AI & robotics engineer in Singapore. Idea to production, end to end.
I build perception, agents, and learning systems that compound over time. You bring the problem: an idea you can't build, a workflow stuck in the past, a venture that needs its technical half. I take it from first conversation to production, and run it after. Currently building at Salesbugle.
More than an engineer,
an end-to-end product partner.
Product, 0 to 1
From ambiguous idea to shipped product: scoping, architecture, build, launch. Done for sales tech, climate tech, and my own products.
AI & Agentic Systems
RAG systems, multi-agent orchestration, AI agent fleets, vector search, and LLM pipelines that hold up under real production usage.
Infrastructure & Operations
Cloud architecture, CI/CD, observability, and cost control, plus the unglamorous production ops that keep products alive after launch.
Founder & Domain-Expert Partnership
I translate deep industry knowledge into product decisions. You stay the expert. Technology stops being your bottleneck.
I partner with founders and domain experts who know their industry deeply but need one person to own everything technical. My job is to unblock you: turn what you know into a product people can buy, and keep it running while you grow the business.
Where I'm building.
Built the backend, AI pipeline, and infrastructure for a sales coaching SaaS, from empty repo to production with paying customers.
- Backend: FastAPI, PostgreSQL, AWS ECS with multi-tenant data isolation
- AI pipeline: LLM-based conversation analysis with structured memory (vector + relational)
- Sole engineer on infrastructure, CI/CD, cost tracking, and production ops
Climate-Tech Intelligence Platform
US climate-tech company
Architecture and end-to-end MVP for a hardware-agnostic monitoring and predictive intelligence platform: sensor ingestion, time-series processing, anomaly detection, and an analytics dashboard. Shipped solo.
Property Content Brand
Singapore property agent collective
Full product build: content site with self-service CMS, curated article pipeline, lead capture with email notifications, and SEO/AEO groundwork. Designed, built, and launched end to end on edge infrastructure.
Mozark PTE LTD
Robotics & Vision Engineer
Led development of robotic mobile testing systems deployed across Singapore, Philippines, Thailand, and India.
- Designed delta-robot automation framework for mobile device testing
- Built computer vision and OCR pipelines for UI detection and interaction
- Deployed robotic testing systems across 4 countries (SG, PH, TH, IN)
- Created agentic LLM system exposing internal APIs as tools for natural-language test execution
- Built no-code automation framework (Optics) published on PyPI
Technical projects & open source.
I don't just use AI. I run a fleet.
To be clear: you're not hiring the fleet, you're hiring the engineer who built it. I scope the problem, design the architecture, make the hard calls, and verify every result. The fleet is proof of what I can build, and it multiplies how fast my decisions become production code. Below is a real dispatch, condensed.
I scope it, I architect it, I verify it. The fleet just types faster than I do.
Bring me your problemTechnical depth across the stack.
AI & LLM Systems
Design and ship production LLM pipelines, from RAG retrieval and multi-agent orchestration to semantic search and memory systems.
Backend & Cloud
Build scalable API services and cloud infrastructure for multi-tenant workloads, async processing, and production deployments across AWS and edge platforms.
Frontend & Product
Ship polished, performant interfaces, from real-time dashboards and Chrome extensions to WebSocket-driven collaborative features.
Robotics & Systems
Engineer low-level systems combining computer vision, speech processing, and robotic control, deployed in production across 4 countries.
Bring me a problem worth solving.
However we structure it, the work is the same: understand the problem, build the solution, run it end to end. The first conversation is always free.
You have an idea but no way to build it
I take it from first conversation to production: scoped, architected, built, deployed, and handed over working. A real product, not a prototype that dies in a demo.
Usually a fixed-scope build, start to finish.
Tell me what you're buildingA problem that needs a modern solution
Manual processes, disconnected tools, work AI should be doing by now. I find the highest-leverage fix and build it into your operation without disrupting it.
Usually a short, focused engagement around one problem.
Tell me what you're buildingDeep industry knowledge, no technical partner
You know your field; I own everything technical, long term, as a partner, not an agency. You stay the expert while technology stops being your bottleneck.
Usually a long-term, equity-aligned partnership.
Tell me what you're buildingHave an idea? Let's bring it to life.
Maybe it's an idea you don't know how to bring to life, or a process that needs a modern solution. Tell me about it. The first conversation is free, and you'll get an honest take either way.