Hi, I'm Ameer 👋

AI & FULL STACK DEVELOPER.

Computer Science student at the University of Wollongong specialising in AI, Big Data & Cybersecurity, with a background in fintech and experience in full stack development and backend engineering.

Selected work

Projects

AI applications and tools built at hackathons.

HackerRank Orchestrate 2026

Self-Verifying Claim Review Pipeline

Placed #43 of 1,773 entrants (top 2.4%) in a 24-hour solo AI engineering hackathon. A vision-LLM pipeline that checks whether submitted photos actually support an insurance claimant's stated damage — and re-examines its own verdicts before trusting them.

  • Python
  • GPT-5.4 Vision
  • Pydantic
  • Self-consistency

StraightUp Hackathon 2026

SafeWatch

A LangGraph multi-agent pipeline converts noisy Reddit posts into verified Singapore crime incidents. Real-time Next.js dashboard with React-Leaflet clustering and Supabase Realtime, processing incidents with no human in the loop.

  • LangGraph
  • GPT-4o-mini
  • FastAPI
  • pgvector
  • Next.js

SIM IT Club ITCamp 2026

ITC-SIMplify

Award-winning campus study spot finder for SIM students. Features a gamification pipeline with 100 progression levels, real-time session tracking, and an AI chatbot, backed by a Supabase data layer across 13+ tables.

  • Next.js 15
  • TypeScript
  • Supabase
  • GPT-4o-mini

SingHacks 2025

MSIG Travel Assistant

A generative AI assistant for travel insurance queries. Uses LangChain with Groq's Llama 3 for multi-turn conversations and intent classification, with a FastAPI backend for policy comparisons.

  • LangChain
  • Groq Llama 3
  • FastAPI
  • Streamlit

HackoMania 2026

SureBO

AI-powered misinformation detector covering Singapore's four official languages. A LangChain pipeline grounds Qwen 2.5-VL-72B with three parallel live Tavily web searches and streams structured verdicts in real time.

  • Next.js
  • LangChain
  • Qwen 2.5-VL-72B
  • Tavily

Experience

Work

Roles and contributions across internships, national service, and student organisations.

  1. Oct 2025 — Present

    Subcommittee Member, General Dept

    SIM IT Club

    Engineering the Supabase and PostgreSQL backend for ITC-SIMplify, a student-facing campus platform in active development and deployment for SIM students. Also help facilitate hands-on Git & GitHub workshops for cohorts of up to 5 participants, accelerating their adoption of version-control workflows.

  2. May 2023 — May 2025

    Security Trooper

    Singapore Armed Forces

    Served from May 2023 to May 2025. Managed daily access control for 100+ personnel and vehicles, maintained accurate entry logs, and assisted in training 10+ recruits on standard operating procedures. Identified operational gaps that reduced security incidents.

  3. Aug 2022 — Jan 2023

    Project Manager Intern

    FirstCom Solutions

    Delivered 2 e-commerce web projects on schedule by coordinating cross-functional tasks and resolving bottlenecks, cutting overall delivery timelines by 20%. Managed end-to-end project tracking with Jira and Trello, maintaining stakeholder alignment across client and internal teams through the full delivery cycle.

  4. Jul — Aug 2022

    Web Designer Intern

    FirstCom Solutions

    Designed and shipped responsive client websites using HTML, CSS, and Wix, collaborating with the design team to implement UI/UX improvements across multiple live projects.

Toolbox

Skills

Grouped by where they show up in my projects and roles.

Languages

  • Python SafeWatch · Claim Review Pipeline
  • TypeScript ITC-SIMplify · SureBO
  • JavaScript Portfolio · web internships
  • Java Coursework
  • SQL SafeWatch · ITC-SIMplify
  • HTML/CSS FirstCom Solutions · portfolio

AI & LLM Engineering

  • LangGraph SafeWatch multi-agent pipeline
  • LangChain SureBO · MSIG Travel Assistant
  • RAG pipelines SureBO — 3 parallel Tavily live searches
  • Prompt engineering IBM certificate · SureBO multilingual prompts
  • GPT-5.4 Vision Claim Review Pipeline
  • GPT-4o / 4o-mini SafeWatch · ITC-SIMplify
  • Qwen 2.5-VL-72B SureBO fact-checking
  • Groq Llama 3 MSIG Travel Assistant
  • OpenAI Whisper SureBO voice notes
  • Helsinki-NLP SureBO translation
  • Langfuse SureBO observability

Frontend

  • Next.js 15 SafeWatch · ITC-SIMplify · SureBO
  • React SureBO · React-Leaflet in SafeWatch
  • Tailwind CSS Hackathon frontends
  • Streamlit MSIG Travel Assistant

Backend & Data

  • FastAPI SafeWatch · MSIG Travel Assistant
  • Supabase SafeWatch · ITC-SIMplify RPC · SureBO
  • PostgreSQL SafeWatch 7-table schema · ITC-SIMplify
  • pgvector SafeWatch IVFFlat indexes
  • REST APIs FastAPI backends · SureBO SSE streaming
  • ClickHouse SureBO data layer
  • Pydantic · Zod Claim Review · SureBO structured outputs
  • PyMuPDF MSIG document ingestion

Tools & Certificates

  • Git & GitHub SIMITC workshop facilitator
  • Microsoft Azure Cloud & DevOps
  • Trello · Jira FirstCom project management
  • Wix FirstCom client sites
  • IBM GenAI: Prompt Engineering Certificate · Mar 2026
  • Huawei Cloud Computing Certificate · Nov 2025

About me

About

Hi, I'm Ameer. I'm pursuing a Bachelor of Computer Science (AI, Big Data & Cybersecurity) at the University of Wollongong, graduating May 2027, and hold a Diploma in Financial Business Informatics from Temasek Polytechnic. I've built AI-powered applications at hackathons — most recently placing #43 of 1,773 (top 2.4%) in a 24-hour solo AI engineering sprint — and completed internships in web development and project management.

Profile picture

Get in touch

Get In Contact

Currently open to internship and junior developer roles in AI development or full stack engineering. Feel free to reach out if you have an opportunity to discuss.

HackerRank Orchestrate 2026

Self-Verifying Claim Review Pipeline

Overview

Built solo in 24 hours for HackerRank Orchestrate 2026, placing #43 of 1,773 entrants (top 2.4%). The system reviews damage claims across cars, laptops, and packages: given a claim conversation, submitted images, user history, and minimum evidence requirements, it decides whether the photos support the claim, contradict it, or don't provide enough information.

Approach

A GPT-5.4-mini vision pass produces a strict Pydantic-schema assessment with retry and backoff. Borderline verdicts trigger a self-consistency re-pass, and genuine disagreements escalate to full GPT-5.4 as a tie-break — while low-confidence cases are routed to human review instead of guessed. A deterministic mock client keeps the whole harness runnable offline, with bounded concurrency to respect API rate limits.

Tech stack

Highlights & results

StraightUp Hackathon 2026

SafeWatch

Overview

SafeWatch is an AI-powered community crime intelligence platform built at the StraightUp Hackathon 2026. A LangGraph multi-agent pipeline (Crawler → Cleaner → Classifier → Decider) with inter-agent feedback loops processes noisy Reddit posts and converts them into verified Singapore crime incidents with no human in the loop.

Approach

The backend is a normalised 7-table PostgreSQL schema on Supabase, exposed to the frontend through a single unified read view. A Python data-access layer uses unique-key upserts to prevent duplicate records, plus a row-locking job queue so no two agents process the same record simultaneously. The React/TypeScript dashboard receives new incidents over Supabase real-time subscriptions, pushing them onto a live React-Leaflet map without page refreshes.

Tech stack

Highlights & results

SIM IT Club ITCamp 2026

ITC-SIMplify

Overview

ITC-SIMplify is a campus study spot finder built for the SIM IT Club ITCamp 2026. Students can find available study spots, connect with study buddies, check real-time ETAs, and use an AI chatbot powered by GPT-4o-mini. Awarded the Design Excellence Award at the SIM IT Club ITCamp Project Showcase (Apr 2026).

Approach

The platform is backed by a centralised Supabase data layer covering 13+ database tables. A gamification pipeline built with Supabase RPC tracks points and EXP across 100 progression levels, with real-time session tracking and streak systems across 6 feature modules.

Tech stack

Highlights & results

SingHacks 2025

MSIG Travel Assistant

Overview

A generative AI assistant for travel insurance queries built during SingHacks 2025. LangChain with Groq's Llama 3 model manages multi-turn conversations and classifies user intent across policy types.

Approach

The FastAPI backend handles policy comparisons and eligibility checks, with PyMuPDF processing uploaded documents for dynamic quote generation. The interface is built with Streamlit for rapid prototyping and demo delivery.

Tech stack

Highlights & results

HackoMania 2026

SureBO

Overview

An AI-powered misinformation detector built for HackoMania 2026, covering Singapore's four official languages (English, Malay, Mandarin, Tamil). The core fact-checking pipeline is engineered in LangChain — chaining prompt → LLM (Qwen 2.5-VL-72B) → parser — with a RAG step that runs three parallel live web searches through Tavily as model context.

Approach

The end-to-end orchestration is a single flow: retrieve evidence → call the model → validate output → return a structured verdict. Responses stream live over a Server-Sent Events endpoint with built-in error handling and retry logic, and a Zod schema with graceful fallback enforces reliable LLM output. Multilingual prompts return a consistent result object in the user's language, and every input type — voice notes via OpenAI Whisper, plus text extracted from YouTube, websites, PDFs, DOCX, and images — is normalised into the same pipeline, with ClickHouse and Supabase as the data layer and Langfuse for observability.

Tech stack

Highlights & results