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Pismo tests if forecasts can tell home batteries to charge before NWS warnings. In Feb 2024, our Humboldt trigger fired 27 hours before the High Wind Warning.
Orchard-level chill tracking that helps growers make key decisions.
1st place, AI4Good 2026. Private AI finds the moments TPA’s teens take the stage and use their voice; staff verify them, and youth voice time more than doubled by the showcase.
Removing names isn’t anonymity. Unmasked finds and fixes re-identification risk in student data assisted with Kiro for autonomous modeling.
A BU student manager and schedule optimizer, built as a hackathon prototype. It builds class schedules that avoid tight walks and keep a lunch window, tells you when to leave for class using live data
Plan Your Transfer, Stress Less After
Antibody engineering burns months on repeat selection rounds. RapidMat predicts enrichment from one early screen, and shows which mutations drive it. Design the next variant, not the next round.
Agentic C.Elegans Research
A Grok-powered research team that builds, tests, and improves anomaly detection models through coordinated experiments.
Heat and smoke day briefings for Central Valley crew bosses. Real-data tests show earlier shifts only cut heat if crews start pre-dawn, so we show the hours scheduling can't fix.
Pandas but faster
AEGIS predicts cyberattacks before they happen. A 7-phase AI pipeline monitors live traffic, scores risk every minute, and autonomously executes defense — validated across 15 real datasets.
Moves a baseball club's promotion nights to the dates that add the most fans, then finds family theme nights, sponsors and food partners its town and fans love, using Qloo.
Research project
Every logo on a seed deck's customer slide gets a receipt: what that customer really pays, from the ledger, and what happened to them since, with the Stripe rows and web search behind each number.
The AI payments clerk you can trust with a bank account. It runs your weekly vendor payments, ignores orders hidden in invoices, and calls the real vendor before money goes to any new account.
Xerneas: Catching The Drift
A budget meal planner for Malaysian students and families — optimises a week of real dishes against the government's daily grocery prices, then plans your shopping trip.
EcoWatt AI helps households make lower-carbon electricity choices by combining real-time grid forecasts, machine learning, and smart appliance scheduling to recommend when to power everyday devices.
Your camera roll, turned into a travel globe
See what a carbon claim is really worth—and make sure it can’t be claimed twice. Open verification of carbon-credit retirements, with double-claim prevention on-chain.
Describe an event in one sentence and get a data-backed plan — venue, food, transit, people, budget, cost options and a digital-twin stress-test — in which every number is labelled by how we know it.
Rescue Rater ranks disaster help messages by urgency and flood risk, then routes each to the nearest rescue team, so responders reach the most urgent people first.
Crowdsourced spatial telemetry mapping university network dead zones in real time to ensure digital equity for all students.