{"ok":true,"service":"kelly-glass-lab","route":"/api/glass-lab/sector-dossier/geo_world_model","generatedAt":"2026-07-08T07:02:23.833Z","readOnly":true,"mutationAllowed":false,"publicUserWriteAllowed":false,"id":"geo_world_model","title":"Geo World Model Lab Proof Dossier","labTitle":"Geo World Model Lab","proofScore":{"score":58,"grade":"building","sourceCoverage":50,"brainCoverage":100,"authorityVisible":false,"proofSurfaceCoverage":100,"readinessContribution":0,"interpretation":"Score combines source coverage, brain fleet health, visible authority evidence, proof links, readiness map, and doctrine coverage. It is a product proof score, not a promise of forecast accuracy."},"liveStatus":{"state":"warming_specialized_read_only","sourcePresentCount":2,"sourceCount":4,"brainFleetHealthy":4,"visibleAuthorityRows":0,"generatedHypotheses":0,"realityClosures":0,"marketFeedAvailable":null},"proofStory":["Geo World Model Lab is a read-only KELLY lens for Showing KELLY grounding questions in location before it forecasts.","KELLY is designed to win by being scoreable: every forecast should connect to source evidence, causal assumptions, falsifiers, settlement, calibration, replay, and memory lineage.","Current proof score is 58/100 (building).","The lab currently has 2/4 source families wired or available and 0 visible authority rows.","Every useful view should expose source provenance, causal node, settlement rule, calibration result, and replay/memory eligibility when available."],"whatKellySees":{"audience":"Showing KELLY grounding questions in location before it forecasts.","primaryQuestion":"What part of reality should KELLY locate first?","sourcePlan":["GeoNames: available","NHTSA vPIC: wired","Data USA: wired","NASA APIs: available"],"causalNodes":["GEO:PLACE","GEO:REGION","GEO:HAZARD","GEO:INFRASTRUCTURE","GEO:CONTEXT"],"causalEdges":["GEO:PLACE -> GEO:REGION","GEO:REGION -> GEO:CONTEXT","GEO:HAZARD -> GEO:CONTEXT"]},"howKellyForecasts":["Approved source intake only","Tag source, freshness, domain, and authority","The Book of Why: ask what caused the change, what would have happened otherwise, and what evidence can falsify the causal story","Thinking in Systems: map feedback loops, delays, stocks, flows, constraints, and downstream effects","Thinking, Fast and Slow: separate fast pattern recognition from slower deliberate verification","Superforecasting: start with base rates, update incrementally, keep probabilities explicit, and score the forecast later","Thinking in Bets: treat every forecast as a wager against reality with a clear settlement rule","Build causal pressure nodes and forecast cones","Separate KELLY forecast from user forecast","Track falsifiers, uncertainty, and competing explanations","Close against reality","Score calibration and error direction","Apply continuous micro-adjustments after settlement to improve future accuracy","Create replayable memory evidence when eligible"],"whatCouldChangeKellysMind":["Source coverage drops below current 2/4.","Brain fleet health drops below quorum from current 4/4.","Authority evidence or replay receipts fail to link from the lab proof surface.","Settlement and calibration records contradict the current forecast posture.","Fresh reality data changes the base rate or causal pressure map."],"proofLinks":[{"label":"authorityIndex","href":"/authority-index"},{"label":"competitiveProofLabs","href":"/advanced-proof-labs"},{"label":"agiReadiness","href":"/generality-evidence"},{"label":"brainFleet","href":"/api/brain-fleet"},{"label":"templates","href":"/api/sector-labs"}],"nextUsefulUpgrade":"Score combines source coverage, brain fleet health, visible authority evidence, proof links, readiness map, and doctrine coverage. It is a product proof score, not a promise of forecast accuracy.","boundary":{"readOnly":true,"publicUserWriteAllowed":false,"noAdviceSubstitute":"No surveillance, no personal tracking, and no location-based safety instruction.","noClaimOfPerfectPrediction":true,"proofRequiredForEveryForecast":true}}