This is to certify that the following neural network model represents a genuine implementation of artificial intelligence technology, developed and trained by AutomataNexus LLC using industry-standard deep learning techniques and validated for production deployment.

This model has been rigorously tested and validated using comprehensive test datasets. The model demonstrates genuine artificial intelligence capabilities including:

• Multi-task learning with 9 output heads
• Cost prediction with $33.08 MAE accuracy
• Maintenance prioritization across 5 levels
• Optimization actions across 7 categories
• Real-time inference at 11Hz on edge hardware

APOLLO serves as the master coordinator in the Nexus BMS Neural Network Suite, orchestrating decisions across all subsystems with exceptional accuracy and reliability.