Hazard desk
Unified Disasters
Pick a county and review FEMA, NASA FIRMS, USGS, and NWS events on one map. Nearby context is triage, not a loss probability.
Open DisastersLane AI Labs · public · no login
Three tools you can open from a LinkedIn link. Unified Disasters is the hazard desk. The GSE analyzer compares public agency guides on a sample scenario. Graph calc paints a loan-amount cascade and compares integer cents with GPU float drift.
https://devconnectlabs.com/open/
Hazard desk
Pick a county and review FEMA, NASA FIRMS, USGS, and NWS events on one map. Nearby context is triage, not a loss probability.
Open DisastersAgency admin
Compare Fannie, Freddie, FHA, VA, and USDA on a clean scenario. AMI, LTV, and loan limits update as you type. Decision support only — not DU, LPA, or a credit decision.
Open the analyzerCalculation graph
Watch a loan-amount cascade paint on a WebGPU graph. Integer-cent results sit beside the same math in GPU floats so the cent drift is visible. Research demo.
Open the graph