API Versioning Strategies for Embedded Engineering Automation
Silent API breaks between power, cooling, and monitoring systems now threaten data center safety.
Theo Wrzesinski
Staff Writer
Theo Wrzesinski
Theo came up through academic research in knowledge representation before moving into industry analysis, and he now writes on the intersection of symbolic rule engines and modern ML-driven configuration approaches. His work often dissects vendor data model architectures and the tradeoffs embedded in schema design choices.
6 stories
SDK Design for Domain Experts Who Are Not Software Engineers
Domain experts gain an SDK that maps to their mental models, not to software architecture.
Theo Wrzesinski
Embedding a Rule Engine via SDK Without Leaking Domain Logic
Encapsulate rules in the SDK boundary to keep domain logic out of host code.
Theo Wrzesinski
Versioning and Audit Trails in Regulated CPQ Configurations
Audit trails and versioning turn CPQ pricing decisions into regulatory evidence.
Theo Wrzesinski
Spec Extraction From Manufacturer Datasheets Into CPQ Rules
Automate datasheet data entry to stop manual re-keying errors and rule misalignment.
Theo Wrzesinski
AI Layout Suggestion vs. Deterministic Constraint Enforcement in Data Hall Design
AI generates design candidates; deterministic rules catch what won't work.
Theo Wrzesinski