Live optimization loop · 17 factories · 16K+ scored pieces · Edgeless Labs
The full autoresearch loop on one screen. Factory leaderboard, top bottlenecks, score trajectory.
Pick a factory, scrub through variants, see PNG + scores live. The 10x velocity unlock.
Sortable factory rankings, click to drill down to per-piece grid.
Compare current production batch vs proposed tuning before committing.
Rate pieces 1-5 stars to train a 6th judge that captures personal aesthetic.
Curate which pieces to physically plot, mark when complete.
Histograms of any metric, click low/high buckets to find the pattern.
Variant landscape heatmap. Click cells to inspect.
Score one piece with all 5 judges in parallel, see their agreement.
Built with marimo · edgelesslab.com/lab/pen-plotter-autoresearch