Experience & skills

The long version

Education, the nine areas I have trained in across security & AI, the internships & jobs I have held, competition results, & the volunteering & leadership that fills the space around all of it.

AI Intern
SQL VIEW, since September 2026
eJPT
Junior penetration tester, March 2026
2027
Projected graduation, May
7
Competition & award results
Education

Where I am studying

  1. 2024 - 2027

    Diploma in Cybersecurity & Digital Forensics

    School of InfoComm Technology, Ngee Ann Polytechnic

    Specialising in the AI & Machine Learning track, with a projected graduation in May 2027. Class Chairperson for Year 2 Semester 2, where I carried the class's feedback into the Director's Tea sessions & organised the class barbecue. Alongside coursework I hold several roles in & around the school:

    • Event Coordinator for YouthTechSG's Surf-Safe programme
    • Member of NULLSEC SIG, the school's security interest group
    • Graduated from the Sentinel Programme
    • Welfare Subcommittee member & regular volunteer of the Current Affairs Club
    • Member of EU Youths
    AI & Machine Learning track Ethical Hacking Python Sentinel Programme NULLSEC SIG Class Chairperson
  2. January 2020 - September 2023

    GCE O-Level

    Greendale Secondary School, Singapore

    Net score of 13. Head of Training ICs for the Robotics CCA from 2022 to 2023, where I trained juniors in Arduino C & Python & planned CCA events & challenges for them. Class Chairperson of 4G in 2023. Also picked up the Edusave Good Progress Award in 2022 & the Young Engineer Award in 2021.

    Net score 13 Head of Training ICs, Robotics Class Chairperson Edusave Good Progress Award, 2022 Young Engineer Award, 2021
Work

Experience

  1. September 2026 - present

    Artificial Intelligence Engineer Intern

    SQL VIEW, Singapore (on-site)

    Building self-hosted AI agent projects to support SQL VIEW's internal systems, running on dedicated internal infrastructure.

    • Developing chat-based interfaces for internal workflows & real-time company-specific queries
    • Building an AI-maintained knowledge base over internal documents & information
    • Model tweaking & workload optimisation
    • Testing & refining output quality & reliability across the system
    LLMOps Agentic workflows Prompt engineering Knowledge engineering Chatbot development
  2. December 2023 - March 2024

    Administrative Intern

    Outdoor Inc Pte Ltd, Singapore
    • Calculated window & fabric measurements for each building unit
    • Entered the measurements into Excel to generate client quotations
    • Transferred approved quotations into QuickBooks to issue invoices
    • Assisted direct supervisors with ad hoc tasks as they came up
  3. August 2024

    Salesperson, Tefal (part-time)

    Singapore Expo (9 to 11 August 2024)

    Worked the Tefal warehouse sale across the three day Expo event, promoting & selling their range of frying pans, handling customer questions & product demonstrations on the floor.

  4. April 2024

    Salesperson, Tefal (part-time)

    Ang Mo Kio Hub, Singapore (26 to 28 April 2024)

    A three day sale at Ang Mo Kio Hub, with the same mix of demonstrations, product questions & closing sales on the floor.

Skills

Nine areas I have trained in

These come from coursework, lab work, my internship & my own projects rather than certificates alone. Each one is something I have actually sat down & done.

AI engineering & LLM operations

Building self-hosted AI agents at SQL VIEW: chat interfaces over internal workflows & real-time company queries, an AI-maintained knowledge base over internal documents, & the model tuning, workload optimisation & output testing that keeps the whole thing dependable. That covers LLMOps, prompt engineering, agentic workflows, chatbot development & knowledge engineering, with React & Next.js on the interface side.

Data science & intelligent automation

Built a log-based behavioural anomaly detection model on the HDFS dataset, tuning it with decision tree classifiers & judging it on precision, recall & F1-score. Comfortable extracting & cleaning data with SQL, exploring it with Python's visualisation libraries, & turning the result into an executive dashboard in Tableau or Power BI.

Penetration testing & vulnerability assessment

Performed penetration tests against web applications & network services, identifying vulnerabilities & writing them up as structured reports with realistic remediation recommendations rather than a raw scanner dump.

Digital forensics & incident investigation

Conducted mock investigations in class & on my own hardware, covering evidence acquisition, file system analysis, memory analysis, deleted file recovery & forensic reporting, all while following proper evidence handling procedure so the findings would survive scrutiny.

Malware analysis

Ran static, dynamic & behavioural analysis on samples to pull out indicators of compromise & describe what the code actually does when it runs, rather than what its filename claims it does.

Network security

Configured & secured enterprise networks using Palo Alto firewalls, VPNs & IDS/IPS technologies, then analysed the resulting traffic for threats. Includes writing & testing the security policy rather than only reading it.

Cyber governance, risk & compliance

Carried out cybersecurity risk assessments, evaluated the effectiveness of security controls & applied governance frameworks including ISO 27002, COBIT & PCI DSS in lab environments.

Programming & automation

Developed applications & automation scripts in Python, C#, C++, Go, SQL, HTML, CSS & JavaScript for security, forensics & academic software projects. I would rather write the tool than do the task twice by hand.

Operating systems

Working knowledge of Windows & Linux environments: system administration, command line operations, user management & security configuration on both.

Results

Achievements

Competition placements & certifications, most recent first.

March 2026

eJPT Junior Penetration Tester certification

Passed the eJPT examination, which is a practical, hands-on assessment rather than a multiple choice paper.

March 2026

Finalist, Lag n' Crash 6 CTF

Reached the finalist stage of the Lag n' Crash 6 capture the flag competition.

October 2025

Top 10, Hack n' Flag CTF

Finished inside the top ten of the Hack n' Flag capture the flag competition.

December 2024

2nd Runner Up, Cyber Sports Day CTF Challenge

Placed as second runner up in the Cyber Sports Day CTF run as part of the Sentinel Programme.

March 2024

Best Group Award, Japan Youth Summit 2024

Worked with an international team to propose a solution to a global security problem, then defended it in a debate against participants from a range of countries.

June 2023

1st Place, Temasek Polytechnic YCEP CTF

First place in the individual category at Temasek Polytechnic's YCEP capture the flag competition.

June 2023

1st Place, A-YCEP CTF

First place at the A-YCEP capture the flag competition run by the Cyber Security Agency of Singapore.

Beyond the course

Leadership & volunteering

A lot of what I have learned about working with people came from these rather than from a lab.

  1. May 2026 - present

    Event Coordinator, YouthTechSG Surf-Safe

    Officially an Event Coordinator for the Surf-Safe programme, helping to formulate teaching materials & assisting the Curriculum & Directory Head with ad hoc work such as arranging meetings with schools & presenting Surf-Safe to students directly.

  2. April 2026 - present

    Member, EU Youths

    Attend events hosted by the European Union, including the opening & closing of the EU Film Festival for networking, & dialogues such as the session with Enrico Letta, former Italian Prime Minister, on the EU single market.

  3. April 2026

    VI Sensory Tour Volunteer

    Gardens by the Bay, Singapore

    Trained for a day on the different types of visual impairment before being assigned a visually impaired visitor to guide around the gardens the following day.

  4. March 2026

    Usher Volunteer, Blossom Tribute

    Guided senior citizens to the ballroom & assisted those who needed help getting there, including wheelchair users & guests who needed support on the stairs. Also handled crowd control at dismissal, keeping more than two hundred people moving onto the right buses.

  5. 2026 - present

    Welfare Subcommittee member, Current Affairs Club

    Help organise & come up with ideas for bonding nights such as CAConnect to build cohesion in the club, & suggest topics for debates & other activities alongside the rest of the subcommittee.

  6. 2022 - 2023

    Head of Training ICs, Robotics CCA

    Greendale Secondary School

    Trained fellow EXCO members so they could teach our juniors, ran several CCA classes myself, & gave advice & guidance on any questions they brought. Still keep in touch with some of them when they run into IT or tech problems.

References

Who can vouch for me

Referees are happy to be contacted through the channels on my contact page. Full contact details for each are available on request.

Elizabeth Ong

Teacher & Head of Robotics CCA at Greendale Secondary School, & the staff member who supervised most of my early robotics & programming work.

Ravin Nagpal

Co-Founder of YBN & Admin of the Singapore Students Merger CTF Team, who has seen my competition work first hand.

Prefer the traditional version?

The full CV is available on request, & I am happy to send it over with a short note on whichever role you have in mind.