LocalPulse.

AI crisis management for small communities. Built for the slow phone, the bad internet, the small town.

When disaster hits a small town, information is the second emergency.

Floods. Fires. Power outages. Residents and responders scroll through scattered, contradictory social posts while smart-city dashboards stay locked behind metro budgets.

Four curves crossed. In 2026, this finally works.

A village-scale crisis dashboard would have been a wishlist three years ago. Today every ingredient is cheap, mature and API-shaped.

Three steps. No magic, just discipline.

Multilingual Voice Bot.

A phone number that speaks five languages and never sleeps. The grandmother in the village calls in Tamil. The dashboard updates in seconds.

Eyes in orbit. A planet that watches itself.

Citizens and news tell you what people noticed. Satellites tell you what is physically true. LocalPulse fuses 13 Earth-observation feeds per hazard with near-term forecasts, then a self-learning engine grades its own past warnings until the forecast gets sharper on its own.

Satellite Fusion Engine

Thirteen worldwide sensors (NASA FIRMS, Sentinel-1/2/3/5P, GLOFAS, USGS, NASA POWER, Open-Meteo, cyclone tracks) are cross-validated for each hazard, so one rogue feed cannot raise a false alarm. Disagreement attenuates confidence; agreement amplifies it.

Satellite Intelligence · light

Satellite Intelligence · dark

Live at localpulse.dmj.one · light & dark, fully responsive.

Confidence-weighted output

ok → elevated → high → severe

Self-learning World Engine

An ensemble of competing per-region calibration engines learns from real outcomes. Every past warning is Brier-scored against what actually happened, then confirmed against official alerts. It also reports split-conformal prediction intervals, so the uncertainty is honest, not hidden.

• Gets more accurate over time, per region.
• Learning and intervals survive restarts; it never forgets.

Confirmed against

GDACS · world NDMA Sachet · India NWS · US

Proof a warning was given. Verifiable on any phone, offline.

After a disaster, the question is always the same: who knew, and when. LocalPulse signs every warning so that question has a tamper-evident answer, checkable in a browser with no server and no shared secret.

Every claim above is exercised by the test suite: 102 automated tests, all passing. Same zero-cost stack as the rest of LocalPulse, only three npm dependencies, free public data.

One container. Zero idle cost. Sovereign by default.

Mobile-first, every screen. Three users, one system.

Why it works where others don’t.

Ship the MLP. Then ship Bharat.

What good looks like. Measured, not promised.

Targets are budgets: if a change blows the budget, the change reverts. CI fails the build before the user ever feels it.

Questions?

LocalPulse is live. Open the URL on your phone, call the demo line, or read the code. Everything below is real.