Don't just watch.
Understand.

A research-led forecast is an auditable artifact — resolvable question, baseline, ranked evidence, explicit assumptions, scored probability.

Markets convert dispersed belief into a measurable probability signal — a public layer to interrogate, not copy.

As forecasting automates, integrity moves into system design — freshness checks, reasoning traces, hard limits, and kill switches.