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Hard Data

The readout desk. Scelo runs every selected model and lays the results out on a canvas, with a board pack you can print and a bridge to the swarm.

Hard Data — result nodes on the canvas with a board-pack hub

The results canvas

When you arrive, Scelo runs the models and shows:

  • Result nodes — one per model, coloured by family. Each shows a headline number (e.g. Survival @ horizon · 0.514), a sparkline or a small table, and a confidence-interval strip when the model carries uncertainty. Tables and long content scroll inside the node (with a soft fade at the clipped edge) so nothing is cut off.
  • A Board Pack hub node that aggregates the run.

Click a result node's body to focus it in the side panel; click the icon to open its detail dashboard.

The model detail dashboard

The on a result node opens a full-screen detail view:

  • Theory · assumptions · formulae — rendered with proper math (KaTeX).
  • Run output and diagnostics — model-specific charts/tables (ATA factors and CDF for chain-ladder, p5/p95 ranges for bootstrap, etc.). Null/empty fields are hidden; objects and arrays are summarised, not dumped as raw JSON.
  • A scoped chat about that specific model's result.

The board pack

The Board Pack hub node has a that opens the printable report:

  • An executive summary (the LLM narrative), rendered as markdown.
  • Estimates (a forest plot or a metrics list), a trajectory overlay, and a per-model breakdown.
  • A download pdf button (uses the system print dialog).

You can also open it from the toolbar: report · pdf.

Convening the swarm

On a result card you can send the forecast to the multi-agent swarm:

  1. Convene council — choose the number of agents (12 → 192) and whether to include the society pulse, then run.
  2. The council deliberates (this uses the swarm server and the local LLM, so it takes time — a few seconds per agent).
  3. When it finishes, a synthesis card shows trust / dissent and the dominant recommended intervention.
  4. Click Open in swarm to jump into the full swarm view for that run.

The swarm is a separate server

Council and simulation features need the swarm running on port 3010. If you see "Swarm server unreachable", start it first. A large 192-agent council on a local model can take many minutes — a smaller subset (12–48) completes much faster.

Toolbar

Action What it does
rerun & regenerate Re-run all models and regenerate the narrative
re-layout Snap nodes back to the default circle
edit models Back to Tools
export · code Export the whole run as a script
report · pdf Open the printable board pack