04 — SYSTEMS · 2026
GridSetu
−80%
evening unserved energy, in simulation
PyPSA/Pyomo+HiGHS · pandapower · LightGBM · FastAPI · React 19
The problem
A shared community battery is only useful if the grid operator can trust what it will deliver. That means a forecast, with confidence, published somewhere real.
The build
A multi-layer simulator — day-ahead market, AC power flow, frequency dynamics — turning the battery into a confidence-scored Reliability Reserve published to a mock Schneider EcoStruxure ADMS endpoint. A tool-calling operator copilot (Anthropic API, streaming) sits on top, where every figure comes from a simulator tool call.
The result
In simulation: cut evening unserved energy 80%, and eliminated critical-load outages and transformer-overload trips.
Code private / patent-pendingAll work