Sector Proof LabsSpecialized KELLY lenses

One engine. Specialized proof windows.

Each lab is a specialized read-only lens over KELLY Prime. Users inspect forecasts, sources, proof, and calibration; they do not write ground truth.

read onlysector-specificforecast + proofsource-aware

Layout research folded into the labs

TradingViewCharts, alerts, screeners, replay, multi-chart layouts, and fast command/search patterns make market work feel immediate.
MetaculusForecast questions need clear resolution rules, track records, scoring, calibration, and aggregation history.
Windy / Windy.appWeather users need maps, layers, local points, alerts, history, model comparison, and fast location context.
PerplexityAnswer users expect citations beside claims, follow-up context, and checkable source trails.
Markets Lab Investors, analysts, founders, and everyday users who want transparent market decision support. warming_specialized_read_only · sources 4/9 Weather Risk Lab Households, operators, municipalities, insurers, logistics teams, and local users watching weather risk. warming_specialized_read_only · sources 5/7 Earth & Disaster Lab Risk, continuity, insurance, infrastructure, emergency-planning, and public situational-awareness users. warming_specialized_read_only · sources 3/5 Sports Odds Lab Forecasters, fans, analysts, and users practicing calibrated probability under uncertainty. warming_specialized_read_only · sources 2/3 Macro Pressure Lab Analysts, business owners, investors, policy watchers, and users who need slow-signal economic context. warming_specialized_read_only · sources 2/6 Company Events Lab Founders, analysts, procurement teams, investors, and anyone tracking public-company event risk. warming_specialized_read_only · sources 1/2 Public Health Signals Lab Public-data analysts, community risk watchers, environmental users, and teams monitoring non-medical public signals. warming_specialized_read_only · sources 2/5 Transport & Logistics Lab Operators, logistics users, analysts, and infrastructure watchers who need flow and disruption signals. warming_specialized_read_only · sources 2/3 Policy & Government Lab Showing KELLY turning official public records into watchable policy hypotheses. warming_specialized_read_only · sources 3/4 Science & Research Lab Showing KELLY using papers, metadata, and citations as evidence that still needs reality closure. warming_specialized_read_only · sources 3/3 Energy & Climate Lab Showing KELLY linking climate/energy signals to delayed effects and source-backed scenarios. warming_specialized_read_only · sources 1/4 Geo World Model Lab Showing KELLY grounding questions in location before it forecasts. warming_specialized_read_only · sources 2/4 Source Intake & Provenance Lab Showing the universal reality blanket: source, license, freshness, authority, and use tags. warming_specialized_read_only · sources 3/4