Production-Ready AI & Software Engineer¶
Currently Building
ForceX AI — Indonesia's first AI-for-energy platform. 12 physics-informed AI products for nuclear, geothermal, oil & gas, and renewables. GeoForce v1.1 deployed with R²=0.997 accuracy. Explore the platform →
Overview¶
I am Robi Dany Riupassa, a software engineer and AI specialist building production-grade AI systems — from physics-informed energy platforms to agentic RAG chatbots and enterprise MLOps pipelines.
My work spans:
- Agentic AI & RAG — LangGraph multi-agent orchestration, self-reflective retrieval, hybrid search, multi-provider LLM fallback chains
- Physics-Informed ML — PINNs, CNN surrogates, GNNs for energy sector simulation (ForceX AI, 12 products)
- MLOps & Model Deployment — Automated training pipelines, model registry, 24 production models, CI/CD with GitHub Actions
- Cloud & Infrastructure — Google Cloud Platform (Cloud Run, Cloud SQL, Secret Manager), Docker, Kubernetes, Kafka, Terraform
- Multimodal AI — NLP (spaCy, Transformers), Vision (CLIP, YOLOv8), Audio (Whisper), Vector Search (pgvector)
- Published Work — Models and datasets on HuggingFace, AI testing framework on npm (@robi-atp/cli)
Featured Projects¶
Flagship — ForceX AI¶
ForceX AI — AI-for-Energy Platform | forcex-ai.com
12 physics-informed AI products (PINNs, CNN, GNN, LSTM, RL) with LangGraph agent orchestration. GeoForce CNN surrogate deployed at R²=0.997. Model and dataset published on HuggingFace. 484 passing tests.
Enterprise Systems (Private Company)¶
Enterprise Agentic RAG Chatbot — LangGraph multi-agent RAG with self-reflection, hybrid search (dense + BM25 + RRF), multilingual, Langfuse observability. Production-deployed.
Media Platform with OTT Streaming — 8+ NestJS microservices, multimodal AI (NLP/Vision/Audio), Kafka event streaming. OTT deployed on Google Cloud Platform (5 Cloud Run services, Cloud SQL, Compute Engine).
Broadcast Analytics — MLOps Platform — 24 trained models (6 algorithms x 4 targets), LangChain agent with 7 tools, genetic algorithm optimizer, Prometheus/Grafana/Alertmanager monitoring stack.
AI-Powered Help & QnA System — Production RAG with hybrid retrieval, 5-provider LLM fallback chain, cross-encoder reranking, voice assistant. 75%+ cache hit rate, ≤5% hallucination rate.
Independent Projects¶
GeoForce — CNN Reservoir Surrogate — Standalone production model replacing TOUGH2 simulation. R²=0.997, 57K params. Published on HuggingFace.
Porto Agent — AI content marketing platform. Generates blog posts from git commits using Gemini AI + LangGraph, with human-in-the-loop approval via dashboard and Telegram.
AI Testing Framework (ATP) — Playwright-like testing for AI apps. Semantic similarity, hallucination detection. Published on npm as @robi-atp/cli.
Recommendation Systems Research — YouTube Two-Tower, Netflix Foundation, and Hybrid architectures compared across 108 hyperparameter configurations.
Professional Experience¶
Developer & Researcher — ForceX AI | Current
Building Indonesia's first AI-for-energy platform — 12 physics-informed AI products, GeoForce deployed, models published on HuggingFace.
Software Developer & AI Specialist — A Leading ICT Solutions Provider | Current
Enterprise AI systems for media and broadcast — agentic RAG chatbots, MLOps pipelines, multimodal AI, cloud-native deployment on GCP.
Training Instructor — Government Transformation Academy, BPPTIK KOMINFO
Delivered Fundamentals of Data Science training for government professionals.
Education¶
Doctoral Research in Physics — Bandung Institute of Technology, Indonesia Passive safety systems for Generation IV Molten Salt Reactors, combining CFD simulation with deep learning. ITB Digital Library →
Master of Science (MSc) in Physics — Bandung Institute of Technology, Indonesia
Publications¶
Published research in physics, computational science, and AI. Google Scholar | Scopus
Contact¶
- Email: robiriu@gmail.com
- GitHub: github.com/robiriu
- LinkedIn: LinkedIn Profile