Production Code Patterns
Critical algorithmic calculations, distributed session tokens, and recursive stream parsing logic.
Planned Architectural Enhancements
Automated Diagnostic AI Assistant
Integrate an LLM-powered diagnostic questionnaire that guides Maryland homeowners through symptom triage before technician arrival, generating structured technician briefing sheets.
FastAPI, Model Context Protocol (MCP), Groq Llama 3.3
Multi-Tenant Regional White-Labeling
Decouple state configuration into isolated tenant domains, allowing the programmatic matrix engine to serve multiple regional service businesses simultaneously.
Next.js Multi-Zone, Edge Middleware Routing, PostgreSQL RLS
Automated Multimeter Telemetry Ingestion
Enable Bluetooth-connected digital multimeters to stream Ohm and voltage test logs directly into the case study publisher from field technician devices.
Web Bluetooth API, WebSockets, Prisma Time-Series
