Technical Architecture
Deep dive into the AGI infrastructure powering our HVAC automation platform
Multi-Agent Workflow
Collaborative intelligence between specialized agents
Planner
Decomposes user requirements into actionable tasks
MCP Integration
Enables seamless connectivity between LLM and HVAC systems via Model Context Protocol
Equipment Modeling
Builds high-precision models using data-driven approaches and physics-based mechanisms
Validator
Validates outputs against engineering constraints
Simulation Runner
Executes energy simulations and collects performance data
Optimization Agent
Analyzes results and generates energy-saving strategies
Strategy Generator
Creates actionable optimization recommendations with ROI analysis
System Architecture Layers
Four-layer architecture for robust and scalable operation
LLM Layer
Large Language Models understand engineering semantics and translate natural language into technical specifications
- Natural language understanding
- Engineering intent recognition
- Context-aware interpretation
- Multi-language support
Agent Layer
Specialized agents collaborate to decompose tasks, select components, generate equations, and validate results
- Planner Agent - Task decomposition
- MCP Integration - LLM to HVAC connectivity
- Equipment Modeling - Data-driven & physics-based models
- Validator - Quality assurance
Integration Layer
Seamless integration with industry-standard simulation tools and data sources
- TRNSYS integration
- EnergyPlus integration
- Modelica support
- MATLAB/Simulink connectivity
Data Flow Layer
End-to-end data pipeline from input processing to output generation
- Input preprocessing
- Real-time processing
- Output formatting
- Export capabilities
Tool Integration
Seamless connectivity with industry-standard simulation platforms
