I'm ⚡️ Manuel ⚡️, an "artisan" in the programming domain. I see and create programs not only as a deadline to meet, but a canvas to paint for peer engineers to critique.
I obsess over simplicity, structure, and clean architecture. I optimize for readability over complexity, don't repeat myself in code, functions have a single responsibility, and I commit atomically.
While my recent work anchors on AI-driven software, I craft with an eye toward edge-level performance and automated, friction-free DevOps pipelines.
- EyeZite - Our undergraduate thesis. A diabetic retinopathy (DR) lesion detector and grade classifier, with me as the project lead and backend developer.
- vance - A unified CPU scheduling simulation Python package, published in PyPI. Got tired of scattering implementations among the internet. Included hardware representations as well.
- Debunkr - A Filipino fake news classifier, with ensemble learning. I led the project, engineered the backend, manually crafted the preprocessing pipeline, and trained the AI models.
- bud - A Git-style, lightweight, keyboard-driven personal budget tracker for terminal users
- Rezbin AI - My internship project from Rezbin, a multiclass trash classifier using MobileNetV2, trained with selective layer freezing. Deployed as a microservice using FastAPI with Docker. Primarily a paper replication
- WVSU Re:Claim - A lost & found web app for WVSU, founded & led by me. Managed dev, marketing, operations, and creative teams.
- SPARK Hub Website - A fullstack website for my most beloved innovation student organization. Led the entire project, but focused on CMS development.
- BINHI Website - WVSU's official technology business incubator website, with me as one of the frontend developers.
| Category | Tools & Technologies |
|---|---|
| Lang/Frameworks | Python · C/C++ · JS/TS · Dart · Bun · Linux |
| Web Dev | ReactJS · NextJS · SvelteKit · TailwindCSS · HTML/CSS · Flutter |
| Backend & DB | FastAPI · Node.js · Firebase · SQLite · MongoDB · Sanity.io |
| DevOps & Infra | Git · Docker · Dokploy · Vercel · Netlify · GitHub Actions · Husky |
| AI & Data | PyTorch · TensorFlow · SKLearn · Pandas · NumPy · HF Spaces |
- ✉️: carado.johnp11q@gmail.com
- 🔷 LinkedIn: John Manuel Carado
- ✒️ Blog: https://jmanns.bearblog.dev


