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Mrkewl/README.md

Jazsley Zainal

Full-stack engineer | AI/RAG systems | GovTech-scale delivery | Singapore → Europe / Australia

I build production software that ships to real users — from national-scale government platforms serving millions of Singaporeans, to AI-powered apps I design, build, and use myself. My background spans exercise science, 6 years running a fitness business, and 4+ years in software engineering. That cross-domain perspective shapes how I approach technical problems: from the user backward, not the stack outward.

Currently targeting Solutions Engineering and Forward Deployed Engineering roles where technical depth meets customer-facing work.


What I'm building

FitForge — AI fitness coaching grounded in sports science

RAG-based coaching app that surfaces peer-reviewed training research (Helms, Israetel, Schoenfeld) as personalised, evidence-backed recommendations. Not another generic AI wrapper — the domain knowledge is the product.

Flutter Koa/TypeScript Supabase pgvector Anthropic Claude API PostgreSQL

  • Built a full RAG pipeline: chunked sports science literature → pgvector embeddings → Claude API retrieval and generation
  • Grounded in Eric Helms' adherence pyramid, Mike Israetel's RP volume landmarks, and Brad Schoenfeld's hypertrophy research

ApplyAI — Job application pipeline, automated

End-to-end job search CRM I built to solve my own problem. Scrapes LinkedIn, Greenhouse, and Lever; scores JDs against my profile; generates tailored resumes and cover letters; auto-applies via Playwright. Currently in personal production use.

Next.js TypeScript Supabase Anthropic Claude API Playwright PDFKit Tailwind CSS

  • Claude API integration: JD scoring, resume tailoring, cover letter generation — all from a single profile.json source of truth
  • Custom PDFKit renderer: hanging-indent bullets, inline bold parsing, zero third-party PDF libraries
  • Kanban CRM with Supabase persistence, per-platform location normalisation, and staleness detection

Where I've shipped

Palo IT → GovTech Singapore (2023 – present) Built and maintained digital services used by millions of Singaporeans: LifeSG (cross-agency CMS), Baby Bonus System (30,000 babies/year), OneService App v2. Reduced development redundancy 50% via an internal Form Builder Library.

Next.js React Native Koa PostgreSQL AWS ConfigCat GitLab CI/CD

Accenture (2022 – 2023) SRE and cloud infra for enterprise systems. 95%+ uptime, AWS Lambda automation, Dynatrace/CloudWatch monitoring.

An Xing Technologies (2021 – 2022) Cross-platform Flutter apps, Stripe/Apple Pay/Google Pay integrations, mentored 4 NUS interns to full-time conversion.

Bodyengineers Pte Ltd — Founder (2015 – 2021) Built and ran a fitness business leasing personal trainers to national gym chains across Singapore. 200+ clients, press features in The New Paper and Berita Harian, invited speaker at Pepsi Company and en world Singapore. Received a 4/5 grant evaluation from an Enterprise Singapore accredited incubator for an AI personal training platform — before I knew how to code.


Stack

Layer Technologies
Frontend / Mobile React, Next.js, Flutter/Dart, TypeScript, Tailwind CSS
Backend Node.js, Koa, Django, Python
Databases PostgreSQL, Supabase, pgvector, Firestore, MongoDB
Cloud / DevOps AWS, Azure, Docker, Kubernetes, Terraform, GitHub Actions, GitLab CI/CD
AI / ML Anthropic Claude API, RAG pipelines, pgvector, prompt engineering
Observability Dynatrace, Prometheus, CloudWatch

Certifications

  • AWS Solutions Architect – Associate (2022)
  • AWS Developer – Associate (2024)
  • Terraform Associate (2023)
  • Microsoft Certified: Azure Administrator (2023)
  • GitHub Copilot Certified (2025)
  • ICT Assessment (Software Developer) – GovTech Digital Academy / NUS-ISS (2025)
  • Anthropic: Claude 101, Claude Code in Action, Introduction to MCP (2026)

Education

B.Sc. Sports Science — Edinburgh Napier University Diploma in Aerospace Engineering — Singapore Polytechnic Certified Practitioner — Mac-Nutrition University


📍 Singapore | 🌍 Open to relocation: UK, Germany, Netherlands, Australia 📧 jazsleyzainal.93@gmail.com 💼 linkedin.com/in/jazz

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