Insights
Research notes for technical readers.
How we think about data quality, explainability, model selection and operator oversight.

September 30, 2026 · 5 min read
How to Build a Synthetic Wastewater Demo Without Confusing It With Plant Validation
Synthetic data is useful for UI and workflow testing. It does not establish field performance.

September 23, 2026
Why Human-in-the-Loop Design Matters in Wastewater Decision Support

September 16, 2026
From LSTM to Benchmark-Led Model Selection in Wastewater Forecasting

September 9, 2026
What Explainable Nutrient Early Warning Should Show an Operator

September 2, 2026