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fiacrerougieux/README.md

Welcome.

I am a researcher and builder at the intersection of solar energy, educational infrastructure, and applied AI.

Day job: Academic at UNSW SPREE, photovoltaics research, PV digital twins, multimodal ML on inverter telemetry and aerial imagery.

Side projects: Mappy: a graph-based curriculum intelligence platform, in production for almost a year. Solar Cell: a website explaining how solar cell works. SDG Dashboard: a dashboard for a whole of university SDG mapping

What I'm working on

  • PV Digital Twin: advanced algorithms for classification and closing the loop, multi agent framework and harness for automated maintenance, state representation and tracking, aerial imagery segmentation with YOLOv8 + SAM
  • Mappy: LLM-based CLO extraction, AoL risk scoring, graph traversal over program/course/assessment nodes

Stack

Python · Rust · Node · PostgreSQL · NetworkX · FastAPI · React · Railway
Occasional: PyTorch, LangChain patterns (without the framework), custom LLM eval harnesses

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