WhatsApp-native, multi-tenant Revenue OS for SMB operators.

Mirai combines deterministic backend workflows, tenant-safe APIs, operator tooling, and AI-assisted orchestration inside a production-oriented pnpm monorepo.

Highlights

• service-oriented architecture: API gateway, core backend, workers, realtime inbox, AI orchestrator
• multi-tenant backend logic with explicit tenancy rules
• operator dashboard and public marketing site
• contract tests, security gates, governance checks, and E2E workflows
• AI assists orchestration while backend data remains the system of record

Stack: TypeScript, NestJS, Next.js, PostgreSQL, Redis, Docker, pnpm, AI orchestration

Motorcycle deal finder platform for Singapore.

A full-stack scraping and alerting system that monitors Carousell motorcycle listings, scores deal quality, stores structured data, and alerts users when strong opportunities appear.

Highlights

• Carousell scraping pipeline
• dynamic deal scoring and filtering logic
• PostgreSQL data storage
• FastAPI backend and REST API
• Next.js dashboard for listings and top deals
• Telegram bot for real-time deal alerts

Stack: Python, FastAPI, PostgreSQL, BeautifulSoup, Next.js, Telegram Bot API

Competitive intelligence platform for the Singapore wellness market.

AMI gives a live, evidence-backed view of competitor pricing, offers, SEO footprint, CTAs, and market movements.

Highlights

• competitor domain discovery from search results
• website crawling and content extraction
• pricing, offer, CTA, and SEO signal extraction
• 0–100 competitor scoring model
• executive dashboard with market maps, battlecards, offer analysis, and change radar
• daily automation workflows for freshness and monitoring

Stack: PostgreSQL, n8n, Next.js, Tailwind CSS, SQL, automation workflows

Social media management and scheduling platform.

A collaborative publishing platform for teams managing content across social media channels, with scheduling, platform integrations, analytics, and role-based team workflows.

Highlights

• authentication with credentials and Google OAuth
• TikTok OAuth integration and connected accounts
• post composer with media upload and scheduling
• publishing infrastructure with audit logs
• analytics, history, pagination, and error reporting
• multi-team collaboration with ADMIN, EDITOR, and VIEWER roles

Stack: Next.js 14, TypeScript, Prisma, Tailwind CSS, NextAuth.js

Reinforcement learning project for No-Limit Texas Hold’em.

A final-year AI project focused on training and evaluating an RL poker agent named Abel through self-play and benchmarking.

Highlights

• Q-learning based agent updates
• self-play training framework
• scripted benchmark opponent, Kane
• performance metrics tracking
• evaluation visualizations and logs
• curriculum-learning oriented experimentation

Stack: Python, Reinforcement Learning, Q-learning, simulation, metrics, visualisation

Concept-stage AI employee / agent harness.

A product exploration around making persistent, durable AI agents accessible to non-technical business users through natural-language setup, visual monitoring, memory, and escalation flows.

Highlights

• natural-language-to-agent deployment concept
• visual agent harness and reasoning traces
• persistent memory and judgment loop design
• escalation-first human-in-the-loop model
• roadmap for Gmail, Calendar, and business data integrations

Stack: AI agents, product systems design, workflow orchestration, agent UX