ADDA — Battery Defect Analytics
Cut time-to-root-cause on Renata HLL2: VALTR + MQTT ingest, DuckDB warehouse, investigation UI on the factory floor — quality finds defects under production pressure.
Proof points from manufacturing leadership and hands-on platform delivery — ownership, risk, and systems that stay up.
Cut time-to-root-cause on Renata HLL2: VALTR + MQTT ingest, DuckDB warehouse, investigation UI on the factory floor — quality finds defects under production pressure.
Keep OT isolation intact while PLCs, SCADA, and analytics share production data over a live EMQX backbone. Reference: iiot.marcstrub.com.
Own ISM and OT/IT without stepping away from schemas, pipelines, UIs, and night-shift incidents — risk stays with the person who can fix what breaks.
Ship MCP and agent tooling with explicit database boundaries — patterns teams need before AI meets industrial data.
See also experience, skills, and GitHub.