2026 · ZENODO PREPRINT · SIX-RUN CONTROLLED STUDY
Specification Completeness, Not Model Capability, Determines the Reliability of LLM-Generated Backend Code
The same coding agent built the same backend module six times. The specification, not the model, decided reliability.
2026 · ZENODO PREPRINT · FIELD STUDY IN PROGRESS
Predicting EV charger degradation from OCPP telemetry
Degradation drift detected from the telemetry chargers already emit. Tool first, then the paper.
Weekly write-ups around this work live in Writing.