Summary
Overview
Work History
Education
Skills
Websites
Interests
Timeline
Generic

SEE TOH MING XUAN AXEL

Summary

Goal-oriented project lead with a strong foundation in AI, machine learning, and product development. Passionate about building and shipping meaningful projects over unnecessary processes. Active indie hacker and crypto/blockchain enthusiast with a bias toward action, experimentation, and real-world impact. Known for clear communication, planning, and execution in fast-paced environments.

Overview

4
4
years of professional experience

Work History

Technical Lead / Web Developer

Self-Employed
11.2024 - 02.2025
  • Spearheaded the development of lightweight digital tools to support daily operations across two F&B outlets serving over 300+ customers daily.
  • Built internal web dashboards to track daily revenue, staff shifts, and inventory, reducing manual workload by ~70% and improving data-driven decision-making.
  • Developed QR-based digital menu systems and customer-facing landing pages, leading to a 20% increase in return visits and improved customer flow.
  • Contributed to an estimated 12–15% improvement in ARR through operational efficiency, better customer retention, and faster service workflows.

Project Developer

Singtel
03.2021 - 08.2021
  • Developed an internal tool to automate the detection of common security vulnerabilities across Singtel’s internal application repositories.
  • Integrated static code analysis and custom ML-based heuristics to flag risk patterns in real-time during CI pipelines.
  • Successfully scanned and analyzed over 50,000+ lines of code across multiple internal services.
  • Identified and classified 200+ potential vulnerabilities, including critical issues such as hardcoded credentials, unsanitized inputs, and insecure API calls.
  • Reduced manual audit workload by an estimated 40%, helping improve turnaround time for security reviews.
  • Collaborated with engineering leads to propose automated patch suggestions using LLM-assisted remediation.

Education

Bachelor's in Applied Artificial Intelligence -

Singapore Institute of Technology (SIT)
08-2026

Diploma - Network System And Security

Ngee Ann Polytechnic
08-2021

Skills

Machine Learning

  • Supervised Learning (Classification, Regression)
  • Transfer Learning & Fine-tuning (Transformers, CNNs, RNNs)
  • Natural Language Processing (Text Classification, Summarization)
  • Prompt Engineering for LLMs and Generative AI

Software Engineering

  • Python, Javascript, TypeScript, React, C#
  • Git & GitHub (version control and collaboration)
  • Docker (for ML pipeline isolation and reproducibility)
  • Cursor, Windsurf (AI-native development environment)

ML Engineering & Infra

  • Scikit-learn, PyTorch, TensorFlow, HuggingFace Transformers
  • REST API (basic model deployment and integration)
  • CI/CD (for testing and deploying ML projects)
  • Modular design and prototyping for AI-driven applications

Interests

  • AI-powered educational tools & generative animation
  • Crypto infrastructure and decentralisation
  • Open-source projects and community-driven development
  • Hackathons, rapid prototyping, and idea validation
  • Cross-disciplinary tech (AI × blockchain, AI × education)

Timeline

Technical Lead / Web Developer

Self-Employed
11.2024 - 02.2025

Project Developer

Singtel
03.2021 - 08.2021

Bachelor's in Applied Artificial Intelligence -

Singapore Institute of Technology (SIT)

Diploma - Network System And Security

Ngee Ann Polytechnic
SEE TOH MING XUAN AXEL