Probabilistic grid-risk decision support with tail-risk analysis, calibration gates, and explicit data/model provenance.
Materials of WiDS Texas 2021 Hackathon
Python based data collection tool which currently supports PJM but will eventually cover everyone else....
Tiny fully-typed python client for the ERCOT Public API
Radiative surface energy balance: coatings, outdoor batteries dispatched on real ERCOT prices, and spacecraft radiators
Free, open-source Python library for US ISO/RTO energy data (CAISO, ERCOT, MISO, NYISO, ISONE, SPP, PJM) - no API key required. Alternative to gridstatus.
ERCOT plan comparison demo: simulate electricity bill costs from 15-minute usage and weather scenarios, then rank plans (MVP, extensible lakehouse roadmap).
Keeps a home-battery fleet's grid commitment when devices fail, priced on real ERCOT data. Human-approved recovery. Base Power x AITX Hackathon 2026
Open battery-storage environment for the post-RTC+B ERCOT market: real-time and day-ahead (two-settlement), exact upper bounds, reproducible baselines.
Multi-agent RAG system using LangGraph over ERCOT protocols with retrieval optimization, memory, and web fallback.
UQ metrics for wind time series and surrogate models that map them to calibrated plant-level wind power uncertainty, including at plants without measurements (framework, synthetic examples and a public-data case study)
ERCOT BESS arbitrage: LightGBM dispatch adds +$2.6M/yr (100 MW battery) over persistence on 2-year held-out test (77% of ceiling).
Unofficial checker for ERCOT EWS submissions, and a catalogue of known discrepancies in ERCOT's EWS documentation. Not affiliated with or endorsed by ERCOT.
An open grader for data centre voltage ride-through claims. ERCOT NOGRR282 and Energinet TR 3.4.3.
End-to-end analysis of 5 years of ERCOT hourly grid load data, featuring a Winter Storm Uri case study. Built in Python, SQL, and Power BI.
ERCOT's 434 GW interconnection queue analyzed in PostgreSQL/PostGIS: trigram POI geolocation, county queue pressure, cohort attrition, and the cost factor
Developmental Phase of EnergyHack2026
Solar supply forecasting model training and MLflow deployment
Home Assistant integration for GridVigil: live pressure scores, demand, and grid stress alerts for the 10 major U.S. power grids
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