Hubert Ronald
GitHubENES

Hi there! I'm Rony.

Data & Cloud Architect · Data/ML Platform Engineer

I build reliable data, cloud, and AI systems for complex operational problems.

I work across architecture and hands-on delivery—from distributed data and cloud platforms to production services, ML/NLP systems, and AI-native products.

Systems thinking · Hands-on delivery · Built with users · Evidence-driven

Delivery loop
  1. Discover
  2. Design
  3. Build
  4. Deploy
  5. Validate
  6. Iterate
Explore Project AtlasBuilder Journey
Portrait of Hubert Ronald
Hubert Ronald

Featured

Selected work presented according to what each project actually proves—not as interchangeable cards.

F1ML / NLP / MLOps depth

VersoVector

Emotional-semantic NLP and local MLOps system with packaged inference and a sanitized cloud blueprint.

01

supervised ML/NLP

02

unsupervised semantic analysis

03

reproducible training

04

model artifacts and inference package

Evidence path

TrainPackageInfer
Local serving + API boundary

Local execution / blueprint evidence; no current production deployment.

Technical Docs Repository
F2RAG + cloud + full-stack AI delivery

MIAD-RAG-RealEstate

Academic team RAG project with an individually evidenced 2026 GCP modernization.

Architecture evidence

ApplicationFastAPI · Streamlit
RAG serviceFAISS retrieval · Gemini generation
Cloud modernizationBigQuery · Cloud Storage · Cloud Run
Delivery controlsTerraform · IAM · CI/CD
Academic team outcome

Original academic RAG outcome is team work.

Individually evidenced

2026 GCP modernization and integration.

Project Profile Repository
F3AI-native product / decision intelligencev0.4.0-alpha.1

RetainAI

Release-scoped AI-native decision-intelligence product evidence.

Release scopev0.4.0-alpha.1

Frozen portfolio evidence is limited to this release. Later roadmap capabilities stay outside the Atlas scope.

  • AI-native product framing
  • decision intelligence
  • responsible deployment framing
  • release-scoped reproducible evidence
Not claimed here
  • post-v0.4.0-alpha.1 roadmap capabilities
  • autonomous employment decisions
Technical Docs Repository

Where can I go next?

Choose the depth you need.

Builder Journey

A progression from creative software through data and cloud systems to AI-native products and platforms.

Seven stages connect the portfolio without turning the site into a chronology dump.

  1. B1Creative Software & Product Instinct
  2. B2Applied Mathematics, Simulation & Data Science
  3. B3Reproducible Development Environments
  4. B4Distributed Data Systems
  5. B5Cloud Data Architecture
  6. B6ML / NLP & MLOps
  7. B7AI-native Products & Platforms
Open Builder Journey →

Creative Roots

The software instinct came before the cloud stack.

Liasoft anchors early interactive software, mobile experiments, Lua/Gideros work and computational graphics. The main portfolio keeps that history compact and points to its own archive.

Visit Creative Archive →