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the career scrapbook so far

Where I've worked

Internships, engineering jobs, and the leadership stuff in between, all taped in with what I actually did.

on the job

  • AI Business Analyst Intern

    Genesis Networks Pte Ltd

    May 2026 – Jul 2026
    • Streamlined early delivery workflows with an internal AI "document engine" that turns one client brief into research summaries, proposals, functional specs, and test cases, cutting first-draft time from a week to an hour (98%)
    • Re-architected the engine from no-code n8n workflows into modular Python FastAPI services exposed to an LLM agent as callable tools over the Model Context Protocol (MCP), plus a custom chat interface
    • Engineered the retrieval (RAG) layer in Python: embedded documents through a self-hosted TEI service, stored vectors in PostgreSQL with pg-vector, and ranked context by cosine similarity
    • Established a fully in-cluster deployment path with Docker, Jenkins CI, and Kubernetes (Rancher) against a self-hosted LLM with no public endpoints, alongside private MinIO object storage
    • Validated the pipeline end-to-end on a sample client scenario: 22/22 functional requirements covered and 51 test cases generated, with bidirectional FR-ID coverage and no orphans
    • Translated business requirements into technical implementation across the SDLC, working hands-on with GitLab and Claude Code

    the toolbox

    • FastAPI
    • MCP
    • PostgreSQL
    • pg-vector
    • TEI
    • RAG
    • Docker
    • Kubernetes / Rancher
    • Jenkins
    • n8n
    • MinIO
    • GitLab
    • Claude Code

  • Audiovisual Engineer

    Spectrum Audio Visual Pte Ltd

    Jan 2025 – Jul 2025
    • Programmed a network diagnostic script to monitor IP connectivity of AV endpoints, reducing mean time to resolution by 33%
    • Diagnosed and resolved hardware, software, and network AV issues across SIT facilities in a lean 2-person operations team
    • Debugged and deployed AV control logic using Crestron SIMPL Debugger, followed by end-to-end testing and commissioning with end-users

    the toolbox

    • Python
    • Crestron SIMPL
    • IP/network diagnostics

outside the classroom

  • Business Manager Director

    NBS Colour Splash

    Aug 2026 – Present
    • Directing the business management team for NBS Colour Splash, owning sponsorships and budgets for the event

    what it took

    • Sponsorships
    • Budgeting
    • Team leadership

  • Business Manager (Subcommittee)

    NTU Hall 5

    Aug 2026 – Present
    • Supporting sponsorship outreach and partnerships for hall events

    what it took

    • Sponsorships
    • Partnerships

  • Events (Subcommittee)

    NTU Product Club

    Aug 2026 – Present
    • Helping plan and run product-focused events for NTU's product community

    what it took

    • Event planning

  • Events (Subcommittee)

    NBS Business Analytics Club

    Aug 2026 – Present
    • Helping organise analytics workshops and club events for NBS students

    what it took

    • Event planning

  • Business Manager

    NTU Arts Festival

    Aug 2025 – Mar 2026
    • Conducted outreach to 200+ corporate sponsors, driving sponsorship acquisition for a large-scale university arts festival
    • Managed sponsor negotiations, confirmations, and coordination of deliverables

    what it took

    • Stakeholder management
    • Negotiation
    • Partnerships