop with uncertainty sampling, query-by-committee and Bayesian acquisition (Studio Screening, DoE, Active Learning).

The page-aware assistant grounded in the docs, with approvals on writes and compute, plus tabular extraction from literature and instrument data (backend/routes/assistant_routes.py; /copilot).

Quality, ML-efficacy, dimensionality-reduction and anomaly reports on every generated batch — including distance-to-closest-record baseline protection and overfitting checks (backend/evaluators/main_evaluator.py).

Every registered model records task, intended use, limitations, metrics by split, calibration, baselines, artifact hash and a rollback path; a model without traceable metrics cannot be marked validated (backend/routes/model_registry_routes.py; Model Hub registers governed rows).

Datasets version with SHA-256 file hashes, benchmark runs ship downloadable reproducibility bundles, and saved datasets export as RO-Crate v1.1 ZIPs with provenance and engine cards (backend/core/provenance.py; backend/routes/rocrate_routes.py).

Organizations own projects and campaigns, members carry roles across a read/write/admin permission matrix, and verified orgs can publish a public profile that feeds the benchmark leaderboards (backend/routes/organization_routes.py; backend/core/rbac.py; /orgs/:slug).

An in-app notification center for run completion and project invites, opt-in email on run success/failure, and HMAC-signed webhooks with retries for external systems (backend/routes/notifications_routes.py; backend/core/webhooks.py).