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Headless plus server plus UI, installable with no clone:
pipx install shadowbox==0.4.0
shadowbox init --out demo
New since v0.3.2: serve command, Kubernetes importer with format autodetect, D1Store plus injectable app factory, permissive CORS, stratified replay sampling, React plus Cytoscape Studio, full OpenDesign UI overhaul (7-zone dashboard, tabs with deep links, light theme, guided tour), calibration v1 plus v2 (latency, capacity, queues, agreement gate), split engine/model confidence in UI and reports, Rootline-style README with live screenshots, MIT license.
Verified: 56 pytest green, strict mypy plus ruff clean, CI green on tag, clean PyPI install simulates the golden card identically, live Worker healthy.