01
Mycelium Ingestion
Module 1
Ingest student class registration timetables, room sensor occupancy, and outdoor temperatures.
Use Case 33 · Education & Industrial
University Campus Spatial Energy & Asset Management
Dynamic HVAC and lighting optimization across multi-building university campuses.
Customer need & pain point
The problem this replaces.
- Heating and cooling empty lecture halls and student facilities based on fixed schedules.
Step-by-step execution
How the engine executes it.
02
Multi-LLM Routing
Module 1
Predict thermal load requirements per campus building hex unit.
03
Agentic AI
Module 4
Adjust HVAC airflow and room lighting automatically 15 minutes before scheduled classes start.
04
Agentic AI
Module 4
Power down building sectors when no student presence is detected.
Quantifiable ROI & impact
What changes commercially.
- 21% reduction in campus electricity consumption
- $850K annual utility savings.
The “aha” moment
“We stopped heating empty auditoriums. Energy usage now mirrors actual student classroom schedules.”