AI & MACHINE LEARNING • DATA SCIENCE & ANALYTICS • ENGINEERING & MODELLING • DIGITAL TRANSFORMATION & BA

I build tools that make energy infrastructure smarter

12+ years across power systems — design, analysis, and operations from distribution to EHV transmission. Now building AI-powered engineering tools, data pipelines, and digital twins for Australia's electricity networks.

12+
YEARS IN ENERGY
5
YEARS DEV EXP.
7
CN PATENTS
10
PUBLICATIONS

AI & Machine Learning

6 projects
LLM · prompt engineering · evaluation pipelines · chatbots · RAG
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Data Science & Analytics

3 projects
pandas · scipy · time series · forecasting · statistical analysis
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Engineering & Modelling

5 projects
digital twins · validation frameworks · power systems · Python pipelines
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Digital Transformation & BA

1 project
business process improvement · stakeholder engagement · solution design & evaluation · implementation planning
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SELECTED WORK
Projects
OPEN SOURCE
Repositories
KevinBean/bess-dispatch-optimiserPython
Grid-scale BESS dispatch optimiser & advisor on real AEMO NEM data — MILP arbitrage (PuLP+HiGHS), PyTorch price forecast, LangGraph agent + Chroma RAG. Live demo on Cloud Run.
energyoptimisationmilppytorchlanggraphrag
KevinBean/emptyosPython
EmptyOS — a personal AI operating system. Markdown-vault as hard drive, apps as atoms, event bus over imports. Live demo at demo.binbian.net.
aioperating-systemfastapipluginsopen-source
KevinBean/emptyos-siteHTML
Landing site for EmptyOS — a personal operating system built with AI.
aistatic-sitedocs
KevinBean/local-voice-apiPython
Local-first TTS + STT service. Kokoro, XTTS and Whisper behind one HTTP API.
ttssttfastapivoice
KevinBean/QA_PDFPython
Question-answering over PDF documents — LLM-backed retrieval.
llmragpdf
COMPETENCIES
Technical Skills

Data Science & Analytics

Pythonpandasnumpyscipyscikit-learnmatplotlibSQLPower BIJupyterstatsmodels

AI & Machine Learning

LLM PipelinesPrompt EngineeringLangChainLangGraphPyTorchOpenAI APIEvaluation FrameworksRAGChromaMILP Optimisation

Software Engineering

FastAPIStreamlitDockerGitCI/CDFirebaseAzurepytest

Power Systems & Engineering

IEC 60287ATP-EMTPCable RatingFEM AnalysisProtectionBESSDigital TwinLiDARGISGeoJSON3D VisualizationSpatial Analysis
BACKGROUND
About Me

EDUCATION

PhD — Electrical Engineering
Master of IT — UniSA
BEng — Electrical Engineering

RECOGNITION

7 CN patents (HV cable, BESS, earthing)
10 papers (IEEE, CIGRE)
State Grid Big Data Innovation Prize

DOMAINS

HV/EHV Cable Systems (up to 500kV)
Battery Energy Storage (BESS)
Transmission Lines (OHL)
Distribution Networks
Renewables & EV Infrastructure
Digital Analytics & AI Tools